From 7212068852415cca324373fe0f72e491e994ced0 Mon Sep 17 00:00:00 2001
From: "mette.bentsen" <mette.bentsen@mpi-bn.mpg.de>
Date: Thu, 9 Dec 2021 11:42:43 +0100
Subject: [PATCH] Added option to control strictness of selection from
 volcano-like plots in CombObj/DiffCombObj (#31)

---
 examples/Differential_analysis.ipynb | 3543 ++++++++++++++++++++------
 examples/Select_rules.ipynb          |   84 +-
 tfcomb/objects.py                    |   20 +-
 3 files changed, 2882 insertions(+), 765 deletions(-)

diff --git a/examples/Differential_analysis.ipynb b/examples/Differential_analysis.ipynb
index 65c953c..30fd7f3 100644
--- a/examples/Differential_analysis.ipynb
+++ b/examples/Differential_analysis.ipynb
@@ -34,7 +34,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Prepare GM12878 CombObj"
+    "## Prepare GM12878 and K562 CombObjs"
    ]
   },
   {
@@ -60,7 +60,8 @@
     "A = tfcomb.objects.CombObj(verbosity=0)\n",
     "A.prefix = \"GM12878\"\n",
     "A.TFBS_from_bed(\"../data/GM12878_hg38_chr4_TF_chipseq.bed\")\n",
-    "A.market_basket()"
+    "A.market_basket()\n",
+    "A.set_verbosity(1) #reset verbosity to INFO"
    ]
   },
   {
@@ -140,7 +141,17 @@
      "shell.execute_reply": "2021-10-12T15:10:18.439645Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WARNING: 365 TFs were not common between objects and were excluded from .rules. Set 'join' to 'outer' in order to use all TFs across objects. The TFs excluded were: ['SMARCA4', 'RBM34', 'GATA1', 'IRF4', 'RBM39', 'ZNF644', 'SETDB1', 'PAX5', 'ZNF354B', 'KAT8', 'RELB', 'ZNF395', 'CBFA2T3', 'HES1', 'TAF15', 'ASH1L', 'CTCFL', 'GTF2I', 'ZNF165', 'KLF10', 'ZNF84', 'TSC22D4', 'ZNF212', 'SFPQ', 'ZFX', 'GMEB1', 'PRPF4', 'TEAD4', 'NR3C1', 'ZBTB2', 'TRIM24', 'ARID1B', 'DIDO1', 'ZNF77', 'SMARCB1', 'ARID3B', 'E2F1', 'ZKSCAN3', 'KHSRP', 'ZEB1', 'CC2D1A', 'EED', 'RBFOX2', 'DEAF1', 'SP2', 'ZNF274', 'ETV1', 'ESRRB', 'AGO1', 'PBX2', 'THRAP3', 'ZKSCAN8', 'MAFF', 'ZNF133', 'ZNF280A', 'BCL3', 'POU2F2', 'ZNF436', 'ZC3H8', 'CBFA2T2', 'CTBP1', 'ZNF397', 'ZNF75A', 'DNMT1', 'ZC3H4', 'ZNF695', 'GTF2B', 'ZNF655', 'CREBBP', 'NCOA2', 'MIER1', 'TEAD1', 'CBX2', 'RBM22', 'ZNF146', 'ZNF518B', 'STAT1', 'BCL6', 'ZNF311', 'CBX8', 'RUNX3', 'MCM3', 'KLF1', 'TFE3', 'FOXO4', 'RNF2', 'GABPB1', 'U2AF2', 'TAF7', 'DACH1', 'ZNF780A', 'BRD4', 'HSF1', 'KLF6', 'ZNF700', 'CREB5', 'PHTF2', 'ZNF282', 'SHOX2', 'ATF1', 'NFE2', 'RBM17', 'ZBTB12', 'ZNF7', 'HNRNPUL1', 'HNRNPK', 'PRDM15', 'AFF1', 'ZNF766', 'IRF2', 'GTF2E2', 'EWSR1', 'SRSF1', 'PHB2', 'NCOA6', 'KLF16', 'MCM5', 'SNIP1', 'EBF1', 'BDP1', 'BRD9', 'PHF8', 'ZNF57', 'SUPT5H', 'RFX1', 'RBM15', 'THAP1', 'PRDM10', 'GATA2', 'RFX7', 'RREB1', 'ZNF778', 'ZSCAN32', 'CHAMP1', 'NR1H2', 'ZBTB9', 'NCOR1', 'HNRNPL', 'ZNF444', 'ZNF263', 'SNAPC5', 'PCBP2', 'ZNF318', 'ZEB2', 'BATF', 'ZNF239', 'ZNF507', 'PTTG1', 'NFATC1', 'IRF5', 'SOX6', 'XRCC3', 'ZNF217', 'TOE1', 'HNRNPLL', 'BCL11A', 'TRIM22', 'YBX3', 'HIVEP1', 'PCBP1', 'ZNF175', 'TCF7L2', 'CBX1', 'NELFE', 'NR2F6', 'ZBTB17', 'RUNX1', 'RXRA', 'PBX3', 'ZNF316', 'ZMYM3', 'SRSF3', 'PTRF', 'TBX18', 'ZNF257', 'ZNF408', 'ZNF148', 'CREB3', 'TFCP2', 'ZNF717', 'TBPL1', 'HMG20B', 'ZMIZ1', 'HLTF', 'DDX20', 'PATZ1', 'THAP12', 'MITF', 'ZNF764', 'ID3', 'SMARCC2', 'ZHX1', 'MNT', 'PRMT5', 'ZNF347', 'BCOR', 'ZNF280B', 'E2F7', 'ZNF740', 'NR0B1', 'CSDE1', 'FIP1L1', 'ZNF76', 'EHMT2', 'HOMEZ', 'MAFG', 'NR2F2', 'ZNF79', 'IRF1', 'ZNF785', 'HMBOX1', 'STAG1', 'ZNF445', 'DDIT3', 'ADNP', 'IRF9', 'GTF2F1', 'LEF1', 'CEBPG', 'RLF', 'STAT3', 'ZNF512', 'E2F5', 'NEUROD1', 'POLR3A', 'KDM4B', 'ZNF584', 'KDM5B', 'ZKSCAN1', 'COPS2', 'ZFP1', 'MGA', 'MEF2D', 'GTF3C2', 'SAFB2', 'ZNF551', 'TBX21', 'NFE2L1', 'U2AF1', 'EP400', 'ZBTB11', 'ZNF319', 'HDAC1', 'ILK', 'ZNF3', 'IRF3', 'SAFB', 'ELF2', 'POLR2B', 'CCNT2', 'NFIX', 'THRA', 'E2F6', 'ILF3', 'ZNF197', 'SIN3B', 'FOXA1', 'E2F3', 'FUS', 'VEZF1', 'ZNF583', 'NCOA4', 'MYNN', 'C11orf30', 'ZNF184', 'CLOCK', 'ZC3H11A', 'STAT5B', 'MYBL2', 'XRCC5', 'KLF5', 'ELK3', 'HDAC8', 'ZNF281', 'NR4A1', 'CREB3L1', 'ARHGAP35', 'ZNF12', 'ASH2L', 'PHB', 'ZNF830', 'TFDP1', 'POLR2G', 'TAF9B', 'MCM2', 'NCOA1', 'ZNF215', 'SIRT6', 'GATAD2A', 'PTBP1', 'ZFP91', 'NFRKB', 'PHF20', 'ELF4', 'ZNF407', 'CDC5L', 'PAX8', 'CHD7', 'ZNF622', 'RBM14', 'ETV5', 'HNRNPH1', 'SRSF7', 'WRNIP1', 'ZNF324', 'GTF2A2', 'PHF21A', 'ZNF639', 'ZNF83', 'MCM7', 'ARID2', 'MYB', 'ZNF23', 'ZNF174', 'FOSL1', 'KAT2B', 'IKZF2', 'TAL1', 'ATF4', 'RBM25', 'ZNF687', 'PYGO2', 'HDAC3', 'POU5F1', 'CGGBP1', 'ZNF207', 'ZBTB5', 'KLF13', 'SAP30', 'TEAD2', 'L3MBTL2', 'MTA1', 'FOXJ2', 'TSHZ1', 'NUFIP1', 'ZNF250', 'MBD2', 'ATF6', 'KAT2A', 'TRIM25', 'FOXJ3', 'WHSC1', 'POLR2H', 'ERF', 'ZNF589', 'SNRNP70', 'TRIP13', 'SMARCE1', 'RBPJ', 'MEIS2', 'ETS2', 'MEF2B', 'NONO', 'HMGN3', 'ZBTB7A', 'DLX4', 'HINFP', 'TRIM28', 'ZBTB8A', 'MEF2C', 'HEY1', 'JUN', 'CCAR2', 'THAP7', 'RELA']\n",
+      "INFO: Calculating foldchange for contrast: GM12878 / K562\n",
+      "INFO: The calculated log2fc's are found in the rules table (<DiffCombObj>.rules)\n"
+     ]
+    }
+   ],
    "source": [
     "compare_obj = A.compare(B)"
    ]
@@ -202,8 +213,8 @@
        "      <td>0.005640</td>\n",
        "      <td>0.478929</td>\n",
        "      <td>-3.296597</td>\n",
-       "      <td>1.152000e-08</td>\n",
-       "      <td>0.00014</td>\n",
+       "      <td>9.886413e-19</td>\n",
+       "      <td>1.197640e-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SUZ12-SIX5</th>\n",
@@ -212,38 +223,38 @@
        "      <td>0.005640</td>\n",
        "      <td>0.478929</td>\n",
        "      <td>-3.296597</td>\n",
-       "      <td>1.152000e-08</td>\n",
-       "      <td>0.00014</td>\n",
+       "      <td>9.886413e-19</td>\n",
+       "      <td>1.197640e-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>RCOR1-HDAC2</th>\n",
-       "      <td>RCOR1</td>\n",
+       "      <th>HDAC2-RCOR1</th>\n",
        "      <td>HDAC2</td>\n",
+       "      <td>RCOR1</td>\n",
        "      <td>0.021535</td>\n",
        "      <td>0.451746</td>\n",
        "      <td>-2.845654</td>\n",
-       "      <td>1.279131e-02</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>4.056481e-07</td>\n",
+       "      <td>4.914021e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>HDAC2-RCOR1</th>\n",
-       "      <td>HDAC2</td>\n",
+       "      <th>RCOR1-HDAC2</th>\n",
        "      <td>RCOR1</td>\n",
+       "      <td>HDAC2</td>\n",
        "      <td>0.021535</td>\n",
        "      <td>0.451746</td>\n",
        "      <td>-2.845654</td>\n",
-       "      <td>1.279131e-02</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>4.056481e-07</td>\n",
+       "      <td>4.914021e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>TCF12-HDAC2</th>\n",
-       "      <td>TCF12</td>\n",
+       "      <th>HDAC2-TCF12</th>\n",
        "      <td>HDAC2</td>\n",
+       "      <td>TCF12</td>\n",
        "      <td>0.029991</td>\n",
        "      <td>0.459674</td>\n",
        "      <td>-2.702758</td>\n",
-       "      <td>3.261756e-02</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>1.272258e-02</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -262,8 +273,8 @@
        "      <td>0.309317</td>\n",
        "      <td>0.011989</td>\n",
        "      <td>2.574740</td>\n",
-       "      <td>1.344348e-02</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>4.973549e-03</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MTA2-BMI1</th>\n",
@@ -272,8 +283,8 @@
        "      <td>0.340207</td>\n",
        "      <td>0.015346</td>\n",
        "      <td>2.615788</td>\n",
-       "      <td>6.684798e-03</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>6.071481e-04</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BMI1-MTA2</th>\n",
@@ -282,28 +293,28 @@
        "      <td>0.340207</td>\n",
        "      <td>0.015346</td>\n",
        "      <td>2.615788</td>\n",
-       "      <td>6.684798e-03</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>6.071481e-04</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>BACH1-LARP7</th>\n",
-       "      <td>BACH1</td>\n",
+       "      <th>LARP7-BACH1</th>\n",
        "      <td>LARP7</td>\n",
+       "      <td>BACH1</td>\n",
        "      <td>0.322762</td>\n",
        "      <td>0.010475</td>\n",
        "      <td>2.664918</td>\n",
-       "      <td>6.140275e-03</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>6.127388e-03</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>LARP7-BACH1</th>\n",
-       "      <td>LARP7</td>\n",
+       "      <th>BACH1-LARP7</th>\n",
        "      <td>BACH1</td>\n",
+       "      <td>LARP7</td>\n",
        "      <td>0.322762</td>\n",
        "      <td>0.010475</td>\n",
        "      <td>2.664918</td>\n",
-       "      <td>6.140275e-03</td>\n",
-       "      <td>1.00000</td>\n",
+       "      <td>6.127388e-03</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -314,54 +325,54 @@
        "                        TF1              TF2  GM12878_cosine  K562_cosine  \\\n",
        "SIX5-SUZ12             SIX5            SUZ12        0.005640     0.478929   \n",
        "SUZ12-SIX5            SUZ12             SIX5        0.005640     0.478929   \n",
-       "RCOR1-HDAC2           RCOR1            HDAC2        0.021535     0.451746   \n",
        "HDAC2-RCOR1           HDAC2            RCOR1        0.021535     0.451746   \n",
-       "TCF12-HDAC2           TCF12            HDAC2        0.029991     0.459674   \n",
+       "RCOR1-HDAC2           RCOR1            HDAC2        0.021535     0.451746   \n",
+       "HDAC2-TCF12           HDAC2            TCF12        0.029991     0.459674   \n",
        "...                     ...              ...             ...          ...   \n",
        "TAF1-POLR2AphosphoS2   TAF1  POLR2AphosphoS2        0.309317     0.011989   \n",
        "MTA2-BMI1              MTA2             BMI1        0.340207     0.015346   \n",
        "BMI1-MTA2              BMI1             MTA2        0.340207     0.015346   \n",
-       "BACH1-LARP7           BACH1            LARP7        0.322762     0.010475   \n",
        "LARP7-BACH1           LARP7            BACH1        0.322762     0.010475   \n",
+       "BACH1-LARP7           BACH1            LARP7        0.322762     0.010475   \n",
        "\n",
        "                      GM12878/K562_cosine_log2fc  \\\n",
        "SIX5-SUZ12                             -3.296597   \n",
        "SUZ12-SIX5                             -3.296597   \n",
-       "RCOR1-HDAC2                            -2.845654   \n",
        "HDAC2-RCOR1                            -2.845654   \n",
-       "TCF12-HDAC2                            -2.702758   \n",
+       "RCOR1-HDAC2                            -2.845654   \n",
+       "HDAC2-TCF12                            -2.702758   \n",
        "...                                          ...   \n",
        "TAF1-POLR2AphosphoS2                    2.574740   \n",
        "MTA2-BMI1                               2.615788   \n",
        "BMI1-MTA2                               2.615788   \n",
-       "BACH1-LARP7                             2.664918   \n",
        "LARP7-BACH1                             2.664918   \n",
+       "BACH1-LARP7                             2.664918   \n",
        "\n",
        "                      GM12878/K562_cosine_log2fc_pvalue  \\\n",
-       "SIX5-SUZ12                                 1.152000e-08   \n",
-       "SUZ12-SIX5                                 1.152000e-08   \n",
-       "RCOR1-HDAC2                                1.279131e-02   \n",
-       "HDAC2-RCOR1                                1.279131e-02   \n",
-       "TCF12-HDAC2                                3.261756e-02   \n",
+       "SIX5-SUZ12                                 9.886413e-19   \n",
+       "SUZ12-SIX5                                 9.886413e-19   \n",
+       "HDAC2-RCOR1                                4.056481e-07   \n",
+       "RCOR1-HDAC2                                4.056481e-07   \n",
+       "HDAC2-TCF12                                1.272258e-02   \n",
        "...                                                 ...   \n",
-       "TAF1-POLR2AphosphoS2                       1.344348e-02   \n",
-       "MTA2-BMI1                                  6.684798e-03   \n",
-       "BMI1-MTA2                                  6.684798e-03   \n",
-       "BACH1-LARP7                                6.140275e-03   \n",
-       "LARP7-BACH1                                6.140275e-03   \n",
+       "TAF1-POLR2AphosphoS2                       4.973549e-03   \n",
+       "MTA2-BMI1                                  6.071481e-04   \n",
+       "BMI1-MTA2                                  6.071481e-04   \n",
+       "LARP7-BACH1                                6.127388e-03   \n",
+       "BACH1-LARP7                                6.127388e-03   \n",
        "\n",
        "                      GM12878/K562_cosine_log2fc_pvalue_adj  \n",
-       "SIX5-SUZ12                                          0.00014  \n",
-       "SUZ12-SIX5                                          0.00014  \n",
-       "RCOR1-HDAC2                                         1.00000  \n",
-       "HDAC2-RCOR1                                         1.00000  \n",
-       "TCF12-HDAC2                                         1.00000  \n",
+       "SIX5-SUZ12                                     1.197640e-14  \n",
+       "SUZ12-SIX5                                     1.197640e-14  \n",
+       "HDAC2-RCOR1                                    4.914021e-03  \n",
+       "RCOR1-HDAC2                                    4.914021e-03  \n",
+       "HDAC2-TCF12                                    1.000000e+00  \n",
        "...                                                     ...  \n",
-       "TAF1-POLR2AphosphoS2                                1.00000  \n",
-       "MTA2-BMI1                                           1.00000  \n",
-       "BMI1-MTA2                                           1.00000  \n",
-       "BACH1-LARP7                                         1.00000  \n",
-       "LARP7-BACH1                                         1.00000  \n",
+       "TAF1-POLR2AphosphoS2                           1.000000e+00  \n",
+       "MTA2-BMI1                                      1.000000e+00  \n",
+       "BMI1-MTA2                                      1.000000e+00  \n",
+       "LARP7-BACH1                                    1.000000e+00  \n",
+       "BACH1-LARP7                                    1.000000e+00  \n",
        "\n",
        "[12114 rows x 7 columns]"
       ]
@@ -403,7 +414,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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6SdLteSre5fTO/LmPVmrlSk4u1Lj3ztuuCPytUgmMiCci4oVe7HdpOu2a+D+AWcBXgXMlXQyc50eRmlmnkjQK2An4NbA+cEdxfUS8JOlxUpLvjR2By2t8zpKkx0Z/r7B4b9JdQ5OBw4Bis/r4iHhHHtvjp6Q7iwDWAbYGFgMelPRDYAPgw8CmpKdU3ibp98DqwFMR8Z5chiUK8V+KiE0kHQB8lzTqJ6TEvEX+nCuBi4E9ganAhsCywExJNwEXArdI2hK4Afh59bM56ux3aVp+n3hXV9f0wf+UZPTo0YtvsMEGywLXv/LKK0s888wzU/71r39dNmrUqLETJky4Z80117yhP3FnzvQD0cxsaOnFw6UWlTQrv74Z+AnwCag5eJXqLC/6RW4SHwm8taoso0gJ+tSIeDQvexvwj4j4P0lPAD+VtFThWRbnAUTETZIWz8kQ4OqImAPMkfQM8CZS0r0sIl7JsS8FtiSdmJyi9JjqqyLi5kKxziv8+53C8stzzfo+SW/Ky7YgVfjmAX/PJwhvi4grJU0mtWBsA9wgaa+IuKHefpet5TXx7u7u6YP/KYmk3Wt9nqTJL7744j7d3d1f6U/cCI4bcOHMzErUi4dLvRoRU4sLJN0LvK9q2eLAKsAjwDIN4n2I9GCpE4HTSLXXihnAwxHx3cKyfYF1JD2W5xfPn31mZReqdyn/O6ewbB4pj9W8PBoRD0naGNgZOEHSdRHx1Rrxi6+L8VX1b63PmEMaNOxXkv4OvJdUK4fa+12qhtfE584d/KnJao77GBEPRkS/EriZ2TByAzAuNzGj9HCobwFnR8S/e3pzRLwOHAu8PXdaQ9LXgSVIdwORl40A9iJ1CJsUEZOA3UmJvaJy/XoL4MWIeLHBR98EvDf3Ch9P6mB2s6SJwL8j4ufAKSzcQrB34d9be9i1m4C9JY2UtBzwTuB2SW/Nn1HZpw2A/6u334Oh5TXxZoqII1pdBjOzoSoPhrUHcLqkL5EqetcAxxQ22zY3f1fsVRXjVUnfAo6UdBzwReAB4E+5P/EPgNnAkxHxZOGtN5E6ra2Y51+Q9L+kGvpHeij3nySdDVSeQnlmRNwpaQfgZKUBvl4nXS6oWETSbXkf96Wxy4DNSC0NAXw+Ip5WupXux5IWydvdDvxA0sq19jsiznxD5AFq+BSzJZYY/Ad7vPjiwJ5i1heSliZ1nniKdP3nGNIf5n7g+P4+V9wPQLGhxg9A6QU/AGXIknQjcGREDEqHo9yE3xURzw5G/GbqqJo48HPgbmBjYL/8+iRS78izSc05ZmZmbaHTkvjEiNg53yP+RERslZffXOilaWZmLVQ4Ng9W/EmDGb+ZGrYBzZuHitNGG3V9pXrZQKdm7Wg2QtJSpJ6WEyRNApC0DDCmyWUxMzMbkIY18WHoBFJHA0gdJc6UFMB6wLDqnT7UrmU//3x5sZ55ppw4++1XTpxDSxx1//29HrW5sT8f8ONS4qy3XilhAFjmib+WEue8nX9WSpwPfKCUMAA88EDP2/TGqBKPyJPLC2VDWEcl8Yg4T9KFpA59cyVdQRqF58mI+FtrS2dmZtY3HZXEIY0FLGl0fj0X6AaQtOxw6KloZmado6T7ItqDpK3z/Y1PSbquck08u65FxTIzM+uXjkriwDeBHSJiOdJweNdLente17b3VJqZWWfqtOb0MRFxL0BEXCzpfuBSSUfR8+D+ZmZmQ0qnJfHXJa0QEU8DRMS9krYFrgLWaG3RzMzM+qbTmtOPIj227r8i4gngXaQn75iZdQRJ8yTNKkyT8vItJN0u6YE8TSu8Z7KkG/P290tq9JQ0a4KOqolHxG/qLH8R+EaTi2Nm1kq1HkW6AvA/wHvzQ0WWBa6V9GREXA2cCnwnIq7I27+l2YW2hXVaTbwuSb9qdRnMzFrsk6THjv4JIN92+3lSKybAisB/n2AWEXc3vYS2kLauiXd1dR0FjO3t9i+88MKK9daNGDFii66urun9KcfMmYPyoB0zs37LzeDTCotmRESx+XvRwjMj/hIRewDrA+dUherOywG+A/w2PyL0OuCsiPhn2WW33mvrJA6M7e7unt7bjSXNA35P7dvJRvUlVlEEx/XnfWZmgyUn7EbXrN/QnE46Nta6UydyzLMkXQvsSHrq48GSNoyIOSUU2fqh3ZN4X90PHBwRD1evkFTOwM5mZu3rXqALuLKwbGPgvspMRDwF/BT4qaR7gCnAHc0spC3QadfEp1N/nz/VxHKYmQ1FpwEHSZoK/33C40mkgbKQtGNl2OrcCW4Z4MnWFNWgw2riEXFxg3WXN7EoZmZDTkT8TdJ+wI8lLUZqXv9uRPwyb7I98D1Jr+X5z1XG3bDW6KgkLumIRusj4tvNKouZWStFxIQ6y28C3lZn3RFAw+OoNVdHJXHgFGAW8CtgDh4v3czM2linJfG3AvsA7yF1xDgPuCEiPG66mZm1nY7q2BYRsyLiqHxbxU9It0jcJ2m31pbMzMys70qvifd1AJYBmtSfN0laDtgIeAtp9KFnBlIIXXrJQN7+X7Hn+0qJMxTNnl1erOWXLyfOxInlxPn5z8uJAzBmTDlxvvnNcuKccko5cQC6ulYpJc6xx5YShuefLycOwKRJ5cUqy+TJrS6BNcNgNKf3aQCWgejrCGuSPgzsTTrJuBj4QEQMKIGbmZm1SqddE/8JcDfwOLADsL20oG9bRLhZ3czM2kanJfGtayyrdGpzT3UzM2srnZbElwRWjojTACTdDixHSuRfaGG5zMzM+qyjeqeTHqlXHBN4DGmc4K2AQ1pRIDMzs/7qtCQ+JiKKDzq5JSKei4jHgfGtKpSZWbNJerlq/iBJP8ivp0t6UtIsSQ9LulTSelXbbyQpJO1QtXxtSddImi3pfkkXSnqTpO0k3SHp7vzvNoO/l8NfpyXxpYozEXFYYXa5JpfFzGwo+05ETI2ItYALSM8RLx4n9wVuyf8CIGkscDXww4hYMyLWBX5IOr4+C+waEW8BDgR+1qT9GNY6LYnfJunj1QslHQzc3oLymJkNeRFxAXAd8EEApdt63g8cRLrLpzI2yAeBWwsPTCEifhcR90TEnfkxppAeeTpW0iLN2ofhqt07tr3Wl3vF11tvvadmz5795bFjxx6zyCKL/A1gzpw5E8eMGTNyzTXXPL+v951XdB99dH/eZmY2aCRNA6YVFs2IiBmF+UUlzSrML83CfYaq/QlYJ7/eHPhLRDwi6UZgZ+BSev9s8fcBd0bEnF5saw20dRLv7u4+sR9v+5ykbebMmbN+nr83In47oIJccslxA3q/mVnJcsKe0WCTV/MQ1EC6Jk7q6FtP8TbcfYHz8+vzgf1JSbxHktYnPaN8+95sb421dRLvr5y0B5a4zcw6y0ZAt6SRpJr0bpK+SEruy+Tnj98LvKteAEkrA5cBB0TEI00o87DXadfEzcysjyS9j1RzPg94N3BXRKwSEZMiYlXgEuC9wP8A75D0nsJ7d5T0FklLkjq9HR0Rf2j2PgxXTuJmZlbL4ZVbzID9gG0i4h+kpvTLqra9BPhgRLwK7AJ8Kt+adh+p89szwGHAmsCXctxZkkp6nFHn6sjmdDOzThcRE6rmzwbOzq+nA9PrvO+gGsuuJHeKi4gHgB1rvPXrebISuSZuZmbWppzEzczM2pSTuJmZWZvyNfESxJ7va3URhrxNNikv1lNP9bxNb1zZaFiLNvfBD5YTp6vRXcN9NGtWOXHmzy8njtlw4Jq4mZlZm3ISNzMza1NO4mZmZm3KSdzMzKxNOYmbmZm1KSdxM7MOJOmLku6V9Oc8BOqmkh6TtGxhm60kXZVfX1sYLnWWpKck3ZbX7ZVjzZfUVXj/dpLukHR3/neb5u/p8OZbzMzMOoykzUhjnL81IubkxD2m0XsiYofC+8eTnht+bF50D7An8KOqtz0L7BoRT0maAlwLrFTOXhg4iZuZdaIVgWcjYg5ARDwLIKnhmwq+B1wTEdfn999f6/0RcWdh9l5grKRFKp9rA+fmdDOzznMdsIqkhySdLqnuM8CrSdoD6AKO7uNnvg+40wm8XE2piXd1dR0FjG3GZ7XCzJndrS6CmdlCJE0DphUWzYiIGQAR8bKkjYEtga2BCyQdBUSNUP9dJmkl4FRgh74kY0nrAyeRnkluJWpWc/rY7u7u6U36rKaL4LhWl8HMrCgn7BkN1s8DbgRulHQ3cCDwHLAU6Vo2wNKV10pt5ecAJ0bEfb0th6SVSc8fPyAiHun7nlgjfU3ir3V1dU3vYZtJ/SuKmZk1g6TJwPyIeDgvmgr8H/AgsD/wZUkjgf2Ay/M2RwKvRcRpfficJYGrgaMj4g+lFN4W0qck3t3dfWJP2/QiyZuZWWtNAL6fk+xcYDap6f114IeS7gIE/Br4eX7P14EnJM0qxHkhIrbO18m/DywHXC1pVu7NfhiwJvAlSV/K79k+Ip4Z1L3rIO6dbmbWYSLiDuAddVbXfAZeRCzSIN5lpCbz6uVfJyV/GyTunW5mZtamnMTNzMzalJO4mZlZm/I18SHk+efLizV7djlxNtmknDhlmjixnDia/XDPG/XGjTeWEwfg9NNLCTPysMNKiXPnURNKiQPA2JKGinhg7XLiPPtsz9v01qxZ5cSZO7ecOACHH15eLBuyXBM3MzNrU07iZmZmbcpJ3MzMrE05iZuZmbUpJ3EzM7M25SRuZmbWppzEzcw6kKR5kmZJukvSnyS9o2r94ZJek7RE1fKdJHVLul/SA5JOycunSzqyatvHJC2bX/9U0jOS7hnsfeskTuJmZp3p1YiYGhEbAkcDJ1St3xeYCexRWSBpCvADYL+IWBeYAjzay887G9hxoIW2hTmJm5nZ4sALlRlJa5CedHYsKZlXfB74RkQ8ABARcyOiVyMURcRNQIlDWhm00YhtXV1dRwElDflUrpkzu1tdBDOzhUiaRnq8aMWMiJhRmF80P1Z0LLAisE1h3b7AecDNwGRJy+fHh04BvtXgYw+XtF9hvqTxFa2etkniwNju7u7prS5ELREc1+oymJkV5YQ9o8Emr0bEVABJmwHnSpoSEQHsA+wREfMlXQrsBZzWi4/9TkScUpmR9Fh/y2+9005J3MzMBkFE3Jo7oC0naQVgLeB6SQBjSNe9TwPuBTYG7mpVWW1hviZuZtbhJK0DjASeIzWlT4+ISXmaCKwkaVXgZOAYSWvn942QdETLCm5O4mZmHWrRfIvZLOAC4MCImEdqSr+satvLgH0i4s/AZ4DzJN0P3EO6nt4jSecBt5KusT8h6aPl7EZnc3O6mVkHioiRdZavVmPZEYXXVwFX1dhmeo1lkwqv961ebwPnmriZmVmbchI3MzNrU07iZmZmbapl18T7MXjLpEEqypDxzDPlxVp++XLiPPVUOXEmDsUhH668spw4559fThyAM84oJ87FF5cS5oYdTy4lDsAKK5QTZ/1RD5cTaP78cuIAr37sU6XEWXTEnFLiWOdoZce2Pg3e0tXV1ettzczMOoGb083MzNqUk7iZmVmbGozm9NdqNH1PGoTPMTMz62ilJ/Hu7u4Tq5f5eraZmVn53JxuZtaBJM3Lw67eJelPkt6Rl0+SFJK+Vth2WUmvS/pBnp8u6cj8ei9J90qaL6mrNXvTuZzEzcw606sRMTUiNgSOBk4orHsU2KUwvxfpCWa13APsCdw0KKW0hpzEzcxsceCFwvyrwP2FmvXewIW13hgR90fEg4NcPqujnR6AUqvD3JAwc2Z3q4tgZrYQSdOAaYVFMyJiRmF+0fwEs7GkJ5FtUxXifGAfSU8D84CngKE4bFNHa5skXqvD3FARwXGtLoOZWVFO2DMabPJqREwFkLQZcK6kKYX1vwa+Bvyd9KhSG4LcnG5m1uEi4lZgWWC5wrL/AHcAnwUuaVHRrAdtUxM3M7PBIWkdYCTwHDCusOpbwO8j4jlJLSmbNeYkbmbWmSrXxAEEHBgR84rJOiLupX6v9PRGaQ/g+6Ra/NWSZkXEDoNTZKvmJG5m1oEiYmSd5Y8BU2osPxs4O7+eXlh+GXDZIBTResHXxM3MzNqUk7iZmVmbchI3MzNrU74mPoTst195sSaWNCTDlVeWE0ezHy4nEJRWqDjis6XE0dSppcQBuHvcpqXEmXhUOXHm/6mUMAC89lo5ca59Yq1S4myzTTlxAJ54rJw4EycuUk4gYHx5oWwIc03czMysTTmJm5mZtSkncTMzszblJG5mZtamnMTNzMzalJO4mVkHkvSypK0kXVW1/GxJ78+vb5TUXVjXJenG/HorSS9KmiXpz5J+I2n5pu6EOYmbmVlDy0vaqc66myNiakRsAMwEPtnEchlO4mZm1tjJwLGNNlB6aspiwAtNKZH9l5O4mZk1ciswR9LWNdZtmZ+E9jjwbuCnzSyYdcCIbV1dXUcBYwfzM2bO7O55IzOzJpI0DZhWWDQjImZUbRZ13l69/Ouk2vgXqpbfHBG75M/7AvBN4JD+ldj6Y9gncWBsd3f39MH8gAiOG8z4ZmZ9lRN2ddKu9hywVNWypYFnq2L9VtLXgLc3iHUlcElfy2kD4+Z0M7PO9TAwUdK6AJJWBTYEZtXY9hvA5xvE2gJ4pOwCWmOdUBM3M7MCSaOAORExR9J+wFmSxgKvAx+LiBer3xMR10j6R9XiyjVxAS8CHxvkolsVJ3Ezs86zPrnWHBF/oE4zeURsVTW/ceH1jcASg1ZC6xU3p5uZdRBJhwDn0cNtY9YeXBM3M+sgEXEGcEary2HlaFYSf62rq2t61bJJTfpsMzOzYakpSby7u/vE6mU1knrHO/TQ8mL9/OflxSrFjTeWF+v880sJo6lTS4kT22xbShyAW0qqH33iI3NKiTNx4iKlxAFYc81y4jz7bM/b9MZoXi8nEPD006NLiTNhQilhABg/vrxYNnQNieb0QR6QZdIgxTUzM2upIZHEGcQBWVzjNzOz4cq9083MzNqUk7iZmVmbchI3MzNrU07iZmZmbcpJ3MysA0kKST8rzI+S9A9JV0n6sKRZefqPpLvz6xPztodLek3SEoX3byfpjrztHZK2acV+dZqh0jvdzMya6xVgiqRFI+JVYDvgSYCIOAs4C0DSY8DWEVG8Q39fYCawB3B2XvYssGtEPCVpCnAtsFIT9qOjuSZuZta5fgW8J7/elzSmekOS1gAmkMZe37eyPCLujIin8uy9wFhJ5Y0WZDV1Qk281pCvpZo5s3sww5uZ9ZmkacC0wqIZETGjarPzgS9LugrYAPgpsGUPoSvJ/mZgsqTlI+KZqm3eB9wZEeUMHWh1DfskXmvI17JFcNxgf4aZWV/khF2dtKu3+bOkSaTEfE0vQ+8D7BER8yVdCuwFnFZZKWl94CRg+/6U2/pm2CdxMzNr6ErgFGArYJlGG0raAFgLuF4SwBjgUXISl7QycBlwQEQ8MnhFHj4kjY6I16uWLVvVB6EuXxM3M+tsPwW+GhF392LbfYHpETEpTxOBlSStKmlJ4Grg6Ij4wyCWd1iQtLWkJ4CnJF2XW0QqruttHCdxM7MOFhFPRMT3ern5PqSadtFleflhwJrAlwq3py1fYlGHm28CO0TEcqTLHtdLentep94GcXO6mVkHiog3PPg0Im4EbqxaNqnwerUa7zmiMPv10go4/I2JiHsBIuJiSfcDl0o6CojeBnESNzMza77XJa0QEU8DRMS9krYFrgLW6G0QN6ebmZk131HAm4oLIuIJ4F1Ar++qck3czMys+R6KiMerF0bEi8A3ehvESXwIef/7y4s1Zkx5sUpx+unlxTrjjFLC3D1u01Li3FJOcQA45JCSAt3zUClh1r/nnlLiJBuUEmWll18uJQ4j3lxOHGDLuQ+UE+iaR8uJA/DRj5YXywbD5cBbASRdEhHv608QN6ebmZk1X7EH+ur9DeIkbmZm1nxR53WfuDndzMys+aZKeolUI180vybPR0Qs3psgTuJmZmbNd1dEbDTQIG5ONzMza75+N6EXuSZuZtaBJL1ca9S2vO57wPuBVSJifl52EHAy8CQwFvhRRHwnr5sOfBz4BymvHBMRV0r6DrB1DjsOWD4ilhysfWozy0s6ot7KiPh2b4I4iZuZ2X9JGgHsAfwVeCcLD8N6QUQcJmkZ4EFJF0fEX/O670TEKZLWBW7Ozxk/vBD3U8CAm4+HkZHABPowTnotTuJmZla0NXAPcAHpqWU3Vm8QEc9Jmg2sSEr2xXX3S5oLLAs8U1i1L3DcIJW5Hf0tIr460CBtk8S7urqOIjXhDDkzZ3a3ughmZguRNA2YVlg0IyJm9OKt+wLnAVcAx9d53vWbScfjP9f43E2B+aSm9cqyVYHVgN/2dT+GsQHVwCvaJokDY7u7u6e3uhC1RPjs0syGlpywe5O0/0vSGGBn4PCI+Jek24DtSc8JB9hb0tbAZODjEfFa4e2HS9oP+Bewd0QUO27tA1wcEfP6uTvD0bZlBGmnJG5mZoNrR2AJ4G5JkDqj/ZsFSbxyTXwz4GpJv6o8hYt8TbxO3H2ATw5iudtORDxfRhzfYmZmZhX7Ah+LiEn5OeKrAdtLGlfcKCJuBX4G/L+eAkqaDCwF3Fp+cc1J3MysM42T9ERhOgbYgQW1biLiFeAWYNca7z8J+LCkxXr4nH2B86ua160kbk43M+tAEVGrEnd8je32LMyeXVj+FLBCnp3e4HPqrrOBa2USf62rq2t6fj2pheUwMzNrSy1L4t3d3SdWXheSuZmZmfWSr4mbmZm1KV8TL4GmfbyUOH8+4MelxAH45jfLifPBD5YTZ+Rhh5UTCODii0sJM/GoTUuJ84mPzCklDgD3PFRKmJjyllLi6KqrSokDwGOPlRLmivWOLiXO7k9fUUocAJ5+uudtemPcuJ63MSsYckm8wchsk5pcFDMzsyFtyCVx6ozM5uvmZmZmC/M1cTMzszblJG5mZtamnMTNzMzalJO4mVmHkbSMpFl5elrSk4X5z0t6QNI9ku6SdEB+z42SHixs9/68/KeSnpF0T9VnnJzj/FnSZZKWbMGuDntO4mZmHSYinouIqRExFTiD9ASyyuttgU0iYgrwThZ+7vWHKu+LiMq9nmeTnn5W7XpgSkRsADwElHNvoC3ESdzMzCqOAQ6NiJcAIuLFiDin0Rsi4ibgDY/VjIjrImJunv0jsHLZhbWheYuZmZk1WX4a2WIR8UiDzX4h6dX8etuIeK6X4T8CXDCgAlpN7ZTEXxuq94p3b7RRq4tgZrYQSdOAaYVFMyJiRqO3AD09LvRDEdHdx3J8EZgL/KIv77PeaZskXnxgypDz8Y8f1+oimJkV5YTdKGlXb/+SpFckrR4Rj5ZRBkkHAruQau1+nvgg8DVxMzOrOAE4TdLiAJIWzzX6PpO0I/AFYLeI+HeJZbQCJ3EzM6v4IfA7YGa+Zez3QMMELOk84FZgsqQnJH00r/oBsBhwfb4l7YxBLHfHapvmdDMzK19ETC+8DuCbearebqs679+3zvI1yymhNeKauJmZWZtyEjczM2tTTuJmZmZtytfEyzB7dilh1luvlDAAnHJKOXG6usqJc+dRE8oJBNyw48mlxJn/p1LCMHHiIuUEAta/556eN+oFXXVVKXHiqPJGytRLL5YSZ/XHSwnDg2N2LycQsMJWpYUqzRKtLoA1hWviZmZmbcpJ3MzMrE05iZuZmbUpJ3EzM7M25SRuZmbWppzEzczM2pSTuJlZB5L0ctX8QZJ+UJg/QNI9ku6VdJ+kI/PysyX9JY+HPkvSp/PyCZJ+JOmR/J6bJG2a1/1U0jN5PHYrke8TNzOzhUjaCfgMsH1EPCVpLLB/YZPPRcTFVW87E/gLsFZEzJe0OrBuXnc26YEo5w5qwTuQk7iZmVU7GjgyIp4CiIjXgB/X21jSGsCmwIciYn5+z6PAo/n1TZImDXahO9GwTeJdXV1HAWOb8Vndiy3WjI8xM+u1/Bzw4rPAZ0TEjML8opJmFeaXBq7Mr6cAdzQIf7KkY/Pr/YHVgFkRMW9gpba+GrZJHBjb3d09vSmftPXWxzXlc8zMeikn7BkNNnk1IqZWZiQdBPR2oOWFmtMlrdafMtrADZUk/lpXV9f0/HpSC8thZmZwL7Ax8Ns+bL+hpBGV5nRrjiHRO727u/vE7u7u6bnm/FiLi2Nm1ulOAL4paQUASYtUeqHXEhGPAN3AVyQpv2ctSeU9ZcZqGhJJ3MzMho6IuAY4DfiNpHtJ18d7arn9GLACMFvS3aSOcE8BSDoPuBWYLOkJSR8dtMJ3mKHSnG5mZk0UEROq5s8m3QpWmT8LOKvG+w6qE+8l4ON11u3b/5JaI66Jm5mZtSkncTMzszblJG5mZtam2uKaeD8Hbpk0CEWpKX77u1LiLPPEX0uJA9DVtUopcWbNKiUMjC1v3J0VVignzmuvlRNnzTXLiZNsUE6Yxx4rJYxeerGUOACx+BKlxJk4sZQwZf4kGT+2pDFO5s4tJw4Ai5QYy4aqtkji9GPglsJ952ZmZsOSm9PNzMzalJO4mZlZm3ISNzMza1NO4mZmZm3KSdzMrANJ+qKkeyX9WdIsSZtKulFSl6TFJD0iaa287WhJd0vaNM8/ludnSepu7Z50tnbpnW5mZiWRtBmwC/DWiJgjaVlgTGV9RPxL0tGk8dO3B44E/jcibiuE2Toinm1mue2NXBM3M+s8KwLPRsQcgIh4NiKeKm4QERcC8yV9HjgEOLr5xbSeDOea+GvNuld85ky3JpnZ0CJpGjCtsGhGRMzIr68DvizpIeA3wAUR8fsaYT4D3A9Mi4jnC8sDuE5SAD8qxLUmG7ZJvLu7+8RmfVYExzXrs8zMeiMn1prJNSJelrQxsCWwNXCBpKNqbLoj8DdgStXyzSPiKUnLA9dLeiAibiqx+NZLbk43M+tAETEvIm6MiOOAw4D3FddLmgh8GtgE2FnSBoX3PpX/fQa4LG9jLeAkbmbWYSRNrvQ8z6YC/1e12XeA4yPiCeAI4DQl4yUtluOMJ3V8u6cJxbYanMTNzDrPBOAcSfdJ+jOwHjC9slLSdsCbgZ8ARMQvgReAA4A3AbdIugu4Hbg6In7d3OJbxbC9Jm5mZrVFxB3AO2qs2qrw+vqq9+xWmN1wEIpl/eCauJmZWZtyEjczM2tTTuJmZmZtytfES6AD9i8lznk7/6yUOADHHltOnPnzy4nDA2uXFAjWH/VwKXGufWKtnjfqhWdLHHhypZdfLiXOFeuVM7jW6o+XEgaAiRPLibP00uXEKdOLL40sJc6YMeXEAVi0tEg2lLkmbmZm1qacxM3MzNqUk7iZmVmbGorXxGs9uGRSC8phZmY2pA25JF7rwSXNehqZmZlZO3FzuplZB5I0T9IsSfdI+qWkJQvrjpT0QF53l6QD8vIxkr4r6RFJD0u6QtLKvYz5a0n/lHRVM/dzuHMSNzPrTK9GxNSImAI8D3wSQNIhwHbAJnndOwHl9xwPLAasHRFrAZcDl0pSo5jZyUA59+PafzmJm5nZrcBK+fUxwKER8RJARLwYEedIGgd8GDg8IubldWcBc4BteohJRNwA/GvwdqEzOYmbmXUwSSOBbYEr8yNGF4uIR2psuibweCW5F3QD69eLOQhFtoIh17Gtv7q6uo4Cxrbis7vXXbcVH2tmVpekacC0wqIZETGjML+opFmku3/uID21bDwQ9ULWWVdcXiumDaJhk8SBsd3d3dNb8sn7739cSz7XzKyOnLBnNNjk1YiYKmkJ4CrgkxFxqqRXJK0eEY9WbT8bWFXSYhFRbBZ/K/DLejGBU8vZI6vFzelmZh0sIl4EPg0cKWk0cAJwmqTFASQtLmlaRLwCnAN8OzeXk3utjwN+20NMGyRO4mZmHS4i7gTuAvYBfgj8Dpgp6R7g98C/86ZHA68BD0l6GNgL2CMi3tDMXhUTSTcDFwHbSnpC0g6Du1edYTg1p5uZWS9FxISq+V0Ls9/MU/V75gCfylOfYkbElgMpr9XmmriZmVmbchI3MzNrU07iZmZmbcrXxMswe3YpYT7wgVLCAPD88+XFKsWzz5YXa/78UsJss81apcQZzeulxAFgxJtLCbP701eUEufBMbuXEgdgbEtGcWiOp54qJ06Z39Fqq5UXy4Yu18TNzMzalJO4mZlZm3ISNzMza1NO4mZmZm3KSdzMzKxNOYmbmZm1Kd9iZmbWYSQtA9yQZ1cA5gH/yPMbksY8V15+WET8r6RJwP3Ag8AY4Cbg0Igo555P65d2SeKvdXV1Te9hm0lNKIeZWduLiOeAqQCSpgMvR8Qpef7liKis24H0VLN35bc+kh81Oor05LL3Apc2s+y2sLZI4t3d3Sf2tE0vkryZmfXN4sAL1QsjYq6k/wXWbH6RrKgtkvhg6urqOgoY0DhJ3aP9uFwzG1okTQOmFRbNiIgZvXjropJmkY6LKwLb1Ig9DtgW+HIJRbUB6PgkDozt7u6ePqAIm212XDlFMTMrR07YvUna1V4tNKdvBpwraUpet0ZO8AFcERG/KqOs1n9O4mZmVlNE3CppWWC5vOiRSoK3ocG3mJmZWU2S1gFGAs+1uixWm2viZmZWVLkmDuk2swMjYp6kFhbJ6nESNzPrYBExvWp+ZJ3tHgOm1FpnrePmdDMzszblJG5mZtamnMTNzMzalK+Jl2FEOedCDzxQShgAJk0qL1YpZs0qLdSrH/tUKXGeeKyUMDz9dHmD/Ww5t6QfwdNPlxJmha1KCQPA+LHzSonz4ks1L9n22VNPlRIGgHXWKSfOQw+VE8c6h2viZmZmbcpJ3MzMrE05iZuZmbUpJ3EzM7M2NZw6tvXmmeO1TCq5HGZmZk0xbJJ4b545XoufQ25mnUjSF4EPAvOA+cDBwEnA6sCqERF5u8uBd0fEhMJ7DwdOAN4UES/mZVsBVwCPAuOAvwPfjIir8vqDgJOBJ3OYH0TEmYO5j51g2CRxMzPrnfyI0V2At0bEnPyksjF59T+BzYFbJC1JeqZ4tX2BmcAewNmF5TdHxC75M6YCl0t6NSJuyOsviIjDyt2bzuZr4mZmnWdF4NmImAMQEc9GROXO+fOBffLrPYFLi2+UtAYwATiWlMxriohZwFcBJ+1B5Jp4D7q6uo4CxjbapnuRRZpUGjOz3pE0DZhWWDQjImbk19cBX5b0EPAbUg3593ndDcCPJY0kJfNpwJcKcfYFzgNuBiZLWj4inqlTjD8BnyvMv0/SO4GHgMMj4q/930MDJ/HeGNvd3T294Rabb35cc4piZtY7OWHPqLPuZUkbA1sCWwMXSDoqr54H3ALsDSwaEY9VPYZ0H2CPiJgv6VJgL+C0OsUovvGXwHm5+f4Q4Bxgm/7tnVU4iZuZdaCImAfcCNwo6W7gwMLq84HLgOnF90jaAFgLuD4n9jGkjmz1kvhGwP35854rLP8xqROdDZCviZuZdRhJkyWtVVg0Ffi/wvzNpN7n51W9dV9gekRMytNEYCVJq9b4jA1IzfCn5fliB7ndyMndBsY1cTOzzjMB+H7ufT4XmE269n0xQL697JQa79sH2Klq2WV5+W3AlpLuJN1i9gzw6ULP9E9L2i1/3vPAQSXuT8dyEjcz6zARcQfwjhqrtqqz/YT872o11h1RmF2iwWceDRzdp4Jaj9ycbmZm1qacxM3MzNqUk7iZmVmb8jXxMsydW0qYUcP5r1HSdwSw6Ig5pcSZOLGcQXomTOh5m1675tFy4owbV06cMpX0GxgzZmQpccY2HMKpbx56qJw4a69dThzrHMM5bfRWT08/m9SkcpiZmfVJxyfxnp5+5qecmZnZUOVr4mZmZm3KSdzMzKxNOYmbmZm1KSdxM7MOI2kZSbPy9LSkJwvzb5L0uqSDq97zmKS7C9u9Iy//taR/SrqqNXvT2Tq+Y5uZWafJTxSbCiBpOvByRJyS5w8F/kh62MmPqt66dUQ8W7XsZNJY6QdjTeeauJmZFe0LfBZYWdJKPW2cH3Dyr0EvldXkJG5mZgBIWgVYISJuBy4E9q7a5He5Kf225pfOanFzes96GgyG7pHljCBlZlYWSdNIjxetmBERM3p42z6k5A1wPvAT4NuF9bWa062FnMR70NNgMABsuulxTSiKmVmv5YTdU9Kuti/wJkkfyvMTJa0VEQ+XWzori5vTzcwMSZOB8RGxUkRMiohJwAmk2rkNUU7iZmYGqRZ+WdWyS/LyuiTdDFwEbCvpCUk7DFL5rAY3p5uZdbCImN5g3Z+B9fLrSXW22XJQCma94pq4mZlZm3ISNzMza1NO4mZmZm3KSdzMzKxdRYSnJk3AtOEYZyiWyfvWnmXyvjU/lqf2nlwTb65pPW/SlnHKjDXU4pQZa6jFKTPWUItTZqyhFqfsWNbGnMTNzMzalJO4mZlZm3ISb66+jmPcLnHKjDXU4pQZa6jFKTPWUItTZqyhFqfsWNbGFBGtLoOZmZn1g2viZmZmbcpJ3MzMrE05iQ9Bkobd30WSiv8OBYNRlrL+dpJGlhFnKCrxOxoyv6WyDcdjgA0O/1BKIGlFSZtLWkHSmAHG2hY4toQ4oyUtkl8Phb/zUgAREUPh4JufnXympMMkDegpTJJWkzRZ0siImD+Q7zv/jpaIiHn9/Z4kvUPSgZJ2lzSuv2WpijngkwpJbwWIiPkDjLN4jjOgDj2StpT0ZUnvkbRaGWUaYIx3SvoIpO9oiPy/tSHOP5IBkrQecDXwReBUYLcBxNoB+D5wLzC2sLxPB3NJOwM/A66WtGM+IPQ5IUh6e04EO/f1vVVxdgPulLQvDCyRS3pz5eRkAOWZDJwD/ANYFdh6ALF2Aq4Cjgful7TYAL7vbYGbgR9JGt2fJCVpF+B04G3A7sCXJfX7kcOSNpA0IZ9U9DuRS9oeuEzSlMKy/nxH7wF+KWnH/pYlx9kBOA1YGvgIcICkpQcQ6wuSJgygPNsDVwAHSvosOJFbL7V6yLh2noCVgVnAXnn+08BF/Yw1Gfgz8M48PyL/u0gf4+yU42wP7Ac8DbytH+XZCXgQ+DLwMvDJfu7XWsBdwInATGDfwjr1MdbuwDzgMGD8AP5mzwAfzvPbAb8FdgV262Ost+fvaIs8PwO4sJ/l2gm4AzgS+C6wSvF30MsY6wC3AW/N81sC5wKL9rNM7wFeI51YLJGXjeznvs0Etszzo/pZnrfk3/MPgMuAHfvzWwI2BuYDXXl+W+B/gXX7UaadgTuBrWqs60uZDgaOATYCLgY+W1jX69+Ap86bWl6Adp5Itbijq5b9Dli7H7FWA36QXy8P/D/gAuBPwPZ5ecODAjAO+Dawe2HZMcCBfSzL2jnxbpXnN84H4RX7kXjHAu/Lr3fOcfftS4z83mVJrQvfBn5JGnZyXD/iTAauAz4HCLgmT1/I3/UnehlHpBOl91XF/nk/yrRhTiKb5fnrgO/0I86KwEcK8yOAm4At+vF3Wyz//j4CfJV0orNEXtfrRJ6/p6uAG/L8RFKrxamkk7IV+xBrUeBDwHLAh0ktYDv29v2FOMvl/TmtsOxyYNs+xlkTeBL4TCHuW4B3FPe/hxhvBd6cX08ARgFbARcBnytsN7av++mpM6aWF6Adp/yfd9v8enz+dwwwMh80N87LlqeXNWlgJeAe4BTgMVJz75HAZ4HHgZV6eP9qpOvOb8sHu0pN/kvAj/u4f6sDu+bXo4HxwA3Ayn2I8U7g4PxaheWVloIP5vl1gcV7iLVY/rfyvW5OOlk6uLKuF+VZuVCe9fP3+zRwSmGb9wJnNkpSVfuyBPCmwvzypJOdccXfRi/KthyFEz/SycDvgE378dscm/8dlf+9sPC9dfXm91j5e+Tf5DL5t/1dUuJbug9lWSf/Oy7/vzg//3sEMD3H3L/6e+0hZmVsiyWAA0mJfKfC33hMg/cuUdi3pYErSa0nXyedGPa11Wv1vB9fAfbM/0fOIbXOndWL9+8IPAxsULV8EdIlnotIJyt7AfvjGrmnGlPLC9BuU04695CazhctLK8cNC8CViGdYV9EbhatE+ttwL6k6+gr54P5wcAnybWevN15wNsbxNmZVJPbG5hYtW4P4Fv59Qep0exXJ+ayVfOXAmvm1+v04v2bk645F2uGlQPwTsAf8341TAykE6aTqUpoFBJ5nt++usxV22+aP/OTeX49Uu3r+MI2HyLVGuvWeshNriw4Sars0yjgTcD9ef7DwM9p0HRMqnF9gpzI8rLRpFrw6cBHi59VJ8b2FFqDyCcghfL9iNTMvlf+rlfo4e+2I/A/pKQ0obB8DPA94Ld5fhNgkzoxRGqBmQXsnZeNy3+vYlkPpYdkB2xDan35CPCWqnVLAweRWgzOzH+7mid1pP8jN5NOao7Iy5YjnQS8WNiur4l8ZdKJ8t8Kv62xpBanXRq8r/J/YJs8v0TV+kVIx5oHgBeBKX0pl6fOmVpegHaaSE2B3TRoDiZ1TPs+6frm7g222xn4C6nmfUGOWzzAVZLD/qSThpo1cRaczW9Z6wAEvAs4DvhAPiDUvO4HvJuU8BepWl5JCjeTEt+HgLvpRY2MVKP8P+CAGut+SLo2vWGD94/O3/kpwDfIzc2F9ZvnA/eFwCPAaj3E2oLUVP2ZvGwKcHb+fjbLB9X3NIixCvA6qVn/c9Q4aSBdg/5/wK097NuOwH3A50ktAt+sWr9H/u7WaBDjXfk7fICFWxRGFF6fSqr9dgPr9/D32pXUqfI9FBJ4Yf0YUs3zaeAJYFIP8Y4CDirMjyK1VhV/22fX+t3m9TuQLnGcDJyR92VpqmrtwC9ISXRqgzh/JJ2YvCv//cbkdcuQOpSd1mhfCrG2Il16ORv4OCmJjyM367Pg/8v3ga1rvF95+weAH+Zlq5JapzZl4Zaeg0mtcOv1pmyeOnNqeQHaaSIlyksK8zvkA8zRlYM/qclwbuU/cPUBJy+bnP8TvyvPjyDVlh4HvlLY5rOkBF7z4Jvfdy7w3sp89WeSkvN8UjNvvQS+ed7mHmAXYHTxM/K/M/KB6/fUqRWQrqVvVZgfBcwGnifXKvPyd5BqaW+pFSdvs3Pet5WAFUhNnidQ1SKRD5bP1CoTsAbpwL8euYUi/w2vZEFtbH1SjXwOsHODv9n4fPD9PfAT0qWOB0jXdd9S2O4x4K80aK0AppKupe6Z598M/J3CtdS8/IfA4dSpiQPvI/UNWIbUlPut4nef//12Ls9aPfy2JwK3AJtX/8aq5g8mJcx6v4GNSC0SiwCHkPobqDoWqRbe3SDO2/JvstLysQmpZaO6hWgb0glFvTg75L9t5fLX5sCjpFaF4/OypfPftWEiJ514PQgcQDqx/E7eh8plg8p+foB0Er96g1hdOdaxpBaKT9XY5jM0+D/iyVOEk3jfviyYlA8kX8gH/gtJvWRPqhxg8kGlbjNajrMBcG5+LRacva9LqjVNJjX1faleMqi8D/gNVT3aC9usREqsv6FBz9t80NmFVPv7Hal5f3TVNj8iJZ565RlNujb4A1INd7mcFPbL+/MIuVZGam6cWK88eZszgFdIzcprkxLDQomclHguoX4N7Ds5EVxNqhl/kpR0NyUllwPzduvT4PozqQf7d/LrvUgnRONJtbJLSL2TP006ETuKfNmhh3jnAB8ld+winbBMrdpuT2p0/Mrl3zS/Xqrw2/wNhQ5xpJO8ter9zapiLk46AV0s/y2ra7vLk64pX0rVNdyqz7uK1Lu6m3SCO5N04jS2sN1EUpN9zTiF3/eDwE8Ky34P/Dh/15vnZWOAVevE2AG4nVQL/13+jn5LatXZgNQScmredhka9PkgnVTeR+FkIf8GjsufMSkv24eUwGudVFa3cm2cY15UWPbflgpPnnoztbwA7TTlg9s+pFrpuaRaxwhSDe1yFu6cpBoHwhXyv2tQOIPPy0aRktvVLLhO1mMvYFJP3+NZ0JmqUgNbitTct1TlQF/jvdvmaTQLeh7vmw9076XQSYhUe67ZXE1K2quRTmK+RKodPwwcUthmC+AFetlTPh/gLiDVeE8jnQhUEvnXCwfxWs2+y5BOIsblv9UZpOT9jRzzKlJHpuepauqv8TfbgdRqUDlRWpTUIWtVUo36cVLt9Ebga8ByDfap+H3unON8glTjvrLwt6t7ECfVBh8gd1arWrc6KZF/mXSycUyjWPk96+X3rUC6TFLsWV05uVweeH9+XfOOAFLfhXEsqI1ulcs6l3RieiepBeNz+Xtr1AHtv98D6STgF6Rm/Nvyd/wt4CnSyXPNOPnv9t9OY6QTlPnApwvbvJlCr/sG5VmE9Ju+japWBdLJz6nkS2ykyzKr1inPJTV+b28lneD26q4IT56qp5YXYKhPhf+0k6hzDZB0i9AdNK7tvod0xr5C/o9/BvAxqhIsKensWvzsqvXLUTijz8lgBqlTW7Gj3X75ANUogT8HnJznRxbWfTC/9x2kBPX1Bvu1C+l63gmkWtykfMC9nFwbKXyHm9CglkpKjJWa6fh80PsRqen1h6Ra5fKkGvZ0avcBGJ0PqiflbRcj1Qy/xIIm9feSekg/SIOOfqROY/8hN3WyIKkdl/d5NvnectIJTM3vOq/fIZfrFBacMO1GukRxb+XAT+OOcNux8K1/b+iXQKqZPkk6YWrYFEvqXPUHYHKe/yTpBGdqnq8kqk+QEnC9a9dLA78CvgksU7XuHFLSnkI6kfoJdVph8v79iHSidQy56Tz/Fl+t2nZN6tyelv9uf89/9/WryvLHwvxHSDX0eicmxctSq5Fams4v/I4q38+PgW83+J6Xy/v29/y7uYB0krVyXv82Uo38yEZ/L0+eak0tL0A7TPlg+2dSbeuK/B9yFCnR7EqqwdQdKIRUI7mZfCtMXrY1qdb9cXIHKNK1ttnUP1mYQhp84wzyADN5+bR8cPxu/qxPUdX0VxVnB1IN5wekZPuGGiDpssBTpJpmvebT7YD7eWPP8VVIie5Eet8bvjIAx62kE4zxOc7X80H5WBbUyJejcY33LaQTmy+TkuvipDsFTgWWLGy3ePV+V31Hd+Xv9G7yQCWF9dezoIm9YYsJKVneRWrl+AMLNxFvR7o+O63e3z1vtwgpUZ5V+I7vJferKGz3ftJ1+Z46sVX2rzIAy6KkE7Avkjr/bU1q+fgQqSWiZucq0kncF0nXmq8g1ZSXLaw/GjixMF/v+v6upBrp/qTLOpeSTtwq5bsdOLsXv6NtgYdyuY/Iv8GtC+svIF3m2Z/0f7Jur2/eeElpdVJrznkUOpqSWosOrRNj57xfm5L+304mnTwcTfq/sxPpWLJ23se6J4KePNWaWl6AoT6Rriv/jgW1ys+Tkt/qpGRxOvkaeJ1ksDQpOb03z69VORiROiadmg/G/0NKFo0OKkuSmku/QqpFnsKC0eI2ISWti0k1g3qd4XYmtRpsQUoMV1Wtr9SadyDd2lK3Zywpse6TX4+q+nc1Uu33dKo6S9WJNZ7Ua/jvpAT8BVKt7Luklo4V8wH0W9UH1/z+6haN9YCf5u9kGVIiv4B0IrBQTapGrNXygbkyEtvBpKbZzQvb7MuCJN6o+XstUkewQ/P8IqRru1sVtnk3cBapxeENJwT5t7Y4Kcn+Kn8Pf6R2Z6j96GHkMVJr0G3AcXl+IqlvR6UT4cGkyz0/y7+3eidxu5BOBN5fiHtl/n1WLh29h4Wv+VZfrhALavLvrPp/czQpkVdOth6jcAJUp0xvI18SICXMr5FaiYrf9+Wkuwwa/bbfTro74AMUbqUjnTydQKqRjyCdfNxHjQGeSP+H7qu8n/Rbviq/fkcuw6Wk48v7a/3tPXnqaWp5AYb6lA8mv6FwDZKUDE7KrysDkTQ6kL+HdKvMBqRexMUhFUeTblNZjcLAIXXijCSdzU8nNRPvQKpNXEFK4ks2Kkv+rItZ0HN+sVyuqbyx1rE7PSeDM4AT6qx7Eyl5fgFYvkGMZcnNwqTa4Kl5n95MahJ/gnz7VD4oL1Mjxtj8vmOrlq9Hvg5b+KzLadxzfHtSa0BllLnKSc00UiKvJPb1Sdd5G95qR+r/8DVSJ6/KoCtXkO5r/nE+mC+R/35v+PuTTrpuI51ULJL36WoKd0n09Pur2m6Z/O8hpBaAD5NOCA6v2m45Cn0lasRZgZR83pbnK30y3p5/40fk39dKpES1bKMykv5PrZt/46ML//euotDMTIPbCKviVZq61yKNOHcCC58k9HS//M6kSxLTSc35R7Gg+XvZ/Dd9kNRC94YTZhZu0l+3sPx0UuvSo3mb0aRWjIadIT15qje1vABDdSINgTghvz6JVDuZlOffQ4PrxHXi7UiqkR+V50dRo/NbL+IsRWoOXJPU63c2qcZ0Fuka8rhaMUkdaHYpzC+SDyC/ZuHmxn2pcX9rVazKteG9SLXC8YV1lYPnD0mJuNFAJTuTmhAvBL6Rly1O6ulf6b2/Mg1uj8pJ4npSM+qPybeOFdZvQEq+laFrG47bTbrH+9Ucc4+qddNITaCV25V6NRQmKeEfRaqJ/Zw0MM/OpNaXi0hJ9A3lYsEtTe+qWr52Lt+R9KH5Nf9urwD2y/OfJp0wnVHYpsfOdYXf4XWk1qixpGR3Y/4N/ibHPZ5Uy683AMtqpJOcEaTEf1Dx95n//WCxfP2ZSIn8ONKJXo+tQpXfOHAt6QRgTdIJ6wX59z6WdMJxLLV7oddq0q90jDyGdHJQaS3wKGyeBjS1vABDZSLVPCrNXrvkg+S1pOa5yaQa3TmkJuLZ5HuK+/gZ25F6Fi+R53tKKFuQOhWdmw8Ma+fl/4+UtGezoBPcStSpFeaD5B75QFndO/abLBj17ADS9c9695NvmP+tJPF1SAnpc8UDNakJ8nYajItNSlC3kGr8U0knIovmdWNICe58enGSQ2qe/l/SUK8/5Y2J/Ms0uAe8attlSR3nDifVIPeqWv9p0uWI/w5tWyPGVqQm8mJv9A1IzcwPkx+8UVj3hpYKUuI5ngWXaionR5Va6vqk2+Sm08OwtYXf9D35Oypezz2ElKBqDvDSIJ5I4xhcS2otOZvUUXNz0mWeT+W/Yc1R9EgnMX8kJblFSbXSe6i6NEVqyfluX/+v1fi8dUjN8436UmxKoZMb6f/+T/Pr3Ul9RG4gnaAcTp0Hy1C7Sf9E0gnPEvQwmpsnT32ZWl6AoTKRztR/TLo393f5QPxR0lnzRvk/3wdISbxyVt3n+zlZ8HSwnpphK9sdRkpMP8sH2/VItYDnKdwu04vPHU/qoHclCw/z+dWcLHYjdXar14FpBeBfpOboL7PghGIK6Raib5OuNx+eD8aNBnKp9BPYI89vQrpufDrwo7xsTC7rz+t91yw8eMiVpBOHSiI/Ji/fjMJ1yTrl2YAFtyKNILW8nEk66bqCwkNO8jZLNoi1BOnk5EnSyc0RhXUrk2pv36LQUa5630gnOPeSrhNX+hyMrNpmaVIt9lJqXGKoUaZrWdBJrHo8gc/k/d2TPjzxjNRatVn+f1G8Y+IcCp046/y27+ONLQwHkE5yp5ES6oGkGm2fny5W53Pf0JeisG7N/Ju8kwWXBtYg9RWYnstbORHcjR4ufRW/ZxY06Z9MOvk6OM/3aYhXT55qTS0vwFCZSEnueFJzZ7F58UDSGOANm5j7+Fm7k65Fj6iTnHYgNdtuWFjWRbqW9kNSU/ihpKS5RIPPWb1qfjzp9qoryTVyUq3haVJNtm6PZlKnuqtJPXM/Tur0sz+ps9WSpJrUN0g1qx4PuqSa352kTmvXk2qpq5Cu/55fKG9Pg8LUSuQbkmpMl5JaFhoNpbpMPng/Tupc9DbSpY7T8t9hb1Ii7/UjVElN53/J3/VvSLXU95KuES+RD+Cn1DqI5898gNQKcyT5MkNeN6rw+sukE526ialqH28h30pWZ5tP533u1yNeC3H2IrVUvOEaL6n2PobUYXGhFobCNtvm7/vc/Pdryohl+bd2MfBS/s1U+roclH8fHx1g/EqT/imkE/OG1+Q9eert1PICtHpi4duqxpFul/k16Xpzpenyo8C/88GwX89CrvG5NZsuSbWbC0k1o+rOZpuQrqFuRqpxntkgzjKkmvxXqpZXauQ/I9VAVyMNy9nwlqT83m1IJx/L5PdelD/jKNJ12r5e31+on0Bh/2+gh9plVZxiIr8KuCa/XpYehhst7Nf8nFy/RGoGPpkF144PIo9m1pvfUk5Up7Pg2vn/kDoy3Zm/+3dT+x7vSmeoS0j3uK9KasI9smq7/UmtHz3VwNdkQWfHs1nwnPHi+OXrsOBBK/2+vYl098BnSC0IDR/WkX+3lbsqqlsYiren9flRswOZSLX/A3L5HmVBr/hv0cvHAfcQf938f6XXv21PnnqaRtDhIiIkvUvSh0i3oXyDdC/vB4BNJI2KiJ+QahbPRcTckj735eplktYgjXD1PeCfwGckrVJ4z+2kZLNbRNxEemBKrTi7kK5PfgLYQ9KXCjFeIfW+fp2U4P5Cahq/t0acZSQtVVj0B1LNckUgSAe9r5JqjZ8k1ch7LSJ+Tap5flhS5b17ka6R/qcPceZLGpFf7wKMlHRtRDwbEQ9LUg/v/y2p6fxAUvL9PemEaSdJY0hJ9eMR8a/q9xZjR0RUXpKS8UaSVif12P4wqWPbnsCdEfF8VZxtSbcuHkFqFfkCqQPVdsDhkk6U9HFJh5Juczw0Ip6rt0/57/ZJ4GhJi5CHMJU0PiLmFcraBWwraVxEvNDoe+rBP0nX+3ePiHtqlGdMYfZfpNYSImKepFGFdYdIenN+/eoAytMjSdtLukjSZEnLkE5mdyEl2vOAOyQtSn5muCQVvrc+i4j7SePb1/27mfVZq88iWjWxoCayMekAdxIpSZ2Tlx9Luka+0HVEBnAm3kN5liIl72+QanKbk3rTHgm8ubDdcdR4KlhhffW9u28m3X/+xartTgb+X3Hfqta/oed4Xn4EqUPdX1jQqW48PQxd2cO+70S6jn4oqYbZr8cusnCN/FLgsD6+f+f8XVXuSujxdiaq7o8vLF+J9GCWf7PwXQH1Rger1Rnqm6QWjomkk6XvkvoeNLrsUfldK3+vx5OfjkfqU/EnUivOBqQa/az+ft99+F63J11b/gppEJkVSS0Mn63abn/SCVSvn1k+gDItSeptPp/UvH82qePZx1gwoM5ppHvTR9LDZR1Pnlo1tbwALd359FjC01l4JLWbc4IbRbp+NaiPAaxz0P1SPnBswYJEPpp0XfVe6txTyhvv3R1f2M+HSdfiNicNCHI3dR5zyRt7jp/LwreRXQycnl+XMkAF6eTjP40SVC/jVE62jqbqxKWX79+Z1B9h6cKyevfdL5sP8pX73CsJvdJ7fxrwg/y67ljhdcq/UGeowvqeRocbVRVnb1Iz/pF5/oictK4lXXse1GvO+bd0G6lV4KukuyqWZEFfjBNJfSwOpYfBjkos0y6kPgVvIyXy00knENeRTp4eIt8xkP//9eredE+eWjG1vAAt3fk0/OEr5OdL52WrsaBH9KCPoFTnoHtHTkJjSIOBnEKqydQcWKIQq969uxeQkvulpOt7V1O/F3q9nuOnAWfmZTuTbrkr9fuhpGugpI5/x9fbx168f3cadDys2nZXUke0ytPERrHgxGwjUgtD3WeC9xC70hnq++RnqTcqDwtOKioJaCKpdel0Uq3+iyy4/3ox+tATvZ/lr/yWKi02K5NOCN9RmP8yqXXhu41+2yWWqbql6k2kfhSH5N/6lvn/20aDXRZPnsqYWl6Apu7sgoPru1jwLOeD80G48mjHYuetQR2IoYeD7oks6IG8OakG0zAp0fje3e8AH8jb9dRBq1HP8bNIzee30mAktlZPDLADIn27Z3on0vjYlURe6RA5hXTi1GPnugaxe7y/uWr7XfOJwxRSB8FP5uVbkU7gvsUALn30o/zvIbUeVTqJXUM6sfxB/m2+KS8f9EFPqD/K3Dvy8k8387vx5KmMqeUFaPoOp+a92RTuUSU1ez6RE9QZpM45zSpPTwfdk0g1y17dU0r9e3fPYsFtZb0ZQKVez/Eb8+seb23qpKlGIv8U6RLGSiXE7tN3XedvN5LUifDrvT0hKPm7eZjUovAbUufFg0njEvyUXgxWU1I5ejPK3Im497inNppaXoCm7WiqpS5P6vlbqXW/M9cGliLdI/w4CwZ0aNpwiD0cdI+nzqhXfYhfuXe3T826pJ7RD7LgNqUP5+9vsd6cCHTalJPVn0nXne8nP9KzRWVZaHTAwvKm3rZV+Nx359/4mwrLRgz0t93HMvRmlLlfNPskx5OngUyV5uWOIelrpGuVfyd1sHkN+GdEfFLSYaRe6TtGxKwml2s7Uk1l04h4sbB8XET8u58xVyRdY/84sHfUuPWnFzF2InWuOh3Yh3RrU5/jdApJ7wF+SbqmeleLy7IT6VrzZlF1S1sr5PKcAmwTEX9vURkmkGriqwBXRMScvPwc0iBDv2pFucz6a1TPm7Svyn2dktYhXW++h3SAfQb4U0T8IR9Y9pc0MiJ+IOl10n2sTRUR10s6HLhd0n8Puv1N4Nk/WXDv7ux+lutXkkaSru1uFDXuJ7cFIuJqSRMG+Hcrqyy/yvdn/0ZSV1rUurP2Qnl+JakrIua3oAwvk/pz3FpZJmkv0uWsh5tdHrOBGvY1cUm7kR5D+Bip1n0DcF5EvCBpa1LP2C9HxC9bV8oFJO1O6pHc8oNu0UBaBKy18knFGwYFapWhUp4yWqrMWm1YJ/E8CtjZwPSImCXpfaTRs64jXbP8PHBDRFwx0NGYyjRUDnJmw1kejW0b4MH+tlSZtdpwT+KLku6JPiMiLszLvk56ROZHK8lyKCVwMzOz3ho2Y6cXx7CWtJykN0XEq6SHT2wg6e159XV587GV2q4TuJmZtaNhkcQlLUfqOY2kHUgjMP02N5//njSc59ckfZ90X+plEfFaq8prZmZWhmHRnJ6fQLYNaTjFnUn3gq5Eup1lOmkgh7WB9YAHIuJ2N6GbmVm7Gy63mJ1PGtVsU2B+vg3qXkmfJY14tlSkx4l2V97gBG5mZu2urZvTK9fBI2IeqRf6r4GQ9JHcae160rjTn5W0cutKamZmVr62ronngVx2ID0beR7pIR+LksYOny/pooi4VtKWEfFcK8tqZmZWtrasiVdq4JI2Il33/jfpEYMXA1eSOrNtCewjaQTwQouKamZmNmjatmObpE1ITx+7NV/vRtKFpAeXvF/SR/O6+1pZTjMzs8HSNjVxSYtULVqBNPra1DwyGxHxAWDRfD38J07gZmY2nLVFEpc0CThX0r65eZyIuJLUae0twI6SVs0PeViT9HQyMzOzYa0tmtMl7Um63v0UcBYwBzgxIuZK2oX0+NAXgL8CV0bEVS0rrJmZWZO0RRIHkHQkqeXgIWBbUse1E4BrgdWBU4GfRMRZLSukmZlZE7VFc3r2CrB2RFxOGpFtfdLobLcDbwZOBD4laffiOOpmZmbD1ZCsiUtalVTTfhB4PCL+npdfD9yb150XEadI2hGYFxHX56b1uyPi/1pVdjMzs2YZcklc0rrARaQhUpcHfgXMiIg5krYljcx2ckScWhz/3GOhm5lZpxlSzen5aWRnA9+MiIOA7wP7A0vnTR4EHifVxqFQfidwMzPrNEMqiZN6mM8ALgeIiF8BjwKT8/wTpEeJniBpcWB+a4ppZmbWekNi7HRJo0lPH5sr6WzSuOcj84NNRpIeK1q5X7wbuDEiXmpVec3MzIaCltfEJa1DugZ+qqRPRMS83DQ+Mm/yd+Bv+Vr5WcCrEfFIi4prZmY2ZLS0Ji5pMnAucAnwf8AXJD0VEVdExH/yZrNJt5QtBxwfEQ+1prRmZmZDS8uSeB7v/OfANRFxUl42DqgeI30CsBOwTUTc6F7oZmZmScuSeET8M9/3PVnSRhFxJ7ARsLWk3YD7gAuBnwA3RMStTuBmZmYLtOQ+cUmjI+L1/PorwBTS7WPvAb5B6nV+GPA08JWIuD9v6yRuZmaWNTWJS1omIp7Lr8dUrntLOho4APhsRFyTly0KLBoRzzetgGZmZm2kac3p+XngX5f074j4bET8p5LII+IESWOAAyU9B9wREa8CrzarfGZmZu2mmbeYBfAzYHlJXwPIiXyR/PorpB7qxwDjmlguMzOztjTozem5FzrAqIh4VlIX8BngsYg4trDdVFJP9Gcj4oFBLZSZmdkwMKg1cUlTSEOong1cLOkEUge27wOTJH0jb7cJ8AdgvBO4mZlZ7wxaTVzSGsAVwNeBG4DFSfeF3wIcD6xB6oG+OPBW4DP5WeFmZmbWC4NZE98auDoizgf+mYdK3Q3YFDgmIrqBM0gjsR0ZEZcrG8QymZmZDRuD2Tt9WWCJ/HqupFER8Q9JewNXSlqN9DCTXSLiRd8DbmZm1jel1sQlrSBpdUljSeOhryXpXZHMzfd+vwA8CbweEXMj4kXw88DNzMz6qrSaeH4a2c+AF4G/kjqqXQnsKmluRPwhIl6VtAHp0aKjy/psMzOzTlRKEpe0HvAL4AjgYWB30lCql5Oa1KdLuhN4HPgU6Zr4X8r4bDMzs05VSu90SVsAN0XEiDy/LvBt4AOkE4V1gA+RkvgdEXGDr4GbmZkNTCk18Yi4RdLOkh6NiNVJSXt0XvcCcGueiu9xAjczMxuAUu8Tl7Qz6fGhDwDvjIh/SxoREfNL+xAzMzMDSu6dnp9AthuwQkT8ezA+w8zMzJLSE2xE/Bb4mKRnJC0VEXPL/gwzMzMb3GFXdwb+HRE3DsoHmJmZdbhmPMXMvdDNzMwGwaAncTMzMxsc7nRmZmbWppzEzczM2pSTuJmZWZsazEeRmlmBpGWAG/LsCsA84B95fkPgrsLm7wX+BVwMvA04OyIOa05JzaxduGObWQtImg68HBGn5PmXI2JC1TbjgY1IDxOa4iRuZtXcnG42REXEKxFxC/Baq8tiZkOTm9PNhoZFJc3Kr/8SEXu0sjBm1h6cxM2GhlcjYmqrC2Fm7cXN6WZmZm3KSdzMzKxNuTndbAiT9BiwODBG0nuB7SPivpYWysyGDN9iZmZm1qbcnG5mZtamnMTNzMzalJO4mZlZm3ISNzMza1NO4mZmZm3KSdzMzKxNOYmbmZm1KSdxMzOzNvX/AbHSTEjB8Rn+AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 504x504 with 4 Axes>"
       ]
@@ -437,9 +448,18 @@
     }
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: Selecting rules for contrast: ('GM12878', 'K562')\n",
+      "INFO: measure_threshold is None; trying to calculate optimal threshold\n",
+      "INFO: Creating subset of rules using thresholds\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -473,6 +493,13 @@
     }
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: Finished! The network is found within <CombObj>.network.\n"
+     ]
+    },
     {
      "data": {
       "image/svg+xml": [
@@ -482,941 +509,2967 @@
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        "<!-- SUZ12&#45;&#45;ZNF143 -->\n",
        "<g id=\"edge5\" class=\"edge\"><title>SUZ12&#45;&#45;ZNF143</title>\n",
-       "<path fill=\"none\" stroke=\"#7c7cff\" stroke-width=\"2\" d=\"M709.459,-591.717C692.842,-620.951 659.591,-679.448 642.873,-708.858\"/>\n",
+       "<path fill=\"none\" stroke=\"#7c7cff\" stroke-width=\"2\" d=\"M1306.93,-969.331C1303.26,-991.958 1297.03,-1030.36 1293.38,-1052.89\"/>\n",
        "</g>\n",
        "<!-- SUZ12&#45;&#45;ETS1 -->\n",
        "<g id=\"edge6\" class=\"edge\"><title>SUZ12&#45;&#45;ETS1</title>\n",
-       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M694.841,-560.577C685.786,-555.538 675.583,-549.861 666.735,-544.938\"/>\n",
-       "</g>\n",
-       "<!-- SUZ12&#45;&#45;CREM -->\n",
-       "<g id=\"edge7\" class=\"edge\"><title>SUZ12&#45;&#45;CREM</title>\n",
-       "<path fill=\"none\" stroke=\"#9090ff\" stroke-width=\"2\" d=\"M719.102,-592.657C718.784,-612.743 718.278,-644.688 717.961,-664.667\"/>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M1295.37,-967.938C1276.57,-989.694 1244,-1027.37 1225.48,-1048.8\"/>\n",
        "</g>\n",
        "<!-- SUZ12&#45;&#45;GABPA -->\n",
        "<g id=\"edge8\" class=\"edge\"><title>SUZ12&#45;&#45;GABPA</title>\n",
-       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M690.897,-585.694C680.899,-589.713 669.638,-594.239 659.507,-598.311\"/>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M1273.69,-953.436C1205.89,-957.715 1060.24,-966.908 989.638,-971.363\"/>\n",
        "</g>\n",
        "<!-- SUZ12&#45;&#45;CREB1 -->\n",
        "<g id=\"edge9\" class=\"edge\"><title>SUZ12&#45;&#45;CREB1</title>\n",
-       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M737.806,-558.282C749.676,-547.995 765.058,-534.664 776.947,-524.36\"/>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M1282.15,-939.27C1250.77,-925.827 1199.92,-904.04 1168.2,-890.449\"/>\n",
+       "</g>\n",
+       "<!-- SUZ12&#45;&#45;MAZ -->\n",
+       "<g id=\"edge18\" class=\"edge\"><title>SUZ12&#45;&#45;MAZ</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M1293.59,-934.775C1269.15,-910.203 1223.27,-864.095 1199.1,-839.797\"/>\n",
        "</g>\n",
        "<!-- SUZ12&#45;&#45;SREBF1 -->\n",
        "<g id=\"edge10\" class=\"edge\"><title>SUZ12&#45;&#45;SREBF1</title>\n",
-       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M734.247,-590.806C749.707,-608.05 773.8,-634.923 789.408,-652.333\"/>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M1337.35,-963.082C1391.78,-986.72 1512.9,-1039.33 1569.22,-1063.79\"/>\n",
        "</g>\n",
        "<!-- SUZ12&#45;&#45;YY1 -->\n",
        "<g id=\"edge11\" class=\"edge\"><title>SUZ12&#45;&#45;YY1</title>\n",
-       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M704.537,-557.44C689.131,-540.02 665.234,-512.999 650.192,-495.99\"/>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M1279.35,-961.018C1205.53,-984.869 1018.47,-1045.31 950.246,-1067.35\"/>\n",
        "</g>\n",
        "<!-- SUZ12&#45;&#45;MXI1 -->\n",
        "<g id=\"edge12\" class=\"edge\"><title>SUZ12&#45;&#45;MXI1</title>\n",
-       "<path fill=\"none\" stroke=\"#acacff\" stroke-width=\"2\" d=\"M711.712,-556.409C699.023,-526.961 673.836,-468.504 661.18,-439.131\"/>\n",
-       "</g>\n",
-       "<!-- SUZ12&#45;&#45;ZBTB40 -->\n",
-       "<g id=\"edge13\" class=\"edge\"><title>SUZ12&#45;&#45;ZBTB40</title>\n",
-       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M704.316,-591.066C687.972,-609.306 662.037,-638.25 645.664,-656.523\"/>\n",
+       "<path fill=\"none\" stroke=\"#acacff\" stroke-width=\"2\" d=\"M1303.52,-933.416C1283.79,-878.418 1223.77,-711.138 1203.94,-655.877\"/>\n",
        "</g>\n",
-       "<!-- RCOR1&#45;&#45;HDAC2 -->\n",
-       "<g id=\"edge14\" class=\"edge\"><title>RCOR1&#45;&#45;HDAC2</title>\n",
-       "<path fill=\"none\" stroke=\"#5151ff\" stroke-width=\"2\" d=\"M1004.5,-418.063C1017.89,-426.671 1034.68,-437.473 1048.05,-446.072\"/>\n",
+       "<!-- SUZ12&#45;&#45;NR2C1 -->\n",
+       "<g id=\"edge15\" class=\"edge\"><title>SUZ12&#45;&#45;NR2C1</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M1283.62,-963.828C1225.58,-991.846 1086.9,-1058.79 1028.51,-1086.97\"/>\n",
        "</g>\n",
-       "<!-- RCOR1&#45;&#45;KDM1A -->\n",
-       "<g id=\"edge15\" class=\"edge\"><title>RCOR1&#45;&#45;KDM1A</title>\n",
-       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M1013.53,-392.739C1025.37,-388.875 1038.82,-384.487 1050.81,-380.573\"/>\n",
+       "<!-- SUZ12&#45;&#45;NRF1 -->\n",
+       "<g id=\"edge13\" class=\"edge\"><title>SUZ12&#45;&#45;NRF1</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M1321.63,-933.865C1348.16,-894.816 1412.45,-800.174 1438.86,-761.311\"/>\n",
        "</g>\n",
-       "<!-- RCOR1&#45;&#45;MAFK -->\n",
-       "<g id=\"edge16\" class=\"edge\"><title>RCOR1&#45;&#45;MAFK</title>\n",
-       "<path fill=\"none\" stroke=\"#9c9cff\" stroke-width=\"2\" d=\"M942.032,-402.304C939.094,-402.236 936.136,-402.167 933.216,-402.1\"/>\n",
+       "<!-- SUZ12&#45;&#45;ZBTB40 -->\n",
+       "<g id=\"edge14\" class=\"edge\"><title>SUZ12&#45;&#45;ZBTB40</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M1344.86,-956.632C1403,-965.742 1519.18,-983.943 1580.32,-993.523\"/>\n",
        "</g>\n",
-       "<!-- RCOR1&#45;&#45;CHD1 -->\n",
-       "<g id=\"edge17\" class=\"edge\"><title>RCOR1&#45;&#45;CHD1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7e7e\" stroke-width=\"2\" d=\"M955.081,-416.625C941.423,-423.58 924.842,-432.022 911.45,-438.842\"/>\n",
+       "<!-- SUZ12&#45;&#45;USF1 -->\n",
+       "<g id=\"edge17\" class=\"edge\"><title>SUZ12&#45;&#45;USF1</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M1329.41,-966.607C1376.28,-1003.7 1494.63,-1097.35 1540.35,-1133.53\"/>\n",
        "</g>\n",
-       "<!-- RCOR1&#45;&#45;BRCA1 -->\n",
-       "<g id=\"edge18\" class=\"edge\"><title>RCOR1&#45;&#45;BRCA1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7676\" stroke-width=\"2\" d=\"M942.895,-406.613C896.717,-410.684 819.783,-417.467 773.544,-421.544\"/>\n",
+       "<!-- HDAC2&#45;&#45;RCOR1 -->\n",
+       "<g id=\"edge20\" class=\"edge\"><title>HDAC2&#45;&#45;RCOR1</title>\n",
+       "<path fill=\"none\" stroke=\"#5151ff\" stroke-width=\"2\" d=\"M887,-770.648C907.374,-754.252 939.016,-728.788 959.317,-712.45\"/>\n",
        "</g>\n",
        "<!-- HDAC2&#45;&#45;TCF12 -->\n",
-       "<g id=\"edge19\" class=\"edge\"><title>HDAC2&#45;&#45;TCF12</title>\n",
-       "<path fill=\"none\" stroke=\"#5a5aff\" stroke-width=\"2\" d=\"M1054.68,-477.427C1038,-494.285 1012.3,-520.264 995.673,-537.07\"/>\n",
+       "<g id=\"edge21\" class=\"edge\"><title>HDAC2&#45;&#45;TCF12</title>\n",
+       "<path fill=\"none\" stroke=\"#5a5aff\" stroke-width=\"2\" d=\"M903.32,-794.757C982.091,-812.877 1168.75,-855.814 1244.33,-873.199\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;JUNB -->\n",
+       "<g id=\"edge28\" class=\"edge\"><title>HDAC2&#45;&#45;JUNB</title>\n",
+       "<path fill=\"none\" stroke=\"#7575ff\" stroke-width=\"2\" d=\"M828.443,-791.506C774.819,-798.44 679.193,-810.804 629.644,-817.211\"/>\n",
        "</g>\n",
        "<!-- HDAC2&#45;&#45;DPF2 -->\n",
-       "<g id=\"edge20\" class=\"edge\"><title>HDAC2&#45;&#45;DPF2</title>\n",
-       "<path fill=\"none\" stroke=\"#6161ff\" stroke-width=\"2\" d=\"M1060.65,-443.242C1046.5,-419.308 1021.38,-376.806 1007.39,-353.129\"/>\n",
+       "<g id=\"edge22\" class=\"edge\"><title>HDAC2&#45;&#45;DPF2</title>\n",
+       "<path fill=\"none\" stroke=\"#6161ff\" stroke-width=\"2\" d=\"M871.291,-768.514C881.254,-723.335 907.266,-605.374 917.235,-560.167\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;ATF7 -->\n",
+       "<g id=\"edge35\" class=\"edge\"><title>HDAC2&#45;&#45;ATF7</title>\n",
+       "<path fill=\"none\" stroke=\"#8989ff\" stroke-width=\"2\" d=\"M907.774,-787.625C921.578,-788.017 936.818,-788.449 949.882,-788.82\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;UBTF -->\n",
+       "<g id=\"edge46\" class=\"edge\"><title>HDAC2&#45;&#45;UBTF</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M894.111,-800.031C907.38,-806.746 923.29,-814.797 936.241,-821.351\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge43\" class=\"edge\"><title>HDAC2&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M845.142,-771.413C819.21,-753.806 776.654,-724.91 751.518,-707.843\"/>\n",
        "</g>\n",
        "<!-- HDAC2&#45;&#45;TCF3 -->\n",
-       "<g id=\"edge21\" class=\"edge\"><title>HDAC2&#45;&#45;TCF3</title>\n",
-       "<path fill=\"none\" stroke=\"#6868ff\" stroke-width=\"2\" d=\"M1106.61,-469.496C1114.27,-471.354 1122.27,-473.296 1129.64,-475.082\"/>\n",
+       "<g id=\"edge23\" class=\"edge\"><title>HDAC2&#45;&#45;TCF3</title>\n",
+       "<path fill=\"none\" stroke=\"#6868ff\" stroke-width=\"2\" d=\"M865.788,-804.624C862.051,-848.601 852.545,-960.485 848.803,-1004.53\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;MTA2 -->\n",
+       "<g id=\"edge24\" class=\"edge\"><title>HDAC2&#45;&#45;MTA2</title>\n",
+       "<path fill=\"none\" stroke=\"#6b6bff\" stroke-width=\"2\" d=\"M866.165,-768.375C863.722,-730.391 858.085,-642.744 855.636,-604.67\"/>\n",
        "</g>\n",
        "<!-- HDAC2&#45;&#45;TBL1XR1 -->\n",
-       "<g id=\"edge22\" class=\"edge\"><title>HDAC2&#45;&#45;TBL1XR1</title>\n",
-       "<path fill=\"none\" stroke=\"#6d6dff\" stroke-width=\"2\" d=\"M1061.38,-478.387C1058.98,-482.73 1056.4,-487.387 1054,-491.737\"/>\n",
+       "<g id=\"edge25\" class=\"edge\"><title>HDAC2&#45;&#45;TBL1XR1</title>\n",
+       "<path fill=\"none\" stroke=\"#6d6dff\" stroke-width=\"2\" d=\"M868.103,-768.122C868.891,-749.434 870.104,-720.634 870.889,-702.003\"/>\n",
        "</g>\n",
-       "<!-- TCF12&#45;&#45;ELK1 -->\n",
-       "<g id=\"edge23\" class=\"edge\"><title>TCF12&#45;&#45;ELK1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7878\" stroke-width=\"2\" d=\"M971.462,-535.86C968.405,-529.101 964.916,-521.387 961.851,-514.61\"/>\n",
+       "<!-- HDAC2&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge34\" class=\"edge\"><title>HDAC2&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#8989ff\" stroke-width=\"2\" d=\"M844.413,-801.456C816.053,-819.993 768.113,-851.326 740.311,-869.498\"/>\n",
        "</g>\n",
-       "<!-- HCFC1&#45;&#45;SREBF2 -->\n",
-       "<g id=\"edge24\" class=\"edge\"><title>HCFC1&#45;&#45;SREBF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M729.01,-504.535C745.811,-519.161 770.524,-540.674 787.409,-555.373\"/>\n",
+       "<!-- HDAC2&#45;&#45;FOXM1 -->\n",
+       "<g id=\"edge26\" class=\"edge\"><title>HDAC2&#45;&#45;FOXM1</title>\n",
+       "<path fill=\"none\" stroke=\"#7070ff\" stroke-width=\"2\" d=\"M844.128,-801.598C799.449,-830.714 701.95,-894.25 657.345,-923.318\"/>\n",
        "</g>\n",
-       "<!-- HCFC1&#45;&#45;BRCA1 -->\n",
-       "<g id=\"edge25\" class=\"edge\"><title>HCFC1&#45;&#45;BRCA1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M717.494,-470.465C720.805,-461.804 724.759,-451.458 728.06,-442.82\"/>\n",
+       "<!-- HDAC2&#45;&#45;JUND -->\n",
+       "<g id=\"edge27\" class=\"edge\"><title>HDAC2&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#7272ff\" stroke-width=\"2\" d=\"M833.187,-776.595C805.637,-768.621 767.287,-757.521 741.101,-749.941\"/>\n",
        "</g>\n",
-       "<!-- HCFC1&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge26\" class=\"edge\"><title>HCFC1&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3f3f\" stroke-width=\"2\" d=\"M675.117,-481.445C648.174,-476.083 610.462,-468.577 578.642,-462.244\"/>\n",
+       "<!-- HDAC2&#45;&#45;CREM -->\n",
+       "<g id=\"edge29\" class=\"edge\"><title>HDAC2&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#7676ff\" stroke-width=\"2\" d=\"M904.184,-793.773C950.454,-802.931 1029.19,-818.517 1074.14,-827.413\"/>\n",
        "</g>\n",
-       "<!-- FOS&#45;&#45;JUNB -->\n",
-       "<g id=\"edge27\" class=\"edge\"><title>FOS&#45;&#45;JUNB</title>\n",
-       "<path fill=\"none\" stroke=\"#5f5fff\" stroke-width=\"2\" d=\"M856.053,-744.159C862.492,-733.353 870.822,-719.375 877.299,-708.505\"/>\n",
+       "<!-- HDAC2&#45;&#45;ZNF592 -->\n",
+       "<g id=\"edge30\" class=\"edge\"><title>HDAC2&#45;&#45;ZNF592</title>\n",
+       "<path fill=\"none\" stroke=\"#7e7eff\" stroke-width=\"2\" d=\"M839.327,-799.488C794.706,-820.218 707.963,-860.517 663.28,-881.276\"/>\n",
        "</g>\n",
-       "<!-- FOS&#45;&#45;JUND -->\n",
-       "<g id=\"edge28\" class=\"edge\"><title>FOS&#45;&#45;JUND</title>\n",
-       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M869.646,-751.975C888.392,-744.788 914.605,-734.738 934.234,-727.213\"/>\n",
+       "<!-- HDAC2&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge42\" class=\"edge\"><title>HDAC2&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M892.029,-801.012C921.131,-818.137 969.202,-846.424 998.366,-863.585\"/>\n",
        "</g>\n",
-       "<!-- FOS&#45;&#45;CEBPZ -->\n",
-       "<g id=\"edge29\" class=\"edge\"><title>FOS&#45;&#45;CEBPZ</title>\n",
-       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M819.309,-764.128C796.916,-766.715 764.678,-770.441 739.716,-773.325\"/>\n",
+       "<!-- HDAC2&#45;&#45;MYC -->\n",
+       "<g id=\"edge45\" class=\"edge\"><title>HDAC2&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#aaaaff\" stroke-width=\"2\" d=\"M841.82,-800.799C830.501,-807.154 817.293,-814.569 806.344,-820.716\"/>\n",
        "</g>\n",
-       "<!-- JUNB&#45;&#45;ATF3 -->\n",
-       "<g id=\"edge30\" class=\"edge\"><title>JUNB&#45;&#45;ATF3</title>\n",
-       "<path fill=\"none\" stroke=\"#6767ff\" stroke-width=\"2\" d=\"M899.57,-674.538C911.724,-657.587 930.415,-631.52 942.613,-614.508\"/>\n",
+       "<!-- HDAC2&#45;&#45;MLLT1 -->\n",
+       "<g id=\"edge31\" class=\"edge\"><title>HDAC2&#45;&#45;MLLT1</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M879.929,-769.253C908.87,-729.686 979.829,-632.675 1008.73,-593.163\"/>\n",
        "</g>\n",
-       "<!-- DPF2&#45;&#45;KDM1A -->\n",
-       "<g id=\"edge31\" class=\"edge\"><title>DPF2&#45;&#45;KDM1A</title>\n",
-       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M1023.49,-346.051C1032.85,-349.639 1043.48,-353.717 1053.23,-357.456\"/>\n",
+       "<!-- HDAC2&#45;&#45;PML -->\n",
+       "<g id=\"edge32\" class=\"edge\"><title>HDAC2&#45;&#45;PML</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M856.363,-803.896C831.531,-843.339 771.257,-939.075 746.72,-978.05\"/>\n",
        "</g>\n",
-       "<!-- DPF2&#45;&#45;MAFK -->\n",
-       "<g id=\"edge32\" class=\"edge\"><title>DPF2&#45;&#45;MAFK</title>\n",
-       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M976.427,-349.515C959.627,-360.416 936.057,-375.712 918.903,-386.843\"/>\n",
+       "<!-- HDAC2&#45;&#45;STAT5A -->\n",
+       "<g id=\"edge33\" class=\"edge\"><title>HDAC2&#45;&#45;STAT5A</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M827.407,-789.464C798.121,-791.655 758.399,-794.626 728.415,-796.869\"/>\n",
        "</g>\n",
-       "<!-- DPF2&#45;&#45;BMI1 -->\n",
-       "<g id=\"edge33\" class=\"edge\"><title>DPF2&#45;&#45;BMI1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4343\" stroke-width=\"2\" d=\"M996.089,-317.845C994.397,-291.706 991.291,-243.733 989.596,-217.553\"/>\n",
+       "<!-- HDAC2&#45;&#45;GABPA -->\n",
+       "<g id=\"edge36\" class=\"edge\"><title>HDAC2&#45;&#45;GABPA</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M875.223,-804.448C890.957,-840.269 926.064,-920.195 941.779,-955.972\"/>\n",
        "</g>\n",
-       "<!-- ATF7&#45;&#45;NR2C2 -->\n",
-       "<g id=\"edge34\" class=\"edge\"><title>ATF7&#45;&#45;NR2C2</title>\n",
-       "<path fill=\"none\" stroke=\"#6262ff\" stroke-width=\"2\" d=\"M1103.25,-968.225C1102.99,-952.638 1102.61,-930.298 1102.35,-914.719\"/>\n",
+       "<!-- HDAC2&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge37\" class=\"edge\"><title>HDAC2&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M903.979,-778.903C932.063,-773.099 971.421,-764.964 1004.15,-758.199\"/>\n",
        "</g>\n",
-       "<!-- NR2C2&#45;&#45;MTA3 -->\n",
-       "<g id=\"edge35\" class=\"edge\"><title>NR2C2&#45;&#45;MTA3</title>\n",
-       "<path fill=\"none\" stroke=\"#6f6fff\" stroke-width=\"2\" d=\"M1077.5,-882.883C1067.81,-877.484 1056.72,-871.301 1047.09,-865.933\"/>\n",
+       "<!-- HDAC2&#45;&#45;ZSCAN29 -->\n",
+       "<g id=\"edge38\" class=\"edge\"><title>HDAC2&#45;&#45;ZSCAN29</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M857.35,-768.627C830.282,-720.211 755.698,-586.806 728.681,-538.481\"/>\n",
        "</g>\n",
-       "<!-- NR2C2&#45;&#45;ZNF592 -->\n",
-       "<g id=\"edge36\" class=\"edge\"><title>NR2C2&#45;&#45;ZNF592</title>\n",
-       "<path fill=\"none\" stroke=\"#7c7cff\" stroke-width=\"2\" d=\"M1125.73,-882.341C1135.17,-876.671 1146.02,-870.152 1155.5,-864.458\"/>\n",
+       "<!-- HDAC2&#45;&#45;CREB1 -->\n",
+       "<g id=\"edge39\" class=\"edge\"><title>HDAC2&#45;&#45;CREB1</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M899.635,-797.361C952.322,-815.11 1056.09,-850.067 1108.2,-867.621\"/>\n",
        "</g>\n",
-       "<!-- UBTF&#45;&#45;SKIL -->\n",
-       "<g id=\"edge37\" class=\"edge\"><title>UBTF&#45;&#45;SKIL</title>\n",
-       "<path fill=\"none\" stroke=\"#6565ff\" stroke-width=\"2\" d=\"M259.278,-204.732C243.64,-193.291 222.015,-177.468 206.551,-166.155\"/>\n",
+       "<!-- HDAC2&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge40\" class=\"edge\"><title>HDAC2&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#9999ff\" stroke-width=\"2\" d=\"M866.367,-804.638C865.419,-822.503 863.981,-849.619 863.036,-867.444\"/>\n",
        "</g>\n",
-       "<!-- UBTF&#45;&#45;RBBP5 -->\n",
-       "<g id=\"edge38\" class=\"edge\"><title>UBTF&#45;&#45;RBBP5</title>\n",
-       "<path fill=\"none\" stroke=\"#8080ff\" stroke-width=\"2\" d=\"M276.249,-201.117C274.531,-190.638 272.379,-177.509 270.657,-166.999\"/>\n",
+       "<!-- HDAC2&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge41\" class=\"edge\"><title>HDAC2&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M861.193,-804.385C850.156,-836.591 827.083,-903.916 816.078,-936.029\"/>\n",
        "</g>\n",
-       "<!-- UBTF&#45;&#45;TBP -->\n",
-       "<g id=\"edge39\" class=\"edge\"><title>UBTF&#45;&#45;TBP</title>\n",
-       "<path fill=\"none\" stroke=\"#8787ff\" stroke-width=\"2\" d=\"M291.024,-236.51C303.524,-254.721 323.132,-283.288 335.493,-301.296\"/>\n",
+       "<!-- HDAC2&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge44\" class=\"edge\"><title>HDAC2&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M826.906,-787.754C823.11,-787.874 819.267,-787.995 815.484,-788.115\"/>\n",
        "</g>\n",
-       "<!-- SKIL&#45;&#45;MYC -->\n",
-       "<g id=\"edge40\" class=\"edge\"><title>SKIL&#45;&#45;MYC</title>\n",
-       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M168.608,-137.374C156.059,-127.506 139.585,-114.552 127.065,-104.707\"/>\n",
+       "<!-- RCOR1&#45;&#45;NR2C2 -->\n",
+       "<g id=\"edge48\" class=\"edge\"><title>RCOR1&#45;&#45;NR2C2</title>\n",
+       "<path fill=\"none\" stroke=\"#9090ff\" stroke-width=\"2\" d=\"M964.319,-713.774C941.544,-740.519 897.607,-792.115 874.988,-818.678\"/>\n",
        "</g>\n",
-       "<!-- ATF3&#45;&#45;JUND -->\n",
-       "<g id=\"edge41\" class=\"edge\"><title>ATF3&#45;&#45;JUND</title>\n",
-       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M955.774,-615.684C957.045,-638.083 959.196,-676.009 960.47,-698.486\"/>\n",
+       "<!-- RCOR1&#45;&#45;UBTF -->\n",
+       "<g id=\"edge52\" class=\"edge\"><title>RCOR1&#45;&#45;UBTF</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M976.4,-714.97C972.957,-741.172 966.637,-789.262 963.188,-815.506\"/>\n",
        "</g>\n",
-       "<!-- ATF3&#45;&#45;MAFK -->\n",
-       "<g id=\"edge42\" class=\"edge\"><title>ATF3&#45;&#45;MAFK</title>\n",
-       "<path fill=\"none\" stroke=\"#9c9cff\" stroke-width=\"2\" d=\"M949.494,-579.815C938.47,-542.53 913.031,-456.497 901.981,-419.124\"/>\n",
+       "<!-- RCOR1&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge51\" class=\"edge\"><title>RCOR1&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M939.547,-696.337C890.716,-695.788 808.272,-694.862 763.094,-694.354\"/>\n",
        "</g>\n",
-       "<!-- TBL1XR1&#45;&#45;CHD1 -->\n",
-       "<g id=\"edge43\" class=\"edge\"><title>TBL1XR1&#45;&#45;CHD1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7979\" stroke-width=\"2\" d=\"M1009.7,-496.655C981.206,-486.144 941.283,-471.419 914.78,-461.643\"/>\n",
+       "<!-- RCOR1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge47\" class=\"edge\"><title>RCOR1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M983.212,-714.837C991.726,-749.613 1010.3,-825.499 1018.8,-860.216\"/>\n",
        "</g>\n",
-       "<!-- CHD2&#45;&#45;ZBTB33 -->\n",
-       "<g id=\"edge44\" class=\"edge\"><title>CHD2&#45;&#45;ZBTB33</title>\n",
-       "<path fill=\"none\" stroke=\"#7676ff\" stroke-width=\"2\" d=\"M476.65,-1020.22C476.388,-1004.64 476.014,-982.298 475.753,-966.719\"/>\n",
+       "<!-- RCOR1&#45;&#45;MYC -->\n",
+       "<g id=\"edge53\" class=\"edge\"><title>RCOR1&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#b8b8ff\" stroke-width=\"2\" d=\"M957.181,-711.917C919.109,-738.587 840.63,-793.564 803.77,-819.385\"/>\n",
        "</g>\n",
-       "<!-- ZBTB33&#45;&#45;REST -->\n",
-       "<g id=\"edge45\" class=\"edge\"><title>ZBTB33&#45;&#45;REST</title>\n",
-       "<path fill=\"none\" stroke=\"#7979ff\" stroke-width=\"2\" d=\"M449.597,-934.157C439.883,-928.742 428.915,-922.629 419.479,-917.37\"/>\n",
+       "<!-- RCOR1&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge54\" class=\"edge\"><title>RCOR1&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M944.088,-705.008C913.393,-712.286 868.832,-722.853 838.07,-730.148\"/>\n",
        "</g>\n",
-       "<!-- ZBTB33&#45;&#45;NRF1 -->\n",
-       "<g id=\"edge46\" class=\"edge\"><title>ZBTB33&#45;&#45;NRF1</title>\n",
-       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M499.975,-933.832C509.822,-927.917 521.091,-921.146 530.699,-915.375\"/>\n",
+       "<!-- RCOR1&#45;&#45;MAFK -->\n",
+       "<g id=\"edge49\" class=\"edge\"><title>RCOR1&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#9c9cff\" stroke-width=\"2\" d=\"M948.622,-685.072C900.03,-666.216 805.072,-629.368 757.413,-610.875\"/>\n",
        "</g>\n",
-       "<!-- KDM1A&#45;&#45;ARNT -->\n",
-       "<g id=\"edge47\" class=\"edge\"><title>KDM1A&#45;&#45;ARNT</title>\n",
-       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M1115.56,-356.946C1124.46,-353.322 1134.1,-349.394 1142.77,-345.861\"/>\n",
+       "<!-- RCOR1&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge50\" class=\"edge\"><title>RCOR1&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M951.07,-709.456C912.416,-727.134 842.733,-759.002 804.085,-776.677\"/>\n",
        "</g>\n",
-       "<!-- MYC&#45;&#45;SMAD1 -->\n",
-       "<g id=\"edge48\" class=\"edge\"><title>MYC&#45;&#45;SMAD1</title>\n",
-       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M102.92,-72.3092C99.4208,-61.2103 94.9359,-46.9851 91.434,-35.8778\"/>\n",
+       "<!-- RCOR1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge56\" class=\"edge\"><title>RCOR1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7676\" stroke-width=\"2\" d=\"M1012.26,-706.449C1053.2,-718.28 1122.08,-738.185 1162.87,-749.973\"/>\n",
        "</g>\n",
-       "<!-- MYC&#45;&#45;TCF7 -->\n",
-       "<g id=\"edge49\" class=\"edge\"><title>MYC&#45;&#45;TCF7</title>\n",
-       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M77.5288,-86.9673C72.4015,-86.4424 67.087,-85.8984 61.9657,-85.3741\"/>\n",
+       "<!-- RCOR1&#45;&#45;CHD1 -->\n",
+       "<g id=\"edge55\" class=\"edge\"><title>RCOR1&#45;&#45;CHD1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7e7e\" stroke-width=\"2\" d=\"M1012.6,-687.605C1036.91,-681.01 1069.4,-672.195 1092.84,-665.837\"/>\n",
        "</g>\n",
-       "<!-- TBP&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge50\" class=\"edge\"><title>TBP&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3838\" stroke-width=\"2\" d=\"M364.817,-331.831C396.059,-356.068 460.475,-406.04 494.672,-432.569\"/>\n",
+       "<!-- RCOR1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge57\" class=\"edge\"><title>RCOR1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5959\" stroke-width=\"2\" d=\"M985.007,-714.846C999.531,-757.058 1035.56,-861.769 1050.11,-904.065\"/>\n",
        "</g>\n",
-       "<!-- ETS1&#45;&#45;SREBF2 -->\n",
-       "<g id=\"edge51\" class=\"edge\"><title>ETS1&#45;&#45;SREBF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M672.942,-539.418C699.776,-545.911 740.085,-555.665 769.32,-562.739\"/>\n",
+       "<!-- TCF12&#45;&#45;HCFC1 -->\n",
+       "<g id=\"edge60\" class=\"edge\"><title>TCF12&#45;&#45;HCFC1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M1257.98,-896.403C1239.45,-911.754 1211.39,-935.005 1192.78,-950.421\"/>\n",
        "</g>\n",
-       "<!-- ETS1&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge52\" class=\"edge\"><title>ETS1&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4e4e\" stroke-width=\"2\" d=\"M623.678,-519.074C601.844,-504.918 567.396,-482.584 543.613,-467.164\"/>\n",
+       "<!-- TCF12&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge58\" class=\"edge\"><title>TCF12&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M1241.12,-880.348C1194.95,-879.893 1114.77,-879.104 1065.61,-878.62\"/>\n",
        "</g>\n",
-       "<!-- BACH1&#45;&#45;MAFK -->\n",
-       "<g id=\"edge53\" class=\"edge\"><title>BACH1&#45;&#45;MAFK</title>\n",
-       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M774.453,-342.291C801.802,-355.482 843.49,-375.59 870.417,-388.578\"/>\n",
+       "<!-- TCF12&#45;&#45;SMAD5 -->\n",
+       "<g id=\"edge59\" class=\"edge\"><title>TCF12&#45;&#45;SMAD5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M1258.53,-896.344C1229.35,-921.136 1172.78,-969.206 1143.27,-994.285\"/>\n",
        "</g>\n",
-       "<!-- BACH1&#45;&#45;LARP7 -->\n",
-       "<g id=\"edge57\" class=\"edge\"><title>BACH1&#45;&#45;LARP7</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3131\" stroke-width=\"2\" d=\"M750.502,-311.028C753.12,-297.573 756.681,-279.266 759.297,-265.823\"/>\n",
+       "<!-- TCF12&#45;&#45;ELK1 -->\n",
+       "<g id=\"edge61\" class=\"edge\"><title>TCF12&#45;&#45;ELK1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7878\" stroke-width=\"2\" d=\"M1285.41,-863.091C1303.54,-825.437 1345.9,-737.463 1364.01,-699.844\"/>\n",
        "</g>\n",
-       "<!-- BACH1&#45;&#45;SMARCA5 -->\n",
-       "<g id=\"edge54\" class=\"edge\"><title>BACH1&#45;&#45;SMARCA5</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5151\" stroke-width=\"2\" d=\"M708.497,-324.064C683.8,-320.867 651.5,-316.685 624.909,-313.243\"/>\n",
+       "<!-- HCFC1&#45;&#45;UBTF -->\n",
+       "<g id=\"edge63\" class=\"edge\"><title>HCFC1&#45;&#45;UBTF</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M1150.42,-951.878C1109.05,-926.114 1023.07,-872.562 982.661,-847.396\"/>\n",
        "</g>\n",
-       "<!-- BACH1&#45;&#45;NKRF -->\n",
-       "<g id=\"edge56\" class=\"edge\"><title>BACH1&#45;&#45;NKRF</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3c3c\" stroke-width=\"2\" d=\"M720.709,-315.487C698.117,-303.833 665.766,-287.144 643.572,-275.695\"/>\n",
+       "<!-- HCFC1&#45;&#45;SKIL -->\n",
+       "<g id=\"edge62\" class=\"edge\"><title>HCFC1&#45;&#45;SKIL</title>\n",
+       "<path fill=\"none\" stroke=\"#acacff\" stroke-width=\"2\" d=\"M1137.73,-959.712C1062.73,-945.909 890.623,-914.23 821.656,-901.536\"/>\n",
        "</g>\n",
-       "<!-- BACH1&#45;&#45;TARDBP -->\n",
-       "<g id=\"edge55\" class=\"edge\"><title>BACH1&#45;&#45;TARDBP</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4f4f\" stroke-width=\"2\" d=\"M781.332,-319.677C802.486,-313.904 829.62,-306.499 851.335,-300.573\"/>\n",
+       "<!-- HCFC1&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge64\" class=\"edge\"><title>HCFC1&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M1139.22,-974.655C1061.65,-993.472 873.802,-1039.04 796.33,-1057.84\"/>\n",
        "</g>\n",
-       "<!-- NFXL1&#45;&#45;CUX1 -->\n",
-       "<g id=\"edge58\" class=\"edge\"><title>NFXL1&#45;&#45;CUX1</title>\n",
-       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M699.281,-70C696.719,-70 694.15,-70 691.614,-70\"/>\n",
+       "<!-- HCFC1&#45;&#45;HDGF -->\n",
+       "<g id=\"edge66\" class=\"edge\"><title>HCFC1&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8585\" stroke-width=\"2\" d=\"M1179.95,-948.384C1197.18,-899.749 1244.67,-765.741 1261.87,-717.198\"/>\n",
        "</g>\n",
-       "<!-- CREB1&#45;&#45;BRCA1 -->\n",
-       "<g id=\"edge59\" class=\"edge\"><title>CREB1&#45;&#45;BRCA1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7979\" stroke-width=\"2\" d=\"M782.904,-491.048C772.509,-476.74 757.811,-456.507 747.422,-442.205\"/>\n",
+       "<!-- HCFC1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge67\" class=\"edge\"><title>HCFC1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M1175.55,-948.328C1179.79,-909.224 1189.81,-816.844 1194.06,-777.645\"/>\n",
        "</g>\n",
-       "<!-- CEBPB&#45;&#45;E4F1 -->\n",
-       "<g id=\"edge60\" class=\"edge\"><title>CEBPB&#45;&#45;E4F1</title>\n",
-       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M478.112,-692.803C493.992,-681.321 515.565,-665.722 530.942,-654.603\"/>\n",
+       "<!-- HCFC1&#45;&#45;SREBF2 -->\n",
+       "<g id=\"edge65\" class=\"edge\"><title>HCFC1&#45;&#45;SREBF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M1201.34,-978.846C1216.38,-985.635 1234.94,-994.017 1250.17,-1000.89\"/>\n",
        "</g>\n",
-       "<!-- CEBPB&#45;&#45;NR2C1 -->\n",
-       "<g id=\"edge61\" class=\"edge\"><title>CEBPB&#45;&#45;NR2C1</title>\n",
-       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M454.053,-726.087C451.786,-740.009 448.662,-759.189 446.396,-773.102\"/>\n",
+       "<!-- HCFC1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge68\" class=\"edge\"><title>HCFC1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3f3f\" stroke-width=\"2\" d=\"M1143.41,-954.959C1129.57,-949.753 1112.93,-943.498 1097.93,-937.857\"/>\n",
        "</g>\n",
-       "<!-- CEBPB&#45;&#45;ZBED1 -->\n",
-       "<g id=\"edge62\" class=\"edge\"><title>CEBPB&#45;&#45;ZBED1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M433.81,-693.386C422.27,-686.07 408.359,-677.252 396.836,-669.947\"/>\n",
+       "<!-- JUNB&#45;&#45;FOS -->\n",
+       "<g id=\"edge69\" class=\"edge\"><title>JUNB&#45;&#45;FOS</title>\n",
+       "<path fill=\"none\" stroke=\"#5f5fff\" stroke-width=\"2\" d=\"M602.725,-803.483C607.584,-785.441 615.056,-757.698 619.932,-739.592\"/>\n",
        "</g>\n",
-       "<!-- E4F1&#45;&#45;CEBPZ -->\n",
-       "<g id=\"edge63\" class=\"edge\"><title>E4F1&#45;&#45;CEBPZ</title>\n",
-       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M566.96,-655.934C595.919,-681.967 654.811,-734.91 684.454,-761.558\"/>\n",
+       "<!-- JUNB&#45;&#45;NR2C2 -->\n",
+       "<g id=\"edge71\" class=\"edge\"><title>JUNB&#45;&#45;NR2C2</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M630.416,-823.052C679.313,-825.668 771.578,-830.606 823.262,-833.372\"/>\n",
        "</g>\n",
-       "<!-- E4F1&#45;&#45;SREBF2 -->\n",
-       "<g id=\"edge64\" class=\"edge\"><title>E4F1&#45;&#45;SREBF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M577.481,-633.365C624.046,-620.791 718.597,-595.261 770.317,-581.295\"/>\n",
+       "<!-- JUNB&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge70\" class=\"edge\"><title>JUNB&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#6767ff\" stroke-width=\"2\" d=\"M614.255,-805.701C639.82,-781.265 689.009,-734.248 714.655,-709.734\"/>\n",
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-       "<!-- E4F1&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge65\" class=\"edge\"><title>E4F1&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5454\" stroke-width=\"2\" d=\"M546.985,-622.816C540.707,-586.459 526.551,-504.475 520.261,-468.042\"/>\n",
+       "<!-- JUNB&#45;&#45;MYC -->\n",
+       "<g id=\"edge73\" class=\"edge\"><title>JUNB&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M630.304,-823.411C664.736,-825.643 718.81,-829.147 752.738,-831.346\"/>\n",
        "</g>\n",
-       "<!-- YY1&#45;&#45;SMC3 -->\n",
-       "<g id=\"edge66\" class=\"edge\"><title>YY1&#45;&#45;SMC3</title>\n",
-       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M627.674,-462.818C618.33,-443.895 603.505,-413.869 594.145,-394.913\"/>\n",
+       "<!-- JUNB&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge75\" class=\"edge\"><title>JUNB&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M619.818,-834.993C660.878,-860.646 748.916,-915.651 789.15,-940.79\"/>\n",
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-       "<!-- YY1&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge67\" class=\"edge\"><title>YY1&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M610.145,-473.631C598.637,-470.707 584.668,-467.158 571.093,-463.71\"/>\n",
+       "<!-- JUNB&#45;&#45;MAFK -->\n",
+       "<g id=\"edge74\" class=\"edge\"><title>JUNB&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#afafff\" stroke-width=\"2\" d=\"M608.183,-803.925C632.627,-762.503 694.074,-658.373 718.47,-617.033\"/>\n",
        "</g>\n",
-       "<!-- MXI1&#45;&#45;LARP7 -->\n",
-       "<g id=\"edge70\" class=\"edge\"><title>MXI1&#45;&#45;LARP7</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7373\" stroke-width=\"2\" d=\"M664.421,-404.138C685.308,-370.956 730.822,-298.647 751.801,-265.318\"/>\n",
+       "<!-- JUNB&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge72\" class=\"edge\"><title>JUNB&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#9f9fff\" stroke-width=\"2\" d=\"M629.007,-815.745C659.863,-810.218 707.151,-801.748 739.798,-795.901\"/>\n",
        "</g>\n",
-       "<!-- MXI1&#45;&#45;CHD1 -->\n",
-       "<g id=\"edge71\" class=\"edge\"><title>MXI1&#45;&#45;CHD1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7272\" stroke-width=\"2\" d=\"M685.502,-425.514C729.685,-431.183 809.039,-441.365 853.807,-447.109\"/>\n",
+       "<!-- JUNB&#45;&#45;NFIC -->\n",
+       "<g id=\"edge76\" class=\"edge\"><title>JUNB&#45;&#45;NFIC</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8989\" stroke-width=\"2\" d=\"M572.786,-832.949C518.248,-858.195 389.66,-917.72 336.013,-942.554\"/>\n",
        "</g>\n",
-       "<!-- MXI1&#45;&#45;HDGF -->\n",
-       "<g id=\"edge69\" class=\"edge\"><title>MXI1&#45;&#45;HDGF</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7575\" stroke-width=\"2\" d=\"M685.867,-418.497C713.894,-415.968 754.336,-412.317 782.909,-409.738\"/>\n",
+       "<!-- FOS&#45;&#45;ATF7 -->\n",
+       "<g id=\"edge82\" class=\"edge\"><title>FOS&#45;&#45;ATF7</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M650.765,-726.536C715.314,-738.85 882.725,-770.786 951.681,-783.94\"/>\n",
        "</g>\n",
-       "<!-- MXI1&#45;&#45;BRCA1 -->\n",
-       "<g id=\"edge68\" class=\"edge\"><title>MXI1&#45;&#45;BRCA1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M686.163,-422.833C689.346,-422.971 692.596,-423.113 695.834,-423.254\"/>\n",
+       "<!-- FOS&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge85\" class=\"edge\"><title>FOS&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M649.984,-715.043C665.584,-710.996 685.675,-705.784 701.961,-701.559\"/>\n",
        "</g>\n",
-       "<!-- MXI1&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge72\" class=\"edge\"><title>MXI1&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4c4c\" stroke-width=\"2\" d=\"M622.936,-427.83C609.347,-430.679 592.864,-434.134 576.993,-437.46\"/>\n",
+       "<!-- FOS&#45;&#45;MTA2 -->\n",
+       "<g id=\"edge86\" class=\"edge\"><title>FOS&#45;&#45;MTA2</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M645.166,-709.589C687.764,-684.53 785.995,-626.743 831.078,-600.222\"/>\n",
        "</g>\n",
-       "<!-- MTA2&#45;&#45;LARP7 -->\n",
-       "<g id=\"edge73\" class=\"edge\"><title>MTA2&#45;&#45;LARP7</title>\n",
-       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M818.222,-222.185C809.167,-226.378 799.017,-231.079 789.9,-235.301\"/>\n",
+       "<!-- FOS&#45;&#45;TBL1XR1 -->\n",
+       "<g id=\"edge83\" class=\"edge\"><title>FOS&#45;&#45;TBL1XR1</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M651.203,-717.538C693.122,-711.124 775.366,-698.54 826.69,-690.686\"/>\n",
        "</g>\n",
-       "<!-- MTA2&#45;&#45;BMI1 -->\n",
-       "<g id=\"edge74\" class=\"edge\"><title>MTA2&#45;&#45;BMI1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3535\" stroke-width=\"2\" d=\"M879.365,-207.417C902.652,-205.69 933.083,-203.434 955.879,-201.743\"/>\n",
+       "<!-- FOS&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge78\" class=\"edge\"><title>FOS&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M634.644,-738.623C652.611,-769.679 690.491,-835.152 708.569,-866.398\"/>\n",
        "</g>\n",
-       "<!-- LARP7&#45;&#45;GATAD2B -->\n",
-       "<g id=\"edge76\" class=\"edge\"><title>LARP7&#45;&#45;GATAD2B</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4343\" stroke-width=\"2\" d=\"M730.569,-238.337C722.16,-235.854 712.997,-233.147 704.243,-230.562\"/>\n",
+       "<!-- FOS&#45;&#45;FOXM1 -->\n",
+       "<g id=\"edge79\" class=\"edge\"><title>FOS&#45;&#45;FOXM1</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M625.573,-739.691C627.353,-780.5 631.659,-879.261 633.443,-920.165\"/>\n",
        "</g>\n",
-       "<!-- LARP7&#45;&#45;RB1 -->\n",
-       "<g id=\"edge75\" class=\"edge\"><title>LARP7&#45;&#45;RB1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7070\" stroke-width=\"2\" d=\"M729.269,-256.458C724.469,-257.69 719.6,-258.94 714.996,-260.121\"/>\n",
+       "<!-- FOS&#45;&#45;JUND -->\n",
+       "<g id=\"edge77\" class=\"edge\"><title>FOS&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M650.406,-727.433C660.026,-729.63 671.057,-732.15 681.088,-734.441\"/>\n",
        "</g>\n",
-       "<!-- CBX3&#45;&#45;CBX5 -->\n",
-       "<g id=\"edge77\" class=\"edge\"><title>CBX3&#45;&#45;CBX5</title>\n",
-       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M87.168,-649.635C95.8583,-644.271 105.799,-638.136 114.464,-632.788\"/>\n",
+       "<!-- FOS&#45;&#45;STAT5A -->\n",
+       "<g id=\"edge80\" class=\"edge\"><title>FOS&#45;&#45;STAT5A</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M637.345,-737.847C647.473,-750.961 661.682,-769.36 672.023,-782.751\"/>\n",
        "</g>\n",
-       "<!-- CBX5&#45;&#45;ATF2 -->\n",
-       "<g id=\"edge78\" class=\"edge\"><title>CBX5&#45;&#45;ATF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M164.664,-609.591C187.169,-601.908 218.492,-591.215 240.744,-583.619\"/>\n",
+       "<!-- FOS&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge84\" class=\"edge\"><title>FOS&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M647.478,-731.726C674.405,-743.763 719.298,-763.833 748.362,-776.826\"/>\n",
        "</g>\n",
-       "<!-- SMARCA5&#45;&#45;CHD4 -->\n",
-       "<g id=\"edge79\" class=\"edge\"><title>SMARCA5&#45;&#45;CHD4</title>\n",
-       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M552.973,-290.213C538.648,-279.615 520.249,-266.002 506.423,-255.773\"/>\n",
+       "<!-- FOS&#45;&#45;ARID3A -->\n",
+       "<g id=\"edge81\" class=\"edge\"><title>FOS&#45;&#45;ARID3A</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M611.473,-705.747C579.531,-667.754 498.752,-571.669 465.805,-532.48\"/>\n",
        "</g>\n",
-       "<!-- SMARCA5&#45;&#45;SMC3 -->\n",
-       "<g id=\"edge80\" class=\"edge\"><title>SMARCA5&#45;&#45;SMC3</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7b7b\" stroke-width=\"2\" d=\"M578.031,-325.003C579.518,-335.452 581.381,-348.544 582.873,-359.024\"/>\n",
+       "<!-- FOS&#45;&#45;CEBPZ -->\n",
+       "<g id=\"edge87\" class=\"edge\"><title>FOS&#45;&#45;CEBPZ</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M601.774,-731.206C557.783,-749.609 461.846,-789.743 413.654,-809.903\"/>\n",
        "</g>\n",
-       "<!-- SMARCA5&#45;&#45;GATAD2B -->\n",
-       "<g id=\"edge83\" class=\"edge\"><title>SMARCA5&#45;&#45;GATAD2B</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6565\" stroke-width=\"2\" d=\"M593.016,-289.444C608.709,-273.907 631.559,-251.283 647.147,-235.849\"/>\n",
+       "<!-- DPF2&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge90\" class=\"edge\"><title>DPF2&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#a7a7ff\" stroke-width=\"2\" d=\"M902.631,-557.01C866.292,-586.034 786.168,-650.028 749.769,-679.101\"/>\n",
        "</g>\n",
-       "<!-- SMARCA5&#45;&#45;RB1 -->\n",
-       "<g id=\"edge81\" class=\"edge\"><title>SMARCA5&#45;&#45;RB1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6a6a\" stroke-width=\"2\" d=\"M612.245,-293.886C629.737,-287.728 650.155,-280.54 665.644,-275.088\"/>\n",
+       "<!-- DPF2&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge88\" class=\"edge\"><title>DPF2&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M926.687,-560.243C944.398,-618.588 999.946,-801.575 1017.7,-860.047\"/>\n",
        "</g>\n",
-       "<!-- SMARCA5&#45;&#45;BCLAF1 -->\n",
-       "<g id=\"edge82\" class=\"edge\"><title>SMARCA5&#45;&#45;BCLAF1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6767\" stroke-width=\"2\" d=\"M547.814,-322.169C496.807,-350.466 388.528,-410.535 338.698,-438.179\"/>\n",
+       "<!-- DPF2&#45;&#45;MAFK -->\n",
+       "<g id=\"edge89\" class=\"edge\"><title>DPF2&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M893.208,-550.545C857.751,-561.144 796.833,-579.354 759.905,-590.393\"/>\n",
        "</g>\n",
-       "<!-- CEBPZ&#45;&#45;RFX5 -->\n",
-       "<g id=\"edge84\" class=\"edge\"><title>CEBPZ&#45;&#45;RFX5</title>\n",
-       "<path fill=\"none\" stroke=\"#ff9191\" stroke-width=\"2\" d=\"M702.597,-795.759C702.82,-811.834 703.143,-835.194 703.365,-851.258\"/>\n",
+       "<!-- DPF2&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge91\" class=\"edge\"><title>DPF2&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4343\" stroke-width=\"2\" d=\"M932.773,-525.296C960.814,-484.389 1032.15,-380.313 1060.23,-339.346\"/>\n",
        "</g>\n",
-       "<!-- SREBF2&#45;&#45;SP1 -->\n",
-       "<g id=\"edge85\" class=\"edge\"><title>SREBF2&#45;&#45;SP1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M825.028,-555.393C833.743,-547.918 843.995,-539.125 852.428,-531.891\"/>\n",
+       "<!-- ATF7&#45;&#45;NR2C2 -->\n",
+       "<g id=\"edge92\" class=\"edge\"><title>ATF7&#45;&#45;NR2C2</title>\n",
+       "<path fill=\"none\" stroke=\"#6262ff\" stroke-width=\"2\" d=\"M955.43,-799.75C936.325,-806.94 910.557,-816.639 890.73,-824.102\"/>\n",
        "</g>\n",
-       "<!-- SP1&#45;&#45;HDGF -->\n",
-       "<g id=\"edge86\" class=\"edge\"><title>SP1&#45;&#45;HDGF</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7878\" stroke-width=\"2\" d=\"M861.072,-500.179C851.346,-479.476 835.162,-445.024 825.386,-424.214\"/>\n",
+       "<!-- ATF7&#45;&#45;UBTF -->\n",
+       "<g id=\"edge93\" class=\"edge\"><title>ATF7&#45;&#45;UBTF</title>\n",
+       "<path fill=\"none\" stroke=\"#8181ff\" stroke-width=\"2\" d=\"M973.644,-807.138C972.204,-810.12 970.708,-813.219 969.267,-816.205\"/>\n",
        "</g>\n",
-       "<!-- HDAC6&#45;&#45;NKRF -->\n",
-       "<g id=\"edge87\" class=\"edge\"><title>HDAC6&#45;&#45;NKRF</title>\n",
-       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M560.812,-208.801C573.147,-220.327 589.587,-235.689 601.783,-247.085\"/>\n",
+       "<!-- ATF7&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge96\" class=\"edge\"><title>ATF7&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M955.192,-779.487C906.896,-761.06 805.937,-722.54 757.782,-704.166\"/>\n",
        "</g>\n",
-       "<!-- NKRF&#45;&#45;ARID3A -->\n",
-       "<g id=\"edge88\" class=\"edge\"><title>NKRF&#45;&#45;ARID3A</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M623.027,-244.672C627.504,-226.188 634.404,-197.702 638.867,-179.275\"/>\n",
+       "<!-- ATF7&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge99\" class=\"edge\"><title>ATF7&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#b8b8ff\" stroke-width=\"2\" d=\"M975.127,-807.478C964.678,-834.283 944.974,-884.824 934.456,-911.804\"/>\n",
        "</g>\n",
-       "<!-- NKRF&#45;&#45;GATAD2B -->\n",
-       "<g id=\"edge89\" class=\"edge\"><title>NKRF&#45;&#45;GATAD2B</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7373\" stroke-width=\"2\" d=\"M635.146,-246.928C638.831,-243.381 642.756,-239.603 646.494,-236.004\"/>\n",
+       "<!-- ATF7&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge94\" class=\"edge\"><title>ATF7&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M990.178,-807.211C997.347,-822.62 1007.74,-844.968 1014.95,-860.457\"/>\n",
        "</g>\n",
-       "<!-- NKRF&#45;&#45;POLR2AphosphoS2 -->\n",
-       "<g id=\"edge90\" class=\"edge\"><title>NKRF&#45;&#45;POLR2AphosphoS2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5656\" stroke-width=\"2\" d=\"M609.082,-280.437C589.789,-316.02 546.347,-396.146 526.891,-432.031\"/>\n",
+       "<!-- ATF7&#45;&#45;MYC -->\n",
+       "<g id=\"edge95\" class=\"edge\"><title>ATF7&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M951.939,-796.358C914.357,-804.63 850.496,-818.686 813.238,-826.886\"/>\n",
        "</g>\n",
-       "<!-- ELK1&#45;&#45;CHD1 -->\n",
-       "<g id=\"edge91\" class=\"edge\"><title>ELK1&#45;&#45;CHD1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff8b8b\" stroke-width=\"2\" d=\"M932.991,-482.67C925.011,-477.25 915.904,-471.065 907.904,-465.631\"/>\n",
+       "<!-- ATF7&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge97\" class=\"edge\"><title>ATF7&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M996.999,-773.581C1011.8,-757.593 1034.32,-733.274 1048.99,-717.426\"/>\n",
        "</g>\n",
-       "<!-- ELK1&#45;&#45;HDGF -->\n",
-       "<g id=\"edge92\" class=\"edge\"><title>ELK1&#45;&#45;HDGF</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7e7e\" stroke-width=\"2\" d=\"M932.743,-482.912C907.287,-466.119 864.659,-437.999 838.891,-421.001\"/>\n",
+       "<!-- ATF7&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge98\" class=\"edge\"><title>ATF7&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M953.301,-781.49C921.396,-772.341 869.984,-757.599 836.375,-747.962\"/>\n",
        "</g>\n",
-       "<!-- HDGF&#45;&#45;TARDBP -->\n",
-       "<g id=\"edge93\" class=\"edge\"><title>HDGF&#45;&#45;TARDBP</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M827.716,-389.487C841.195,-367.623 864.371,-330.029 877.982,-307.951\"/>\n",
+       "<!-- ATF7&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge100\" class=\"edge\"><title>ATF7&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M949.909,-789.672C913.643,-789.605 854.64,-789.495 815.666,-789.423\"/>\n",
        "</g>\n",
-       "<!-- BRCA1&#45;&#45;E2F4 -->\n",
-       "<g id=\"edge94\" class=\"edge\"><title>BRCA1&#45;&#45;E2F4</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7575\" stroke-width=\"2\" d=\"M751.338,-408.337C767.823,-391.686 793.005,-366.249 809.125,-349.966\"/>\n",
+       "<!-- NR2C2&#45;&#45;SKIL -->\n",
+       "<g id=\"edge106\" class=\"edge\"><title>NR2C2&#45;&#45;SKIL</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M842.774,-851.341C832.47,-860.481 819.611,-871.888 809.449,-880.903\"/>\n",
        "</g>\n",
-       "<!-- USF2&#45;&#45;EP300 -->\n",
-       "<g id=\"edge95\" class=\"edge\"><title>USF2&#45;&#45;EP300</title>\n",
-       "<path fill=\"none\" stroke=\"#ff7979\" stroke-width=\"2\" d=\"M492.864,-122C490.354,-122 487.81,-122 485.278,-122\"/>\n",
+       "<!-- NR2C2&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge117\" class=\"edge\"><title>NR2C2&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M845.641,-818.884C820.66,-791.64 771.069,-737.559 746.151,-710.385\"/>\n",
        "</g>\n",
-       "<!-- ZBED1&#45;&#45;ATF2 -->\n",
-       "<g id=\"edge96\" class=\"edge\"><title>ZBED1&#45;&#45;ATF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4e4e\" stroke-width=\"2\" d=\"M353.392,-639.711C334.185,-624.995 305.641,-603.125 286.934,-588.792\"/>\n",
+       "<!-- NR2C2&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge101\" class=\"edge\"><title>NR2C2&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#6f6fff\" stroke-width=\"2\" d=\"M829.914,-845.864C805.575,-854.136 771.852,-865.597 747.914,-873.732\"/>\n",
        "</g>\n",
-       "<!-- TARDBP&#45;&#45;IKZF1 -->\n",
-       "<g id=\"edge97\" class=\"edge\"><title>TARDBP&#45;&#45;IKZF1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M901.246,-272.845C904.132,-268.775 907.2,-264.449 910.072,-260.399\"/>\n",
+       "<!-- NR2C2&#45;&#45;FOXM1 -->\n",
+       "<g id=\"edge108\" class=\"edge\"><title>NR2C2&#45;&#45;FOXM1</title>\n",
+       "<path fill=\"none\" stroke=\"#8e8eff\" stroke-width=\"2\" d=\"M833.442,-847.803C790.255,-867.439 706.63,-905.461 662.728,-925.423\"/>\n",
        "</g>\n",
-       "<!-- MEF2A&#45;&#45;NFIC -->\n",
-       "<g id=\"edge98\" class=\"edge\"><title>MEF2A&#45;&#45;NFIC</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6d6d\" stroke-width=\"2\" d=\"M257.393,-650.507C260.475,-650.205 263.558,-649.903 266.566,-649.609\"/>\n",
+       "<!-- NR2C2&#45;&#45;JUND -->\n",
+       "<g id=\"edge112\" class=\"edge\"><title>NR2C2&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M837.809,-820.908C809.398,-802.998 761.372,-772.725 733.52,-755.168\"/>\n",
        "</g>\n",
-       "<!-- MEF2A&#45;&#45;ATF2 -->\n",
-       "<g id=\"edge99\" class=\"edge\"><title>MEF2A&#45;&#45;ATF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4444\" stroke-width=\"2\" d=\"M228.802,-636.998C237.262,-623.476 248.94,-604.812 257.35,-591.37\"/>\n",
+       "<!-- NR2C2&#45;&#45;CREM -->\n",
+       "<g id=\"edge110\" class=\"edge\"><title>NR2C2&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M898.625,-835.194C945.613,-834.964 1025.2,-834.574 1071.62,-834.346\"/>\n",
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-       "<!-- NFIC&#45;&#45;ATF2 -->\n",
-       "<g id=\"edge100\" class=\"edge\"><title>NFIC&#45;&#45;ATF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3939\" stroke-width=\"2\" d=\"M289.727,-628.762C285.259,-617.549 279.522,-603.154 275.07,-591.981\"/>\n",
+       "<!-- NR2C2&#45;&#45;ZNF592 -->\n",
+       "<g id=\"edge102\" class=\"edge\"><title>NR2C2&#45;&#45;ZNF592</title>\n",
+       "<path fill=\"none\" stroke=\"#7c7cff\" stroke-width=\"2\" d=\"M827.48,-844.078C785.319,-855.096 713.004,-873.994 670.086,-885.21\"/>\n",
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-       "<!-- BCLAF1&#45;&#45;ATF2 -->\n",
-       "<g id=\"edge101\" class=\"edge\"><title>BCLAF1&#45;&#45;ATF2</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M306.028,-470.604C297.551,-493.737 282.905,-533.702 274.486,-556.677\"/>\n",
+       "<!-- NR2C2&#45;&#45;NR2F1 -->\n",
+       "<g id=\"edge103\" class=\"edge\"><title>NR2C2&#45;&#45;NR2F1</title>\n",
+       "<path fill=\"none\" stroke=\"#7e7eff\" stroke-width=\"2\" d=\"M861.91,-853.558C865.254,-906.717 874.989,-1061.49 878.344,-1114.83\"/>\n",
        "</g>\n",
-       "<!-- MLLT1&#45;&#45;BMI1 -->\n",
-       "<g id=\"edge102\" class=\"edge\"><title>MLLT1&#45;&#45;BMI1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff6161\" stroke-width=\"2\" d=\"M1043.85,-191.396C1035.96,-192.525 1027.74,-193.702 1020.11,-194.793\"/>\n",
+       "<!-- NR2C2&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge104\" class=\"edge\"><title>NR2C2&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M872.992,-852.706C885.019,-869.751 903.274,-895.624 915.274,-912.631\"/>\n",
        "</g>\n",
-       "<!-- BMI1&#45;&#45;IKZF1 -->\n",
-       "<g id=\"edge104\" class=\"edge\"><title>BMI1&#45;&#45;IKZF1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4a4a\" stroke-width=\"2\" d=\"M967.45,-213.262C959.867,-218.301 951.297,-223.996 943.668,-229.065\"/>\n",
+       "<!-- NR2C2&#45;&#45;MYC -->\n",
+       "<g id=\"edge115\" class=\"edge\"><title>NR2C2&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M822.745,-834.381C820.17,-834.314 817.593,-834.246 815.059,-834.18\"/>\n",
        "</g>\n",
-       "<!-- BMI1&#45;&#45;ZNF24 -->\n",
-       "<g id=\"edge103\" class=\"edge\"><title>BMI1&#45;&#45;ZNF24</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M983.863,-181.357C979.823,-165.408 973.952,-142.23 969.915,-126.292\"/>\n",
+       "<!-- NR2C2&#45;&#45;PML -->\n",
+       "<g id=\"edge120\" class=\"edge\"><title>NR2C2&#45;&#45;PML</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M847.421,-852.459C823.293,-883.339 772.717,-948.067 748.936,-978.502\"/>\n",
        "</g>\n",
-       "<!-- BMI1&#45;&#45;NFATC3 -->\n",
-       "<g id=\"edge105\" class=\"edge\"><title>BMI1&#45;&#45;NFATC3</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4a4a\" stroke-width=\"2\" d=\"M1003.36,-183.22C1013.83,-171.928 1027.8,-156.86 1038.46,-145.369\"/>\n",
+       "<!-- NR2C2&#45;&#45;STAT5A -->\n",
+       "<g id=\"edge121\" class=\"edge\"><title>NR2C2&#45;&#45;STAT5A</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M825.702,-828.322C796.517,-822.448 754.991,-814.09 724.692,-807.992\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;POLR2A -->\n",
-       "<g id=\"edge106\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;POLR2A</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5757\" stroke-width=\"2\" d=\"M490.49,-432.82C465.495,-416.707 428.466,-392.836 404.426,-377.339\"/>\n",
+       "<!-- NR2C2&#45;&#45;NBN -->\n",
+       "<g id=\"edge105\" class=\"edge\"><title>NR2C2&#45;&#45;NBN</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M876.191,-818.715C919.876,-771.516 1044.04,-637.364 1086.8,-591.168\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;MAZ -->\n",
-       "<g id=\"edge107\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;MAZ</title>\n",
-       "<path fill=\"none\" stroke=\"#ff5454\" stroke-width=\"2\" d=\"M497.434,-467.893C478.921,-484.694 451.526,-509.555 434.065,-525.401\"/>\n",
+       "<!-- NR2C2&#45;&#45;TBP -->\n",
+       "<g id=\"edge119\" class=\"edge\"><title>NR2C2&#45;&#45;TBP</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M866.71,-853.212C878.369,-888.194 904.111,-965.434 915.717,-1000.26\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;PML -->\n",
-       "<g id=\"edge108\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;PML</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4c4c\" stroke-width=\"2\" d=\"M448.055,-439.823C438.867,-438.469 429.895,-437.147 421.965,-435.978\"/>\n",
+       "<!-- NR2C2&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge107\" class=\"edge\"><title>NR2C2&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#8c8cff\" stroke-width=\"2\" d=\"M883.245,-820.559C922.951,-794.382 1004.91,-740.351 1043.12,-715.157\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;SIN3A -->\n",
-       "<g id=\"edge109\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;SIN3A</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4848\" stroke-width=\"2\" d=\"M509.829,-431.645C501.52,-410.799 488.058,-377.025 479.868,-356.477\"/>\n",
+       "<!-- NR2C2&#45;&#45;GABPA -->\n",
+       "<g id=\"edge124\" class=\"edge\"><title>NR2C2&#45;&#45;GABPA</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M871.844,-852.641C888.876,-879.183 921.315,-929.735 938.431,-956.407\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;MAX -->\n",
-       "<g id=\"edge110\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;MAX</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4646\" stroke-width=\"2\" d=\"M481.601,-466.336C468.222,-472.484 453.308,-479.336 441.118,-484.938\"/>\n",
+       "<!-- NR2C2&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge122\" class=\"edge\"><title>NR2C2&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M888.687,-823.097C924.783,-807.219 987.745,-779.522 1027.75,-761.924\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;ELF1 -->\n",
-       "<g id=\"edge111\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;ELF1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3b3b\" stroke-width=\"2\" d=\"M495.076,-432.607C489.954,-428.57 484.557,-424.316 479.618,-420.422\"/>\n",
+       "<!-- NR2C2&#45;&#45;NKRF -->\n",
+       "<g id=\"edge109\" class=\"edge\"><title>NR2C2&#45;&#45;NKRF</title>\n",
+       "<path fill=\"none\" stroke=\"#9090ff\" stroke-width=\"2\" d=\"M847.567,-818.448C809.672,-769.84 700.839,-630.24 662.951,-581.64\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;SMAD5 -->\n",
-       "<g id=\"edge112\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;SMAD5</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3939\" stroke-width=\"2\" d=\"M520.094,-468.379C522.091,-480.828 524.717,-497.2 526.7,-509.564\"/>\n",
+       "<!-- NR2C2&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge113\" class=\"edge\"><title>NR2C2&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#9696ff\" stroke-width=\"2\" d=\"M856.461,-817.327C847.573,-780.062 827.286,-695.002 818.407,-657.775\"/>\n",
        "</g>\n",
-       "<!-- POLR2AphosphoS2&#45;&#45;TAF1 -->\n",
-       "<g id=\"edge113\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;TAF1</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3636\" stroke-width=\"2\" d=\"M513.149,-468.049C508.027,-491.17 499.199,-531.02 494.069,-554.176\"/>\n",
+       "<!-- NR2C2&#45;&#45;E2F8 -->\n",
+       "<g id=\"edge111\" class=\"edge\"><title>NR2C2&#45;&#45;E2F8</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M838.375,-850.016C794.59,-878.638 698.242,-941.619 656.157,-969.129\"/>\n",
        "</g>\n",
-       "<!-- ATF2&#45;&#45;ETV6 -->\n",
-       "<g id=\"edge114\" class=\"edge\"><title>ATF2&#45;&#45;ETV6</title>\n",
-       "<path fill=\"none\" stroke=\"#ff4444\" stroke-width=\"2\" d=\"M236.871,-570.144C225.489,-568.624 212.611,-566.904 201.189,-565.378\"/>\n",
+       "<!-- NR2C2&#45;&#45;CREB1 -->\n",
+       "<g id=\"edge118\" class=\"edge\"><title>NR2C2&#45;&#45;CREB1</title>\n",
+       "<path fill=\"none\" stroke=\"#9c9cff\" stroke-width=\"2\" d=\"M896.936,-840.934C950.283,-849.127 1049.51,-864.367 1103.07,-872.594\"/>\n",
        "</g>\n",
-       "<!-- ATF2&#45;&#45;CBFB -->\n",
-       "<g id=\"edge115\" class=\"edge\"><title>ATF2&#45;&#45;CBFB</title>\n",
-       "<path fill=\"none\" stroke=\"#ff3f3f\" stroke-width=\"2\" d=\"M251.262,-558.888C240.148,-548.667 225.609,-535.296 214.421,-525.006\"/>\n",
+       "<!-- NR2C2&#45;&#45;MAX -->\n",
+       "<g id=\"edge125\" class=\"edge\"><title>NR2C2&#45;&#45;MAX</title>\n",
+       "<path fill=\"none\" stroke=\"#aaaaff\" stroke-width=\"2\" d=\"M872.965,-852.547C900.064,-890.684 964.996,-982.066 991.877,-1019.9\"/>\n",
        "</g>\n",
-       "<!-- SIX5 -->\n",
-       "<g id=\"node1\" class=\"node\"><title>SIX5</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"885.63\" cy=\"-586.225\" rx=\"29.4969\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"885.63\" y=\"-582.525\" font-family=\"Times,serif\" font-size=\"14.00\">SIX5</text>\n",
+       "<!-- NR2C2&#45;&#45;MAZ -->\n",
+       "<g id=\"edge123\" class=\"edge\"><title>NR2C2&#45;&#45;MAZ</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M898.393,-834.038C962.862,-831.739 1093.22,-827.092 1152.58,-824.976\"/>\n",
        "</g>\n",
-       "<!-- SUZ12 -->\n",
-       "<g id=\"node2\" class=\"node\"><title>SUZ12</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"719.394\" cy=\"-574.239\" rx=\"36.2938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"719.394\" y=\"-570.539\" font-family=\"Times,serif\" font-size=\"14.00\">SUZ12</text>\n",
+       "<!-- NR2C2&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge114\" class=\"edge\"><title>NR2C2&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#9999ff\" stroke-width=\"2\" d=\"M850.464,-818.047C840.039,-800.509 824.008,-773.541 813.546,-755.94\"/>\n",
        "</g>\n",
-       "<!-- RCOR1 -->\n",
-       "<g id=\"node3\" class=\"node\"><title>RCOR1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"981.414\" cy=\"-403.216\" rx=\"38.9931\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"981.414\" y=\"-399.516\" font-family=\"Times,serif\" font-size=\"14.00\">RCOR1</text>\n",
+       "<!-- NR2C2&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge126\" class=\"edge\"><title>NR2C2&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M853.164,-853.109C843.535,-875.564 827.048,-914.014 817.474,-936.342\"/>\n",
        "</g>\n",
-       "<!-- HDAC2 -->\n",
-       "<g id=\"node4\" class=\"node\"><title>HDAC2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1071.06\" cy=\"-460.869\" rx=\"40.0939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1071.06\" y=\"-457.169\" font-family=\"Times,serif\" font-size=\"14.00\">HDAC2</text>\n",
+       "<!-- NR2C2&#45;&#45;RB1 -->\n",
+       "<g id=\"edge116\" class=\"edge\"><title>NR2C2&#45;&#45;RB1</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M841.054,-819.704C794.202,-782.446 676.778,-689.07 632.273,-653.68\"/>\n",
        "</g>\n",
-       "<!-- TCF12 -->\n",
-       "<g id=\"node5\" class=\"node\"><title>TCF12</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"979.433\" cy=\"-553.485\" rx=\"35.9954\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"979.433\" y=\"-549.785\" font-family=\"Times,serif\" font-size=\"14.00\">TCF12</text>\n",
+       "<!-- NR2C2&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge127\" class=\"edge\"><title>NR2C2&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#afafff\" stroke-width=\"2\" d=\"M835.903,-821.818C825.109,-815.93 812.484,-809.044 801.645,-803.133\"/>\n",
        "</g>\n",
-       "<!-- HCFC1 -->\n",
-       "<g id=\"node6\" class=\"node\"><title>HCFC1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"710.599\" cy=\"-488.507\" rx=\"38.1938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"710.599\" y=\"-484.807\" font-family=\"Times,serif\" font-size=\"14.00\">HCFC1</text>\n",
+       "<!-- UBTF&#45;&#45;SKIL -->\n",
+       "<g id=\"edge128\" class=\"edge\"><title>UBTF&#45;&#45;SKIL</title>\n",
+       "<path fill=\"none\" stroke=\"#6565ff\" stroke-width=\"2\" d=\"M933.339,-843.93C901.539,-855.699 849.528,-874.946 818.334,-886.489\"/>\n",
        "</g>\n",
-       "<!-- FOS -->\n",
-       "<g id=\"node7\" class=\"node\"><title>FOS</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"845.991\" cy=\"-761.044\" rx=\"27\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"845.991\" y=\"-757.344\" font-family=\"Times,serif\" font-size=\"14.00\">FOS</text>\n",
+       "<!-- UBTF&#45;&#45;MTA2 -->\n",
+       "<g id=\"edge142\" class=\"edge\"><title>UBTF&#45;&#45;MTA2</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M953.141,-815.987C933.523,-770.357 881.583,-649.542 862.042,-604.089\"/>\n",
        "</g>\n",
-       "<!-- JUNB -->\n",
-       "<g id=\"node8\" class=\"node\"><title>JUNB</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"887.557\" cy=\"-691.291\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"887.557\" y=\"-687.591\" font-family=\"Times,serif\" font-size=\"14.00\">JUNB</text>\n",
+       "<!-- UBTF&#45;&#45;TBL1XR1 -->\n",
+       "<g id=\"edge144\" class=\"edge\"><title>UBTF&#45;&#45;TBL1XR1</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M950.563,-816.57C933.553,-787.95 899.606,-730.833 882.313,-701.737\"/>\n",
        "</g>\n",
-       "<!-- DPF2 -->\n",
-       "<g id=\"node9\" class=\"node\"><title>DPF2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"997.264\" cy=\"-335.992\" rx=\"31.3957\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"997.264\" y=\"-332.292\" font-family=\"Times,serif\" font-size=\"14.00\">DPF2</text>\n",
+       "<!-- UBTF&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge131\" class=\"edge\"><title>UBTF&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M929.619,-840.198C883.623,-849.68 797.974,-867.335 751.174,-876.982\"/>\n",
        "</g>\n",
-       "<!-- ATF7 -->\n",
-       "<g id=\"node10\" class=\"node\"><title>ATF7</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1103.55\" cy=\"-986.405\" rx=\"31.6951\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1103.55\" y=\"-982.705\" font-family=\"Times,serif\" font-size=\"14.00\">ATF7</text>\n",
+       "<!-- UBTF&#45;&#45;FOXM1 -->\n",
+       "<g id=\"edge151\" class=\"edge\"><title>UBTF&#45;&#45;FOXM1</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M932.094,-842.964C871.709,-862.307 731.792,-907.127 667.561,-927.702\"/>\n",
        "</g>\n",
-       "<!-- NR2C2 -->\n",
-       "<g id=\"node11\" class=\"node\"><title>NR2C2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1102.05\" cy=\"-896.565\" rx=\"37.8943\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1102.05\" y=\"-892.865\" font-family=\"Times,serif\" font-size=\"14.00\">NR2C2</text>\n",
+       "<!-- UBTF&#45;&#45;JUND -->\n",
+       "<g id=\"edge152\" class=\"edge\"><title>UBTF&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M933.184,-823.539C885.314,-805.792 787.432,-769.503 739.476,-751.724\"/>\n",
        "</g>\n",
-       "<!-- UBTF -->\n",
-       "<g id=\"node12\" class=\"node\"><title>UBTF</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"279.234\" cy=\"-219.333\" rx=\"33.2948\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"279.234\" y=\"-215.633\" font-family=\"Times,serif\" font-size=\"14.00\">UBTF</text>\n",
+       "<!-- UBTF&#45;&#45;CREM -->\n",
+       "<g id=\"edge138\" class=\"edge\"><title>UBTF&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M994.252,-833.862C1017.37,-833.924 1048.1,-834.006 1071.83,-834.07\"/>\n",
        "</g>\n",
-       "<!-- SKIL -->\n",
-       "<g id=\"node13\" class=\"node\"><title>SKIL</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"187.264\" cy=\"-152.043\" rx=\"30.5947\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"187.264\" y=\"-148.343\" font-family=\"Times,serif\" font-size=\"14.00\">SKIL</text>\n",
+       "<!-- UBTF&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge129\" class=\"edge\"><title>UBTF&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#8080ff\" stroke-width=\"2\" d=\"M954.511,-851.844C948.546,-869.021 939.625,-894.708 933.669,-911.858\"/>\n",
        "</g>\n",
-       "<!-- ATF3 -->\n",
-       "<g id=\"node14\" class=\"node\"><title>ATF3</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"954.748\" cy=\"-597.584\" rx=\"31.6951\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"954.748\" y=\"-593.884\" font-family=\"Times,serif\" font-size=\"14.00\">ATF3</text>\n",
+       "<!-- UBTF&#45;&#45;MYC -->\n",
+       "<g id=\"edge130\" class=\"edge\"><title>UBTF&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M927.501,-833.695C895.262,-833.62 846.745,-833.507 815.175,-833.433\"/>\n",
        "</g>\n",
-       "<!-- TCF3 -->\n",
-       "<g id=\"node15\" class=\"node\"><title>TCF3</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1158.47\" cy=\"-482.079\" rx=\"31.3957\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1158.47\" y=\"-478.379\" font-family=\"Times,serif\" font-size=\"14.00\">TCF3</text>\n",
+       "<!-- UBTF&#45;&#45;MLLT1 -->\n",
+       "<g id=\"edge148\" class=\"edge\"><title>UBTF&#45;&#45;MLLT1</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M965.041,-815.647C976.15,-768.316 1005.93,-641.409 1017.04,-594.102\"/>\n",
        "</g>\n",
-       "<!-- TBL1XR1 -->\n",
-       "<g id=\"node16\" class=\"node\"><title>TBL1XR1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1044.24\" cy=\"-509.393\" rx=\"48.1917\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1044.24\" y=\"-505.693\" font-family=\"Times,serif\" font-size=\"14.00\">TBL1XR1</text>\n",
+       "<!-- UBTF&#45;&#45;PML -->\n",
+       "<g id=\"edge154\" class=\"edge\"><title>UBTF&#45;&#45;PML</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M940.448,-848.363C897.338,-879.288 797.294,-951.055 755.233,-981.227\"/>\n",
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-       "<!-- MTA3 -->\n",
-       "<g id=\"node17\" class=\"node\"><title>MTA3</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1023.1\" cy=\"-852.561\" rx=\"35.194\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1023.1\" y=\"-848.861\" font-family=\"Times,serif\" font-size=\"14.00\">MTA3</text>\n",
+       "<!-- UBTF&#45;&#45;TBP -->\n",
+       "<g id=\"edge132\" class=\"edge\"><title>UBTF&#45;&#45;TBP</title>\n",
+       "<path fill=\"none\" stroke=\"#8787ff\" stroke-width=\"2\" d=\"M956.958,-851.763C949.465,-886.962 932.945,-964.573 925.44,-999.832\"/>\n",
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-       "<!-- CHD2 -->\n",
-       "<g id=\"node18\" class=\"node\"><title>CHD2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"476.954\" cy=\"-1038.41\" rx=\"33.5952\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"476.954\" y=\"-1034.71\" font-family=\"Times,serif\" font-size=\"14.00\">CHD2</text>\n",
+       "<!-- UBTF&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge133\" class=\"edge\"><title>UBTF&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#8787ff\" stroke-width=\"2\" d=\"M973.805,-817.042C993.576,-791.632 1030.95,-743.597 1050.66,-718.268\"/>\n",
        "</g>\n",
-       "<!-- ZBTB33 -->\n",
-       "<g id=\"node19\" class=\"node\"><title>ZBTB33</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"475.449\" cy=\"-948.565\" rx=\"42.4939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"475.449\" y=\"-944.865\" font-family=\"Times,serif\" font-size=\"14.00\">ZBTB33</text>\n",
+       "<!-- UBTF&#45;&#45;GABPA -->\n",
+       "<g id=\"edge139\" class=\"edge\"><title>UBTF&#45;&#45;GABPA</title>\n",
+       "<path fill=\"none\" stroke=\"#9c9cff\" stroke-width=\"2\" d=\"M959.354,-851.804C957.227,-878.559 953.255,-928.509 951.111,-955.481\"/>\n",
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-       "<!-- REST -->\n",
-       "<g id=\"node20\" class=\"node\"><title>REST</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"396.497\" cy=\"-904.561\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"396.497\" y=\"-900.861\" font-family=\"Times,serif\" font-size=\"14.00\">REST</text>\n",
+       "<!-- UBTF&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge153\" class=\"edge\"><title>UBTF&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M978.876,-818.431C997.008,-803.054 1024.89,-779.409 1043.9,-763.283\"/>\n",
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-       "<!-- ZNF592 -->\n",
-       "<g id=\"node21\" class=\"node\"><title>ZNF592</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1179.56\" cy=\"-850\" rx=\"40.0939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1179.56\" y=\"-846.3\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF592</text>\n",
+       "<!-- UBTF&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge145\" class=\"edge\"><title>UBTF&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M948.027,-816.896C920.357,-780.297 855.083,-693.959 827.157,-657.021\"/>\n",
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-       "<!-- ZNF143 -->\n",
-       "<g id=\"node22\" class=\"node\"><title>ZNF143</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"632.787\" cy=\"-726.601\" rx=\"40.0939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"632.787\" y=\"-722.901\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF143</text>\n",
+       "<!-- UBTF&#45;&#45;TARDBP -->\n",
+       "<g id=\"edge134\" class=\"edge\"><title>UBTF&#45;&#45;TARDBP</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M962.785,-815.666C969.512,-754.722 991.282,-557.457 998.002,-496.567\"/>\n",
        "</g>\n",
-       "<!-- RBBP5 -->\n",
-       "<g id=\"node23\" class=\"node\"><title>RBBP5</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"267.641\" cy=\"-148.6\" rx=\"37.8943\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"267.641\" y=\"-144.9\" font-family=\"Times,serif\" font-size=\"14.00\">RBBP5</text>\n",
+       "<!-- UBTF&#45;&#45;E2F8 -->\n",
+       "<g id=\"edge147\" class=\"edge\"><title>UBTF&#45;&#45;E2F8</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M935.287,-845.438C874.09,-873.431 719.565,-944.117 659.869,-971.423\"/>\n",
        "</g>\n",
-       "<!-- KDM1A -->\n",
-       "<g id=\"node24\" class=\"node\"><title>KDM1A</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1084.69\" cy=\"-369.519\" rx=\"42.4939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1084.69\" y=\"-365.819\" font-family=\"Times,serif\" font-size=\"14.00\">KDM1A</text>\n",
+       "<!-- UBTF&#45;&#45;CREB1 -->\n",
+       "<g id=\"edge140\" class=\"edge\"><title>UBTF&#45;&#45;CREB1</title>\n",
+       "<path fill=\"none\" stroke=\"#9f9fff\" stroke-width=\"2\" d=\"M991.124,-841.311C1022.81,-849.184 1072.42,-861.51 1105.47,-869.721\"/>\n",
        "</g>\n",
-       "<!-- MYC -->\n",
-       "<g id=\"node25\" class=\"node\"><title>MYC</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"108.542\" cy=\"-90.1421\" rx=\"31.3957\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"108.542\" y=\"-86.4421\" font-family=\"Times,serif\" font-size=\"14.00\">MYC</text>\n",
+       "<!-- UBTF&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge146\" class=\"edge\"><title>UBTF&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#a7a7ff\" stroke-width=\"2\" d=\"M936.893,-846.292C921.259,-854.483 900.932,-865.133 885.413,-873.264\"/>\n",
        "</g>\n",
-       "<!-- TBP -->\n",
-       "<g id=\"node26\" class=\"node\"><title>TBP</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"346.922\" cy=\"-317.949\" rx=\"27\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"346.922\" y=\"-314.249\" font-family=\"Times,serif\" font-size=\"14.00\">TBP</text>\n",
+       "<!-- UBTF&#45;&#45;MAX -->\n",
+       "<g id=\"edge135\" class=\"edge\"><title>UBTF&#45;&#45;MAX</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M964.608,-851.785C972.779,-890.3 991.868,-980.285 1000.03,-1018.76\"/>\n",
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-       "<!-- ETS1 -->\n",
-       "<g id=\"node27\" class=\"node\"><title>ETS1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"644.408\" cy=\"-532.514\" rx=\"30.5947\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"644.408\" y=\"-528.814\" font-family=\"Times,serif\" font-size=\"14.00\">ETS1</text>\n",
+       "<!-- UBTF&#45;&#45;MAZ -->\n",
+       "<g id=\"edge136\" class=\"edge\"><title>UBTF&#45;&#45;MAZ</title>\n",
+       "<path fill=\"none\" stroke=\"#9696ff\" stroke-width=\"2\" d=\"M994.095,-832.292C1037.01,-830.384 1111.01,-827.094 1152.6,-825.246\"/>\n",
        "</g>\n",
-       "<!-- ARNT -->\n",
-       "<g id=\"node28\" class=\"node\"><title>ARNT</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1170.2\" cy=\"-334.692\" rx=\"34.394\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1170.2\" y=\"-330.992\" font-family=\"Times,serif\" font-size=\"14.00\">ARNT</text>\n",
+       "<!-- UBTF&#45;&#45;POLR2A -->\n",
+       "<g id=\"edge137\" class=\"edge\"><title>UBTF&#45;&#45;POLR2A</title>\n",
+       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M994.038,-832.423C1049.36,-830.177 1160.31,-825.672 1222.05,-823.165\"/>\n",
        "</g>\n",
-       "<!-- CREM -->\n",
-       "<g id=\"node29\" class=\"node\"><title>CREM</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"717.674\" cy=\"-682.813\" rx=\"36.2938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"717.674\" y=\"-679.113\" font-family=\"Times,serif\" font-size=\"14.00\">CREM</text>\n",
+       "<!-- UBTF&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge150\" class=\"edge\"><title>UBTF&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M938.534,-820.315C908.998,-802.452 857.063,-771.043 826.823,-752.755\"/>\n",
        "</g>\n",
-       "<!-- SMAD1 -->\n",
-       "<g id=\"node30\" class=\"node\"><title>SMAD1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"85.7975\" cy=\"-18\" rx=\"40.8928\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"85.7975\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">SMAD1</text>\n",
+       "<!-- UBTF&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge149\" class=\"edge\"><title>UBTF&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#acacff\" stroke-width=\"2\" d=\"M930.335,-826.437C897.497,-818.527 845.317,-805.957 810.957,-797.68\"/>\n",
        "</g>\n",
-       "<!-- TCF7 -->\n",
-       "<g id=\"node31\" class=\"node\"><title>TCF7</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"31.1972\" cy=\"-82.2243\" rx=\"31.3957\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"31.1972\" y=\"-78.5243\" font-family=\"Times,serif\" font-size=\"14.00\">TCF7</text>\n",
+       "<!-- UBTF&#45;&#45;TAF1 -->\n",
+       "<g id=\"edge141\" class=\"edge\"><title>UBTF&#45;&#45;TAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M966.107,-815.682C976.351,-780.844 998.705,-704.821 1008.93,-670.041\"/>\n",
        "</g>\n",
-       "<!-- JUND -->\n",
-       "<g id=\"node32\" class=\"node\"><title>JUND</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"961.507\" cy=\"-716.757\" rx=\"33.2948\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"961.507\" y=\"-713.057\" font-family=\"Times,serif\" font-size=\"14.00\">JUND</text>\n",
+       "<!-- UBTF&#45;&#45;SMAD5 -->\n",
+       "<g id=\"edge143\" class=\"edge\"><title>UBTF&#45;&#45;SMAD5</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M975.878,-850.072C1006.87,-883.548 1077.42,-959.74 1108.78,-993.616\"/>\n",
        "</g>\n",
-       "<!-- BACH1 -->\n",
-       "<g id=\"node33\" class=\"node\"><title>BACH1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"746.996\" cy=\"-329.048\" rx=\"39.7935\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"746.996\" y=\"-325.348\" font-family=\"Times,serif\" font-size=\"14.00\">BACH1</text>\n",
+       "<!-- SKIL&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge158\" class=\"edge\"><title>SKIL&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M786.856,-878.192C775.249,-839.833 748.133,-750.215 736.537,-711.892\"/>\n",
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-       "<!-- MAFK -->\n",
-       "<g id=\"node34\" class=\"node\"><title>MAFK</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"896.697\" cy=\"-401.253\" rx=\"36.2938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"896.697\" y=\"-397.553\" font-family=\"Times,serif\" font-size=\"14.00\">MAFK</text>\n",
+       "<!-- SKIL&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge157\" class=\"edge\"><title>SKIL&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M820.613,-903.198C841.974,-908.528 871.343,-915.856 893.878,-921.479\"/>\n",
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-       "<!-- NFXL1 -->\n",
-       "<g id=\"node35\" class=\"node\"><title>NFXL1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"737.949\" cy=\"-70\" rx=\"38.1938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"737.949\" y=\"-66.3\" font-family=\"Times,serif\" font-size=\"14.00\">NFXL1</text>\n",
+       "<!-- SKIL&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge159\" class=\"edge\"><title>SKIL&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M822.949,-893.749C863.681,-890.587 935.791,-884.989 981.46,-881.443\"/>\n",
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-       "<!-- CUX1 -->\n",
-       "<g id=\"node36\" class=\"node\"><title>CUX1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"657.797\" cy=\"-70\" rx=\"33.5952\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"657.797\" y=\"-66.3\" font-family=\"Times,serif\" font-size=\"14.00\">CUX1</text>\n",
+       "<!-- SKIL&#45;&#45;MYC -->\n",
+       "<g id=\"edge155\" class=\"edge\"><title>SKIL&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M789.836,-877.974C788.723,-869.719 787.408,-859.969 786.293,-851.692\"/>\n",
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-       "<!-- GABPA -->\n",
-       "<g id=\"node37\" class=\"node\"><title>GABPA</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"629.328\" cy=\"-610.442\" rx=\"40.0939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"629.328\" y=\"-606.742\" font-family=\"Times,serif\" font-size=\"14.00\">GABPA</text>\n",
+       "<!-- SKIL&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge156\" class=\"edge\"><title>SKIL&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#a2a2ff\" stroke-width=\"2\" d=\"M811.794,-882.145C861.849,-846.266 994.379,-751.27 1044.24,-715.531\"/>\n",
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-       "<!-- CREB1 -->\n",
-       "<g id=\"node38\" class=\"node\"><title>CREB1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"795.452\" cy=\"-508.322\" rx=\"38.1938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"795.452\" y=\"-504.622\" font-family=\"Times,serif\" font-size=\"14.00\">CREB1</text>\n",
+       "<!-- SKIL&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge160\" class=\"edge\"><title>SKIL&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M793.529,-878.04C795.612,-847.782 799.779,-787.236 801.874,-756.796\"/>\n",
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-       "<!-- SREBF1 -->\n",
-       "<g id=\"node39\" class=\"node\"><title>SREBF1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"804.665\" cy=\"-669.35\" rx=\"42.4939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"804.665\" y=\"-665.65\" font-family=\"Times,serif\" font-size=\"14.00\">SREBF1</text>\n",
+       "<!-- SKIL&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge161\" class=\"edge\"><title>SKIL&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M797.788,-914.063C799.939,-921.074 802.4,-929.093 804.546,-936.083\"/>\n",
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-       "<!-- CEBPB -->\n",
-       "<g id=\"node40\" class=\"node\"><title>CEBPB</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"456.987\" cy=\"-708.078\" rx=\"38.1938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"456.987\" y=\"-704.378\" font-family=\"Times,serif\" font-size=\"14.00\">CEBPB</text>\n",
+       "<!-- SKIL&#45;&#45;RB1 -->\n",
+       "<g id=\"edge162\" class=\"edge\"><title>SKIL&#45;&#45;RB1</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M780.639,-879.31C748.403,-832.752 658.27,-702.569 626.261,-656.336\"/>\n",
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-       "<!-- E4F1 -->\n",
-       "<g id=\"node41\" class=\"node\"><title>E4F1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"550.084\" cy=\"-640.762\" rx=\"29.795\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"550.084\" y=\"-637.062\" font-family=\"Times,serif\" font-size=\"14.00\">E4F1</text>\n",
+       "<!-- SKIL&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge164\" class=\"edge\"><title>SKIL&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#bebeff\" stroke-width=\"2\" d=\"M789.585,-878.016C786.66,-858.38 782.018,-827.222 779.087,-807.552\"/>\n",
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-       "<!-- YY1 -->\n",
-       "<g id=\"node42\" class=\"node\"><title>YY1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"636.293\" cy=\"-480.274\" rx=\"27.8951\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"636.293\" y=\"-476.574\" font-family=\"Times,serif\" font-size=\"14.00\">YY1</text>\n",
+       "<!-- SKIL&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge166\" class=\"edge\"><title>SKIL&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8b8b\" stroke-width=\"2\" d=\"M789.048,-914.326C783.228,-947.051 771.063,-1015.46 765.26,-1048.09\"/>\n",
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-       "<!-- MXI1 -->\n",
-       "<g id=\"node43\" class=\"node\"><title>MXI1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"653.547\" cy=\"-421.414\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"653.547\" y=\"-417.714\" font-family=\"Times,serif\" font-size=\"14.00\">MXI1</text>\n",
+       "<!-- SKIL&#45;&#45;SMAD5 -->\n",
+       "<g id=\"edge163\" class=\"edge\"><title>SKIL&#45;&#45;SMAD5</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M818.894,-905.287C879.218,-926.046 1026.2,-976.628 1091.79,-999.197\"/>\n",
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-       "<!-- NR2C1 -->\n",
-       "<g id=\"node44\" class=\"node\"><title>NR2C1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"443.468\" cy=\"-791.076\" rx=\"37.8943\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"443.468\" y=\"-787.376\" font-family=\"Times,serif\" font-size=\"14.00\">NR2C1</text>\n",
+       "<!-- SKIL&#45;&#45;MEF2A -->\n",
+       "<g id=\"edge165\" class=\"edge\"><title>SKIL&#45;&#45;MEF2A</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M766.484,-905.927C700.75,-930.888 527.172,-996.802 456.245,-1023.74\"/>\n",
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-       "<!-- ZBTB40 -->\n",
-       "<g id=\"node45\" class=\"node\"><title>ZBTB40</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"630.512\" cy=\"-673.432\" rx=\"42.4939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"630.512\" y=\"-669.732\" font-family=\"Times,serif\" font-size=\"14.00\">ZBTB40</text>\n",
+       "<!-- ATF3&#45;&#45;MTA2 -->\n",
+       "<g id=\"edge171\" class=\"edge\"><title>ATF3&#45;&#45;MTA2</title>\n",
+       "<path fill=\"none\" stroke=\"#aaaaff\" stroke-width=\"2\" d=\"M748.532,-678.816C771.774,-658.554 812.742,-622.838 836.34,-602.265\"/>\n",
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-       "<!-- MTA2 -->\n",
-       "<g id=\"node46\" class=\"node\"><title>MTA2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"844.536\" cy=\"-209.999\" rx=\"35.194\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"844.536\" y=\"-206.299\" font-family=\"Times,serif\" font-size=\"14.00\">MTA2</text>\n",
+       "<!-- ATF3&#45;&#45;TBL1XR1 -->\n",
+       "<g id=\"edge174\" class=\"edge\"><title>ATF3&#45;&#45;TBL1XR1</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M763.011,-691.683C781.151,-690.367 804.214,-688.695 824.42,-687.231\"/>\n",
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-       "<!-- LARP7 -->\n",
-       "<g id=\"node47\" class=\"node\"><title>LARP7</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"762.793\" cy=\"-247.854\" rx=\"37.8943\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"762.793\" y=\"-244.154\" font-family=\"Times,serif\" font-size=\"14.00\">LARP7</text>\n",
+       "<!-- ATF3&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge170\" class=\"edge\"><title>ATF3&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M729.919,-712.184C727.522,-748.445 722.173,-829.351 719.779,-865.566\"/>\n",
        "</g>\n",
-       "<!-- CBX3 -->\n",
-       "<g id=\"node48\" class=\"node\"><title>CBX3</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"64.9382\" cy=\"-663.355\" rx=\"33.2948\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"64.9382\" y=\"-659.655\" font-family=\"Times,serif\" font-size=\"14.00\">CBX3</text>\n",
+       "<!-- ATF3&#45;&#45;JUND -->\n",
+       "<g id=\"edge167\" class=\"edge\"><title>ATF3&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M723.908,-711.663C722.316,-715.563 720.628,-719.697 719.033,-723.603\"/>\n",
        "</g>\n",
-       "<!-- CBX5 -->\n",
-       "<g id=\"node49\" class=\"node\"><title>CBX5</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"136.434\" cy=\"-619.228\" rx=\"33.2948\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"136.434\" y=\"-615.528\" font-family=\"Times,serif\" font-size=\"14.00\">CBX5</text>\n",
+       "<!-- ATF3&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge172\" class=\"edge\"><title>ATF3&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M752.063,-680.31C763.972,-672.529 778.902,-662.773 791.132,-654.782\"/>\n",
        "</g>\n",
-       "<!-- SMARCA5 -->\n",
-       "<g id=\"node50\" class=\"node\"><title>SMARCA5</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"575.446\" cy=\"-306.84\" rx=\"52.7911\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"575.446\" y=\"-303.14\" font-family=\"Times,serif\" font-size=\"14.00\">SMARCA5</text>\n",
+       "<!-- ATF3&#45;&#45;ZSCAN29 -->\n",
+       "<g id=\"edge176\" class=\"edge\"><title>ATF3&#45;&#45;ZSCAN29</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M729.82,-675.777C727.443,-642.496 722.425,-572.234 720.047,-538.941\"/>\n",
        "</g>\n",
-       "<!-- CHD4 -->\n",
-       "<g id=\"node51\" class=\"node\"><title>CHD4</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"486.388\" cy=\"-240.95\" rx=\"33.5952\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"486.388\" y=\"-237.25\" font-family=\"Times,serif\" font-size=\"14.00\">CHD4</text>\n",
+       "<!-- ATF3&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge175\" class=\"edge\"><title>ATF3&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#b8b8ff\" stroke-width=\"2\" d=\"M742.743,-710.988C767.595,-747.328 825.655,-832.228 850.484,-868.533\"/>\n",
        "</g>\n",
-       "<!-- NRF1 -->\n",
-       "<g id=\"node52\" class=\"node\"><title>NRF1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"552.963\" cy=\"-902\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"552.963\" y=\"-898.3\" font-family=\"Times,serif\" font-size=\"14.00\">NRF1</text>\n",
+       "<!-- ATF3&#45;&#45;MAFK -->\n",
+       "<g id=\"edge168\" class=\"edge\"><title>ATF3&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#9c9cff\" stroke-width=\"2\" d=\"M730.651,-675.819C730.219,-659.126 729.583,-634.521 729.151,-617.846\"/>\n",
        "</g>\n",
-       "<!-- CEBPZ -->\n",
-       "<g id=\"node53\" class=\"node\"><title>CEBPZ</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"702.347\" cy=\"-777.644\" rx=\"38.1938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"702.347\" y=\"-773.944\" font-family=\"Times,serif\" font-size=\"14.00\">CEBPZ</text>\n",
+       "<!-- ATF3&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge169\" class=\"edge\"><title>ATF3&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M732.634,-712.197C737.885,-775.386 755.291,-984.853 760.538,-1047.99\"/>\n",
        "</g>\n",
-       "<!-- SMC3 -->\n",
-       "<g id=\"node54\" class=\"node\"><title>SMC3</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"585.484\" cy=\"-377.371\" rx=\"34.394\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"585.484\" y=\"-373.671\" font-family=\"Times,serif\" font-size=\"14.00\">SMC3</text>\n",
+       "<!-- ATF3&#45;&#45;ZNF384 -->\n",
+       "<g id=\"edge173\" class=\"edge\"><title>ATF3&#45;&#45;ZNF384</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M724.528,-676.122C704.836,-622.749 646.615,-464.941 626.969,-411.691\"/>\n",
        "</g>\n",
-       "<!-- SREBF2 -->\n",
-       "<g id=\"node55\" class=\"node\"><title>SREBF2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"806.09\" cy=\"-571.636\" rx=\"42.4939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"806.09\" y=\"-567.936\" font-family=\"Times,serif\" font-size=\"14.00\">SREBF2</text>\n",
+       "<!-- TCF3&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge177\" class=\"edge\"><title>TCF3&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M865.423,-1007.81C898.701,-980.476 969.169,-922.591 1003.53,-894.362\"/>\n",
        "</g>\n",
-       "<!-- RFX5 -->\n",
-       "<g id=\"node56\" class=\"node\"><title>RFX5</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"703.615\" cy=\"-869.336\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"703.615\" y=\"-865.636\" font-family=\"Times,serif\" font-size=\"14.00\">RFX5</text>\n",
+       "<!-- TCF3&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge178\" class=\"edge\"><title>TCF3&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#9f9fff\" stroke-width=\"2\" d=\"M841.812,-1004.81C828.618,-961.366 795.051,-850.841 781.838,-807.336\"/>\n",
        "</g>\n",
-       "<!-- SP1 -->\n",
-       "<g id=\"node57\" class=\"node\"><title>SP1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"869.208\" cy=\"-517.499\" rx=\"27\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"869.208\" y=\"-513.799\" font-family=\"Times,serif\" font-size=\"14.00\">SP1</text>\n",
+       "<!-- MTA2&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge179\" class=\"edge\"><title>MTA2&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M864.515,-603.84C894.456,-655.606 982.847,-808.423 1013,-860.549\"/>\n",
        "</g>\n",
-       "<!-- HDAC6 -->\n",
-       "<g id=\"node58\" class=\"node\"><title>HDAC6</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"543.354\" cy=\"-192.486\" rx=\"40.0939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"543.354\" y=\"-188.786\" font-family=\"Times,serif\" font-size=\"14.00\">HDAC6</text>\n",
+       "<!-- MTA2&#45;&#45;MYC -->\n",
+       "<g id=\"edge181\" class=\"edge\"><title>MTA2&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M849.27,-604.619C836.174,-650.389 801.929,-770.074 788.928,-815.512\"/>\n",
        "</g>\n",
-       "<!-- NKRF -->\n",
-       "<g id=\"node59\" class=\"node\"><title>NKRF</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"618.629\" cy=\"-262.827\" rx=\"34.394\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"618.629\" y=\"-259.127\" font-family=\"Times,serif\" font-size=\"14.00\">NKRF</text>\n",
+       "<!-- MTA2&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge183\" class=\"edge\"><title>MTA2&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M852.289,-604.431C844.754,-666.658 819.818,-872.603 812.209,-935.441\"/>\n",
        "</g>\n",
-       "<!-- ELK1 -->\n",
-       "<g id=\"node60\" class=\"node\"><title>ELK1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"953.797\" cy=\"-496.801\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"953.797\" y=\"-493.101\" font-family=\"Times,serif\" font-size=\"14.00\">ELK1</text>\n",
+       "<!-- MTA2&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge180\" class=\"edge\"><title>MTA2&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M847.535,-604.469C832.716,-642.97 798.094,-732.92 783.289,-771.385\"/>\n",
        "</g>\n",
-       "<!-- CHD1 -->\n",
-       "<g id=\"node61\" class=\"node\"><title>CHD1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"886.88\" cy=\"-451.352\" rx=\"33.5952\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"886.88\" y=\"-447.652\" font-family=\"Times,serif\" font-size=\"14.00\">CHD1</text>\n",
+       "<!-- MTA2&#45;&#45;LARP7 -->\n",
+       "<g id=\"edge182\" class=\"edge\"><title>MTA2&#45;&#45;LARP7</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M847.109,-568.784C836.514,-543.318 817.068,-496.58 806.457,-471.074\"/>\n",
        "</g>\n",
-       "<!-- HDGF -->\n",
-       "<g id=\"node62\" class=\"node\"><title>HDGF</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"817.135\" cy=\"-406.649\" rx=\"34.394\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"817.135\" y=\"-402.949\" font-family=\"Times,serif\" font-size=\"14.00\">HDGF</text>\n",
+       "<!-- MTA2&#45;&#45;SPI1 -->\n",
+       "<g id=\"edge184\" class=\"edge\"><title>MTA2&#45;&#45;SPI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M849.093,-568.506C831.746,-510.509 777.342,-328.616 759.957,-270.493\"/>\n",
        "</g>\n",
-       "<!-- BRCA1 -->\n",
-       "<g id=\"node63\" class=\"node\"><title>BRCA1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"734.889\" cy=\"-424.952\" rx=\"38.9931\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"734.889\" y=\"-421.252\" font-family=\"Times,serif\" font-size=\"14.00\">BRCA1</text>\n",
+       "<!-- MTA2&#45;&#45;IKZF1 -->\n",
+       "<g id=\"edge185\" class=\"edge\"><title>MTA2&#45;&#45;IKZF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M861.091,-568.677C880.47,-516.662 936.891,-365.22 956.335,-313.03\"/>\n",
        "</g>\n",
-       "<!-- ARID3A -->\n",
-       "<g id=\"node64\" class=\"node\"><title>ARID3A</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"643.227\" cy=\"-161.277\" rx=\"42.7926\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"643.227\" y=\"-157.577\" font-family=\"Times,serif\" font-size=\"14.00\">ARID3A</text>\n",
+       "<!-- MTA2&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge186\" class=\"edge\"><title>MTA2&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3535\" stroke-width=\"2\" d=\"M868.393,-569.545C907.75,-521.737 1019.44,-386.063 1058.31,-338.848\"/>\n",
        "</g>\n",
-       "<!-- USF2 -->\n",
-       "<g id=\"node65\" class=\"node\"><title>USF2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"524.098\" cy=\"-122\" rx=\"31.3957\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"524.098\" y=\"-118.3\" font-family=\"Times,serif\" font-size=\"14.00\">USF2</text>\n",
+       "<!-- TBL1XR1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge187\" class=\"edge\"><title>TBL1XR1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M885.373,-701.4C914.299,-738.505 981.237,-824.367 1009.85,-861.066\"/>\n",
        "</g>\n",
-       "<!-- EP300 -->\n",
-       "<g id=\"node66\" class=\"node\"><title>EP300</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"450.447\" cy=\"-122\" rx=\"34.394\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"450.447\" y=\"-118.3\" font-family=\"Times,serif\" font-size=\"14.00\">EP300</text>\n",
+       "<!-- TBL1XR1&#45;&#45;MYC -->\n",
+       "<g id=\"edge189\" class=\"edge\"><title>TBL1XR1&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#b8b8ff\" stroke-width=\"2\" d=\"M861.235,-701.549C844.24,-730.487 810.767,-787.481 793.957,-816.102\"/>\n",
        "</g>\n",
-       "<!-- E2F4 -->\n",
-       "<g id=\"node67\" class=\"node\"><title>E2F4</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"824.571\" cy=\"-334.364\" rx=\"29.795\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"824.571\" y=\"-330.664\" font-family=\"Times,serif\" font-size=\"14.00\">E2F4</text>\n",
+       "<!-- TBL1XR1&#45;&#45;MAFK -->\n",
+       "<g id=\"edge190\" class=\"edge\"><title>TBL1XR1&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M845.765,-668.58C819.209,-652.963 778.247,-628.874 752.481,-613.722\"/>\n",
        "</g>\n",
-       "<!-- GATAD2B -->\n",
-       "<g id=\"node68\" class=\"node\"><title>GATAD2B</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"664.379\" cy=\"-218.789\" rx=\"51.9908\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"664.379\" y=\"-215.089\" font-family=\"Times,serif\" font-size=\"14.00\">GATAD2B</text>\n",
+       "<!-- TBL1XR1&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge188\" class=\"edge\"><title>TBL1XR1&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M855.922,-701.234C838.057,-721.024 809.112,-753.086 791.502,-772.593\"/>\n",
        "</g>\n",
-       "<!-- RB1 -->\n",
-       "<g id=\"node69\" class=\"node\"><title>RB1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"689.76\" cy=\"-266.598\" rx=\"27\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"689.76\" y=\"-262.898\" font-family=\"Times,serif\" font-size=\"14.00\">RB1</text>\n",
+       "<!-- TBL1XR1&#45;&#45;CHD1 -->\n",
+       "<g id=\"edge191\" class=\"edge\"><title>TBL1XR1&#45;&#45;CHD1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7979\" stroke-width=\"2\" d=\"M918.05,-678.979C967.839,-673.798 1045.69,-665.697 1089.72,-661.115\"/>\n",
        "</g>\n",
-       "<!-- ZBED1 -->\n",
-       "<g id=\"node70\" class=\"node\"><title>ZBED1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"373.784\" cy=\"-655.334\" rx=\"38.1938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"373.784\" y=\"-651.634\" font-family=\"Times,serif\" font-size=\"14.00\">ZBED1</text>\n",
+       "<!-- TBL1XR1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge192\" class=\"edge\"><title>TBL1XR1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M885.238,-701.337C919.311,-745.319 1008.14,-859.984 1042.5,-904.338\"/>\n",
        "</g>\n",
-       "<!-- TARDBP -->\n",
-       "<g id=\"node71\" class=\"node\"><title>TARDBP</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"888.841\" cy=\"-290.337\" rx=\"45.4919\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"888.841\" y=\"-286.637\" font-family=\"Times,serif\" font-size=\"14.00\">TARDBP</text>\n",
+       "<!-- MTA3&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge198\" class=\"edge\"><title>MTA3&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M751.211,-890.912C789.757,-899.429 853.599,-913.536 892.936,-922.228\"/>\n",
        "</g>\n",
-       "<!-- MEF2A -->\n",
-       "<g id=\"node72\" class=\"node\"><title>MEF2A</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"217.933\" cy=\"-654.371\" rx=\"40.0939\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"217.933\" y=\"-650.671\" font-family=\"Times,serif\" font-size=\"14.00\">MEF2A</text>\n",
+       "<!-- MTA3&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge197\" class=\"edge\"><title>MTA3&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#afafff\" stroke-width=\"2\" d=\"M753.822,-883.065C810.204,-882.047 920.479,-880.057 980.985,-878.964\"/>\n",
        "</g>\n",
-       "<!-- NFIC -->\n",
-       "<g id=\"node73\" class=\"node\"><title>NFIC</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"296.852\" cy=\"-646.643\" rx=\"30.5947\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"296.852\" y=\"-642.943\" font-family=\"Times,serif\" font-size=\"14.00\">NFIC</text>\n",
+       "<!-- MTA3&#45;&#45;MYC -->\n",
+       "<g id=\"edge196\" class=\"edge\"><title>MTA3&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#acacff\" stroke-width=\"2\" d=\"M738.154,-868.597C746.562,-862.11 756.354,-854.554 764.709,-848.107\"/>\n",
        "</g>\n",
-       "<!-- BCLAF1 -->\n",
-       "<g id=\"node74\" class=\"node\"><title>BCLAF1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"312.606\" cy=\"-452.654\" rx=\"43.5923\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"312.606\" y=\"-448.954\" font-family=\"Times,serif\" font-size=\"14.00\">BCLAF1</text>\n",
+       "<!-- MTA3&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge194\" class=\"edge\"><title>MTA3&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#a7a7ff\" stroke-width=\"2\" d=\"M743.114,-870.756C807.153,-836.968 978.681,-746.464 1040.75,-713.713\"/>\n",
        "</g>\n",
-       "<!-- MLLT1 -->\n",
-       "<g id=\"node75\" class=\"node\"><title>MLLT1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1081.85\" cy=\"-185.957\" rx=\"39.7935\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1081.85\" y=\"-182.257\" font-family=\"Times,serif\" font-size=\"14.00\">MLLT1</text>\n",
+       "<!-- MTA3&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge193\" class=\"edge\"><title>MTA3&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M728.779,-866.178C745.032,-838.257 776.627,-783.977 792.902,-756.016\"/>\n",
        "</g>\n",
-       "<!-- BMI1 -->\n",
-       "<g id=\"node76\" class=\"node\"><title>BMI1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"988.416\" cy=\"-199.331\" rx=\"32.4942\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"988.416\" y=\"-195.631\" font-family=\"Times,serif\" font-size=\"14.00\">BMI1</text>\n",
+       "<!-- MTA3&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge199\" class=\"edge\"><title>MTA3&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M738.413,-898.913C754.165,-910.994 776.03,-927.764 791.436,-939.58\"/>\n",
        "</g>\n",
-       "<!-- IKZF1 -->\n",
-       "<g id=\"node77\" class=\"node\"><title>IKZF1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"922.154\" cy=\"-243.361\" rx=\"34.394\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"922.154\" y=\"-239.661\" font-family=\"Times,serif\" font-size=\"14.00\">IKZF1</text>\n",
+       "<!-- MTA3&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge195\" class=\"edge\"><title>MTA3&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#a7a7ff\" stroke-width=\"2\" d=\"M729.18,-866.396C739.543,-849.478 755.239,-823.854 765.646,-806.865\"/>\n",
        "</g>\n",
-       "<!-- ZNF24 -->\n",
-       "<g id=\"node78\" class=\"node\"><title>ZNF24</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"965.371\" cy=\"-108.356\" rx=\"36.2938\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"965.371\" y=\"-104.656\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF24</text>\n",
+       "<!-- MTA3&#45;&#45;NFYA -->\n",
+       "<g id=\"edge200\" class=\"edge\"><title>MTA3&#45;&#45;NFYA</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M710.733,-901.374C686.403,-956.173 612.403,-1122.85 587.957,-1177.91\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge201\" class=\"edge\"><title>FOXM1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M672.955,-932.387C747.129,-920.912 908.537,-895.942 983.488,-884.347\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;MYC -->\n",
+       "<g id=\"edge205\" class=\"edge\"><title>FOXM1&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M655.988,-923.106C684.996,-902.741 735.937,-866.978 763.956,-847.306\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge204\" class=\"edge\"><title>FOXM1&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#afafff\" stroke-width=\"2\" d=\"M663.145,-925.435C739.196,-891.389 944.736,-799.374 1028.43,-761.905\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge202\" class=\"edge\"><title>FOXM1&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M674.557,-941.917C706.784,-944.746 751.221,-948.648 780.27,-951.198\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge203\" class=\"edge\"><title>FOXM1&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M650.266,-921.571C677.71,-892.797 733.368,-834.441 760.622,-805.866\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;NR2C1 -->\n",
+       "<g id=\"edge206\" class=\"edge\"><title>FOXM1&#45;&#45;NR2C1</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M663.393,-951.18C732.601,-981.572 906.062,-1057.75 973.986,-1087.57\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;CBX5 -->\n",
+       "<g id=\"edge207\" class=\"edge\"><title>FOXM1&#45;&#45;CBX5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M618.985,-955.413C581.75,-997.004 486.593,-1103.29 450.157,-1143.99\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;CBFB -->\n",
+       "<g id=\"edge208\" class=\"edge\"><title>FOXM1&#45;&#45;CBFB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8181\" stroke-width=\"2\" d=\"M594.9,-943.528C561.54,-947.897 514.276,-954.087 483.113,-958.168\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge209\" class=\"edge\"><title>FOXM1&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6262\" stroke-width=\"2\" d=\"M603.358,-950.205C540.965,-974.104 400.825,-1027.78 342.006,-1050.31\"/>\n",
+       "</g>\n",
+       "<!-- JUND&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge210\" class=\"edge\"><title>JUND&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9696ff\" stroke-width=\"2\" d=\"M737.768,-752.87C795.226,-778.098 932.651,-838.44 993.428,-865.127\"/>\n",
+       "</g>\n",
+       "<!-- JUND&#45;&#45;MYC -->\n",
+       "<g id=\"edge212\" class=\"edge\"><title>JUND&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M724.968,-758.304C738.054,-774.992 757.958,-800.376 770.928,-816.918\"/>\n",
+       "</g>\n",
+       "<!-- JUND&#45;&#45;MAFK -->\n",
+       "<g id=\"edge211\" class=\"edge\"><title>JUND&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#afafff\" stroke-width=\"2\" d=\"M713.928,-723.208C717.18,-695.996 723.265,-645.064 726.512,-617.893\"/>\n",
+       "</g>\n",
+       "<!-- CREM&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge213\" class=\"edge\"><title>CREM&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9e9eff\" stroke-width=\"2\" d=\"M1082.74,-847.379C1072.47,-852.699 1060.61,-858.84 1050.19,-864.234\"/>\n",
+       "</g>\n",
+       "<!-- CREM&#45;&#45;MYC -->\n",
+       "<g id=\"edge214\" class=\"edge\"><title>CREM&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M1071.68,-834.076C1007.54,-833.917 875.902,-833.589 815.448,-833.439\"/>\n",
+       "</g>\n",
+       "<!-- CREM&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge215\" class=\"edge\"><title>CREM&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M1126.87,-818.343C1141.66,-805.766 1162.27,-788.248 1177.13,-775.61\"/>\n",
+       "</g>\n",
+       "<!-- CHD2&#45;&#45;ZBTB33 -->\n",
+       "<g id=\"edge216\" class=\"edge\"><title>CHD2&#45;&#45;ZBTB33</title>\n",
+       "<path fill=\"none\" stroke=\"#7676ff\" stroke-width=\"2\" d=\"M1502.2,-765.444C1457.9,-738.965 1359.9,-680.383 1314,-652.95\"/>\n",
+       "</g>\n",
+       "<!-- ZBTB33&#45;&#45;REST -->\n",
+       "<g id=\"edge217\" class=\"edge\"><title>ZBTB33&#45;&#45;REST</title>\n",
+       "<path fill=\"none\" stroke=\"#7979ff\" stroke-width=\"2\" d=\"M1316.22,-624.189C1373.65,-594.108 1507.68,-523.898 1562.15,-495.368\"/>\n",
+       "</g>\n",
+       "<!-- ZBTB33&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge218\" class=\"edge\"><title>ZBTB33&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M1254.11,-648.153C1208.96,-660.836 1131.7,-682.536 1090.81,-694.022\"/>\n",
+       "</g>\n",
+       "<!-- ZBTB33&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge219\" class=\"edge\"><title>ZBTB33&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M1260.93,-651.851C1219.7,-671.56 1143.48,-708.005 1099.12,-729.212\"/>\n",
+       "</g>\n",
+       "<!-- ZBTB33&#45;&#45;TAF1 -->\n",
+       "<g id=\"edge221\" class=\"edge\"><title>ZBTB33&#45;&#45;TAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M1247.3,-640.349C1191.9,-643.124 1095.73,-647.941 1046.02,-650.43\"/>\n",
+       "</g>\n",
+       "<!-- ZBTB33&#45;&#45;NRF1 -->\n",
+       "<g id=\"edge220\" class=\"edge\"><title>ZBTB33&#45;&#45;NRF1</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M1312.47,-653.425C1343.79,-674.029 1399.29,-710.546 1429.48,-730.411\"/>\n",
+       "</g>\n",
+       "<!-- ZNF592&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge223\" class=\"edge\"><title>ZNF592&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M674.288,-899.085C731.058,-905.985 835.532,-918.681 890.844,-925.403\"/>\n",
+       "</g>\n",
+       "<!-- ZNF592&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge222\" class=\"edge\"><title>ZNF592&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M667.24,-905.241C700.753,-916.643 752.704,-934.318 783.827,-944.907\"/>\n",
+       "</g>\n",
+       "<!-- ZNF592&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge224\" class=\"edge\"><title>ZNF592&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M656.012,-878.842C682.708,-858.993 728.719,-824.783 755.455,-804.904\"/>\n",
+       "</g>\n",
+       "<!-- ZNF143&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge225\" class=\"edge\"><title>ZNF143&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M1269.05,-1055.4C1219,-1019.33 1094.87,-929.858 1044.73,-893.715\"/>\n",
+       "</g>\n",
+       "<!-- NR2F1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge226\" class=\"edge\"><title>NR2F1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M889.375,-1115.62C915.628,-1069.05 986.928,-942.563 1013.26,-895.848\"/>\n",
+       "</g>\n",
+       "<!-- RBBP5&#45;&#45;ETS1 -->\n",
+       "<g id=\"edge227\" class=\"edge\"><title>RBBP5&#45;&#45;ETS1</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M954.152,-942.555C1009.27,-968.757 1134.8,-1028.43 1187.53,-1053.49\"/>\n",
+       "</g>\n",
+       "<!-- RBBP5&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge232\" class=\"edge\"><title>RBBP5&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M905.664,-915.077C898.238,-910.037 889.964,-904.419 882.636,-899.445\"/>\n",
+       "</g>\n",
+       "<!-- RBBP5&#45;&#45;POLR2A -->\n",
+       "<g id=\"edge229\" class=\"edge\"><title>RBBP5&#45;&#45;POLR2A</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M958.976,-919.741C1022.44,-899.414 1165.08,-853.724 1231.19,-832.547\"/>\n",
+       "</g>\n",
+       "<!-- RBBP5&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge231\" class=\"edge\"><title>RBBP5&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M910.095,-913.731C881.113,-886.774 823.121,-832.831 793.965,-805.711\"/>\n",
+       "</g>\n",
+       "<!-- RBBP5&#45;&#45;TAF1 -->\n",
+       "<g id=\"edge228\" class=\"edge\"><title>RBBP5&#45;&#45;TAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M933.117,-911.619C948.884,-861.158 992.97,-720.064 1008.63,-669.957\"/>\n",
+       "</g>\n",
+       "<!-- RBBP5&#45;&#45;SMAD5 -->\n",
+       "<g id=\"edge230\" class=\"edge\"><title>RBBP5&#45;&#45;SMAD5</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M956.052,-941.56C992.848,-956.612 1056.46,-982.631 1094.03,-998.003\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;MLLT1 -->\n",
+       "<g id=\"edge247\" class=\"edge\"><title>KDM1A&#45;&#45;MLLT1</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M1023.09,-859.753C1022.75,-805.673 1021.74,-647.973 1021.4,-594.203\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;PML -->\n",
+       "<g id=\"edge241\" class=\"edge\"><title>KDM1A&#45;&#45;PML</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M992.477,-890.7C935.184,-914 813.126,-963.639 760.76,-984.936\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;STAT5A -->\n",
+       "<g id=\"edge238\" class=\"edge\"><title>KDM1A&#45;&#45;STAT5A</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M985.766,-869.544C921.007,-854.568 788.769,-823.988 723.537,-808.903\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;ARNT -->\n",
+       "<g id=\"edge233\" class=\"edge\"><title>KDM1A&#45;&#45;ARNT</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M1029.8,-860.341C1054.2,-794.289 1139.15,-564.272 1163.51,-498.301\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;GABPA -->\n",
+       "<g id=\"edge243\" class=\"edge\"><title>KDM1A&#45;&#45;GABPA</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M1010.06,-895.309C996.75,-912.618 976.287,-939.235 962.933,-956.606\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge234\" class=\"edge\"><title>KDM1A&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M1028.79,-860.332C1036.7,-835.043 1051.07,-789.073 1059.01,-763.708\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;CREB1 -->\n",
+       "<g id=\"edge236\" class=\"edge\"><title>KDM1A&#45;&#45;CREB1</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M1065.57,-878.204C1077.14,-878.204 1089.61,-878.205 1100.97,-878.205\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge245\" class=\"edge\"><title>KDM1A&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#b8b8ff\" stroke-width=\"2\" d=\"M980.873,-880.117C953.366,-881.361 918.121,-882.955 893.185,-884.082\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;MAX -->\n",
+       "<g id=\"edge239\" class=\"edge\"><title>KDM1A&#45;&#45;MAX</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M1020.99,-896.388C1017.25,-926.969 1009.76,-988.324 1006.04,-1018.76\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;MAZ -->\n",
+       "<g id=\"edge242\" class=\"edge\"><title>KDM1A&#45;&#45;MAZ</title>\n",
+       "<path fill=\"none\" stroke=\"#adadff\" stroke-width=\"2\" d=\"M1056.37,-866.947C1086.13,-856.847 1129.24,-842.218 1156.76,-832.878\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge235\" class=\"edge\"><title>KDM1A&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M999.656,-863.244C957.188,-836.272 868.29,-779.811 826.189,-753.072\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge237\" class=\"edge\"><title>KDM1A&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M990.358,-889.85C947.837,-904.927 874.609,-930.892 835.828,-944.644\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;TAF1 -->\n",
+       "<g id=\"edge246\" class=\"edge\"><title>KDM1A&#45;&#45;TAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M1022.49,-860.075C1020.81,-817.725 1016.64,-712.671 1014.95,-670.236\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;BHLHE40 -->\n",
+       "<g id=\"edge240\" class=\"edge\"><title>KDM1A&#45;&#45;BHLHE40</title>\n",
+       "<path fill=\"none\" stroke=\"#a8a8ff\" stroke-width=\"2\" d=\"M1030.05,-896.082C1050.87,-950.484 1113.29,-1113.61 1134.14,-1168.08\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;NR2C1 -->\n",
+       "<g id=\"edge244\" class=\"edge\"><title>KDM1A&#45;&#45;NR2C1</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M1021.46,-896.338C1017.45,-938 1007.63,-1040.15 1003.62,-1081.75\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;TBP -->\n",
+       "<g id=\"edge253\" class=\"edge\"><title>MYC&#45;&#45;TBP</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M796.29,-850.062C822.587,-885.284 883.44,-966.79 909.45,-1001.63\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;GABPA -->\n",
+       "<g id=\"edge250\" class=\"edge\"><title>MYC&#45;&#45;GABPA</title>\n",
+       "<path fill=\"none\" stroke=\"#9e9eff\" stroke-width=\"2\" d=\"M801.567,-848.399C833.067,-875.092 898.464,-930.513 930.762,-957.882\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge248\" class=\"edge\"><title>MYC&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M786.671,-815.147C792.458,-778.156 805.529,-694.622 811.291,-657.79\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;E2F8 -->\n",
+       "<g id=\"edge255\" class=\"edge\"><title>MYC&#45;&#45;E2F8</title>\n",
+       "<path fill=\"none\" stroke=\"#bdbdff\" stroke-width=\"2\" d=\"M768.262,-849.031C739.762,-877.735 679.511,-938.418 651.167,-966.965\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;CREB1 -->\n",
+       "<g id=\"edge254\" class=\"edge\"><title>MYC&#45;&#45;CREB1</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M814.464,-837.223C879.614,-845.434 1031.69,-864.603 1102.33,-873.507\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge249\" class=\"edge\"><title>MYC&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M804.382,-847.057C815.794,-854.658 829.95,-864.087 841.383,-871.703\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge251\" class=\"edge\"><title>MYC&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#a5a5ff\" stroke-width=\"2\" d=\"M787.545,-815.057C790.988,-798.139 796.073,-773.152 799.491,-756.356\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge252\" class=\"edge\"><title>MYC&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M780.749,-815.205C780.317,-812.648 779.872,-810.019 779.44,-807.463\"/>\n",
+       "</g>\n",
+       "<!-- MLLT1&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge256\" class=\"edge\"><title>MLLT1&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6161\" stroke-width=\"2\" d=\"M1024.92,-557.758C1034.25,-510.969 1058.95,-387.087 1068.24,-340.48\"/>\n",
+       "</g>\n",
+       "<!-- PML&#45;&#45;CBX5 -->\n",
+       "<g id=\"edge257\" class=\"edge\"><title>PML&#45;&#45;CBX5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M713.971,-1007.13C658.825,-1037.46 515.489,-1116.28 459.018,-1147.34\"/>\n",
+       "</g>\n",
+       "<!-- PML&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge258\" class=\"edge\"><title>PML&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4c4c\" stroke-width=\"2\" d=\"M763.646,-988.714C815.694,-976.89 929.373,-951.066 998.748,-935.306\"/>\n",
+       "</g>\n",
+       "<!-- STAT5A&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge259\" class=\"edge\"><title>STAT5A&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M726.716,-794.162C791.217,-784.911 916.591,-766.93 995.164,-755.662\"/>\n",
+       "</g>\n",
+       "<!-- STAT5A&#45;&#45;CHD1 -->\n",
+       "<g id=\"edge260\" class=\"edge\"><title>STAT5A&#45;&#45;CHD1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8787\" stroke-width=\"2\" d=\"M719.748,-788.91C803.363,-761.693 1016.36,-692.363 1094.07,-667.07\"/>\n",
+       "</g>\n",
+       "<!-- STAT5A&#45;&#45;CBFB -->\n",
+       "<g id=\"edge261\" class=\"edge\"><title>STAT5A&#45;&#45;CBFB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8080\" stroke-width=\"2\" d=\"M662.921,-815.649C617.517,-847.068 515.495,-917.668 471.597,-948.045\"/>\n",
+       "</g>\n",
+       "<!-- NBN&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge262\" class=\"edge\"><title>NBN&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7272\" stroke-width=\"2\" d=\"M1099.35,-557.119C1093.88,-510.457 1079.4,-386.911 1073.96,-340.431\"/>\n",
+       "</g>\n",
+       "<!-- NBN&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge263\" class=\"edge\"><title>NBN&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6161\" stroke-width=\"2\" d=\"M1099.12,-593.469C1091.34,-653.278 1066.57,-843.662 1058.75,-903.817\"/>\n",
+       "</g>\n",
+       "<!-- TBP&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge264\" class=\"edge\"><title>TBP&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3838\" stroke-width=\"2\" d=\"M940.333,-1004.59C964.199,-987.647 1005.5,-958.326 1031.85,-939.621\"/>\n",
+       "</g>\n",
+       "<!-- E2F4&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge266\" class=\"edge\"><title>E2F4&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M1035.92,-694.811C990.508,-683.541 900.158,-661.12 849.915,-648.651\"/>\n",
+       "</g>\n",
+       "<!-- E2F4&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge265\" class=\"edge\"><title>E2F4&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#acacff\" stroke-width=\"2\" d=\"M1047.08,-716.716C1009.3,-751.184 916.798,-835.57 878.796,-870.239\"/>\n",
+       "</g>\n",
+       "<!-- E2F4&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge267\" class=\"edge\"><title>E2F4&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M1036.81,-709.843C984.035,-725.954 866.687,-761.779 809.282,-779.303\"/>\n",
+       "</g>\n",
+       "<!-- E2F4&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge269\" class=\"edge\"><title>E2F4&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7575\" stroke-width=\"2\" d=\"M1087.86,-712.289C1110.27,-722.08 1143.55,-736.623 1167.27,-746.989\"/>\n",
+       "</g>\n",
+       "<!-- E2F4&#45;&#45;CHD1 -->\n",
+       "<g id=\"edge268\" class=\"edge\"><title>E2F4&#45;&#45;CHD1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M1082.7,-687.502C1089.22,-682.676 1096.52,-677.272 1103.09,-672.402\"/>\n",
+       "</g>\n",
+       "<!-- ETS1&#45;&#45;SREBF2 -->\n",
+       "<g id=\"edge270\" class=\"edge\"><title>ETS1&#45;&#45;SREBF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M1230.39,-1050.73C1239,-1044.26 1249.22,-1036.57 1258.08,-1029.9\"/>\n",
+       "</g>\n",
+       "<!-- ETS1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge271\" class=\"edge\"><title>ETS1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4e4e\" stroke-width=\"2\" d=\"M1194.94,-1049.64C1166.01,-1023.04 1106.52,-968.342 1075.75,-940.048\"/>\n",
+       "</g>\n",
+       "<!-- ARNT&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge272\" class=\"edge\"><title>ARNT&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6868\" stroke-width=\"2\" d=\"M1159.39,-463.271C1140.49,-432.862 1101.42,-369.999 1082.53,-339.605\"/>\n",
+       "</g>\n",
+       "<!-- GABPA&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge273\" class=\"edge\"><title>GABPA&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M933.965,-957.185C900.976,-922.051 824.746,-840.865 791.897,-805.881\"/>\n",
+       "</g>\n",
+       "<!-- GABPA&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge274\" class=\"edge\"><title>GABPA&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M922.369,-987.304C886.598,-1004.9 824.235,-1035.57 788.752,-1053.02\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS5&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge277\" class=\"edge\"><title>POLR2AphosphoS5&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M1039.39,-763.12C998.668,-791.225 919.292,-846.005 882.148,-871.639\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS5&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge276\" class=\"edge\"><title>POLR2AphosphoS5&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#b3b3ff\" stroke-width=\"2\" d=\"M981.897,-743.399C935.212,-742.101 879.045,-740.541 842.287,-739.519\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS5&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge275\" class=\"edge\"><title>POLR2AphosphoS5&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b2b2ff\" stroke-width=\"2\" d=\"M996.323,-756.043C939.217,-764.69 859.912,-776.699 813.781,-783.685\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS5&#45;&#45;HDGF -->\n",
+       "<g id=\"edge278\" class=\"edge\"><title>POLR2AphosphoS5&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M1122.15,-732.601C1159.18,-724.168 1205.93,-713.524 1236.42,-706.581\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge283\" class=\"edge\"><title>NKRF&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3c3c\" stroke-width=\"2\" d=\"M656.729,-546.823C666.144,-522.665 682.821,-479.87 692.218,-455.758\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;ARID3A -->\n",
+       "<g id=\"edge280\" class=\"edge\"><title>NKRF&#45;&#45;ARID3A</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M618.339,-556.908C583.069,-548.144 525.893,-533.935 488.488,-524.64\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;HDAC6 -->\n",
+       "<g id=\"edge279\" class=\"edge\"><title>NKRF&#45;&#45;HDAC6</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M636.456,-548.096C598.366,-500.495 489.141,-363.998 450.718,-315.981\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;GATAD2B -->\n",
+       "<g id=\"edge281\" class=\"edge\"><title>NKRF&#45;&#45;GATAD2B</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7373\" stroke-width=\"2\" d=\"M636.923,-547.726C611.941,-514.654 557.015,-441.939 531.685,-408.405\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge282\" class=\"edge\"><title>NKRF&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5656\" stroke-width=\"2\" d=\"M667.488,-580.307C733.672,-638.499 966.036,-842.805 1036.17,-904.467\"/>\n",
+       "</g>\n",
+       "<!-- SMAD1&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge284\" class=\"edge\"><title>SMAD1&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M809.56,-657.809C802.306,-686.56 788.206,-742.451 780.943,-771.242\"/>\n",
+       "</g>\n",
+       "<!-- ZSCAN29&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge285\" class=\"edge\"><title>ZSCAN29&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6868\" stroke-width=\"2\" d=\"M714.494,-502.752C711.208,-488.872 706.681,-469.749 703.398,-455.878\"/>\n",
+       "</g>\n",
+       "<!-- TARDBP&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge288\" class=\"edge\"><title>TARDBP&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4f4f\" stroke-width=\"2\" d=\"M956.893,-472.688C898.079,-464.763 793.59,-450.682 737.415,-443.112\"/>\n",
+       "</g>\n",
+       "<!-- TARDBP&#45;&#45;HDGF -->\n",
+       "<g id=\"edge286\" class=\"edge\"><title>TARDBP&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M1019.72,-494.736C1069.68,-535.877 1200.71,-643.779 1249.52,-683.968\"/>\n",
+       "</g>\n",
+       "<!-- TARDBP&#45;&#45;IKZF1 -->\n",
+       "<g id=\"edge287\" class=\"edge\"><title>TARDBP&#45;&#45;IKZF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M996.315,-460.242C989.208,-424.999 973.677,-347.985 966.625,-313.016\"/>\n",
+       "</g>\n",
+       "<!-- CREB1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge289\" class=\"edge\"><title>CREB1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7979\" stroke-width=\"2\" d=\"M1148.07,-860.443C1158.7,-838.074 1176.86,-799.863 1187.52,-777.437\"/>\n",
+       "</g>\n",
+       "<!-- TCF7&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge290\" class=\"edge\"><title>TCF7&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M847.541,-869.18C831.876,-851.609 807.075,-823.788 791.273,-806.061\"/>\n",
+       "</g>\n",
+       "<!-- TCF7&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge291\" class=\"edge\"><title>TCF7&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8787\" stroke-width=\"2\" d=\"M852.488,-902.812C833.416,-937.257 790.924,-1014 771.757,-1048.62\"/>\n",
+       "</g>\n",
+       "<!-- MAX&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge292\" class=\"edge\"><title>MAX&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4646\" stroke-width=\"2\" d=\"M1012.05,-1018.84C1021.86,-997.454 1038.18,-961.863 1048.04,-940.364\"/>\n",
+       "</g>\n",
+       "<!-- MAZ&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge293\" class=\"edge\"><title>MAZ&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9191\" stroke-width=\"2\" d=\"M1186.82,-805.963C1188.56,-797.189 1190.65,-786.643 1192.4,-777.823\"/>\n",
+       "</g>\n",
+       "<!-- MAZ&#45;&#45;CHD1 -->\n",
+       "<g id=\"edge294\" class=\"edge\"><title>MAZ&#45;&#45;CHD1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8b8b\" stroke-width=\"2\" d=\"M1176.82,-806.093C1165.25,-774.182 1141.1,-707.565 1129.5,-675.565\"/>\n",
+       "</g>\n",
+       "<!-- MAZ&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge295\" class=\"edge\"><title>MAZ&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5454\" stroke-width=\"2\" d=\"M1164.54,-838.392C1141.79,-856.023 1103.42,-885.75 1079.02,-904.656\"/>\n",
+       "</g>\n",
+       "<!-- POLR2A&#45;&#45;HDGF -->\n",
+       "<g id=\"edge296\" class=\"edge\"><title>POLR2A&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M1266.38,-803.372C1266.78,-780.3 1267.47,-740.534 1267.88,-717.426\"/>\n",
+       "</g>\n",
+       "<!-- POLR2A&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge297\" class=\"edge\"><title>POLR2A&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5757\" stroke-width=\"2\" d=\"M1237.34,-835.189C1199.09,-853.582 1131.51,-886.08 1090.64,-905.735\"/>\n",
+       "</g>\n",
+       "<!-- ESRRA&#45;&#45;MAFK -->\n",
+       "<g id=\"edge299\" class=\"edge\"><title>ESRRA&#45;&#45;MAFK</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M793.708,-720.864C779.387,-694.184 752.312,-643.746 738.036,-617.151\"/>\n",
+       "</g>\n",
+       "<!-- ESRRA&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge298\" class=\"edge\"><title>ESRRA&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M793.928,-755.954C791.267,-761.017 788.361,-766.546 785.693,-771.621\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;CUX1 -->\n",
+       "<g id=\"edge301\" class=\"edge\"><title>E4F1&#45;&#45;CUX1</title>\n",
+       "<path fill=\"none\" stroke=\"#b6b6ff\" stroke-width=\"2\" d=\"M804.725,-971.695C783.964,-1042.3 707.838,-1301.18 687.125,-1371.62\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge300\" class=\"edge\"><title>E4F1&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#a4a4ff\" stroke-width=\"2\" d=\"M802.495,-971.361C793.542,-992.345 778.643,-1027.26 769.643,-1048.35\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;CEBPZ -->\n",
+       "<g id=\"edge302\" class=\"edge\"><title>E4F1&#45;&#45;CEBPZ</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M783.389,-945.56C708.852,-922.447 498.104,-857.097 417.093,-831.977\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge304\" class=\"edge\"><title>E4F1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8787\" stroke-width=\"2\" d=\"M832.977,-942.237C900.5,-908.259 1097.96,-808.895 1169.64,-772.828\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;SREBF2 -->\n",
+       "<g id=\"edge303\" class=\"edge\"><title>E4F1&#45;&#45;SREBF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M839.337,-957.573C920.09,-967.934 1145.72,-996.882 1238.53,-1008.79\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge305\" class=\"edge\"><title>E4F1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5454\" stroke-width=\"2\" d=\"M839.703,-949.997C875.411,-945.418 936.536,-937.581 984.774,-931.397\"/>\n",
+       "</g>\n",
+       "<!-- MAFK&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge306\" class=\"edge\"><title>MAFK&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M725.41,-581.796C719.734,-550.7 708.129,-487.119 702.443,-455.967\"/>\n",
+       "</g>\n",
+       "<!-- MAFK&#45;&#45;FOXK2 -->\n",
+       "<g id=\"edge307\" class=\"edge\"><title>MAFK&#45;&#45;FOXK2</title>\n",
+       "<path fill=\"none\" stroke=\"#b5b5ff\" stroke-width=\"2\" d=\"M733.256,-617.908C742.372,-654.153 762.711,-735.023 771.816,-771.223\"/>\n",
+       "</g>\n",
+       "<!-- BACH1&#45;&#45;LARP7 -->\n",
+       "<g id=\"edge309\" class=\"edge\"><title>BACH1&#45;&#45;LARP7</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3131\" stroke-width=\"2\" d=\"M736.929,-443.765C745.439,-445.074 754.452,-446.46 762.895,-447.758\"/>\n",
+       "</g>\n",
+       "<!-- BACH1&#45;&#45;SMARCA5 -->\n",
+       "<g id=\"edge308\" class=\"edge\"><title>BACH1&#45;&#45;SMARCA5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5151\" stroke-width=\"2\" d=\"M674.998,-452.534C629.199,-480.17 530.095,-539.972 482.721,-568.559\"/>\n",
+       "</g>\n",
+       "<!-- RB1&#45;&#45;LARP7 -->\n",
+       "<g id=\"edge310\" class=\"edge\"><title>RB1&#45;&#45;LARP7</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7070\" stroke-width=\"2\" d=\"M629.883,-624.529C664.093,-589.911 747.351,-505.658 782.73,-469.856\"/>\n",
+       "</g>\n",
+       "<!-- RB1&#45;&#45;SMARCA5 -->\n",
+       "<g id=\"edge311\" class=\"edge\"><title>RB1&#45;&#45;SMARCA5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6a6a\" stroke-width=\"2\" d=\"M590.756,-631.376C564.889,-622.328 523.436,-607.827 493.423,-597.328\"/>\n",
+       "</g>\n",
+       "<!-- FOXK2&#45;&#45;TAF1 -->\n",
+       "<g id=\"edge312\" class=\"edge\"><title>FOXK2&#45;&#45;TAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#b9b9ff\" stroke-width=\"2\" d=\"M800.934,-775.17C847.343,-748.376 947.263,-690.686 991.899,-664.916\"/>\n",
+       "</g>\n",
+       "<!-- TAF1&#45;&#45;SMARCA5 -->\n",
+       "<g id=\"edge315\" class=\"edge\"><title>TAF1&#45;&#45;SMARCA5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8080\" stroke-width=\"2\" d=\"M983.047,-648.242C890.822,-637.061 618.798,-604.081 506.17,-590.427\"/>\n",
+       "</g>\n",
+       "<!-- TAF1&#45;&#45;HDGF -->\n",
+       "<g id=\"edge313\" class=\"edge\"><title>TAF1&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9191\" stroke-width=\"2\" d=\"M1044.61,-657.684C1092.67,-666.638 1185.83,-683.999 1235.37,-693.229\"/>\n",
+       "</g>\n",
+       "<!-- TAF1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge314\" class=\"edge\"><title>TAF1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9090\" stroke-width=\"2\" d=\"M1036.52,-665.208C1070.84,-685.509 1136.36,-724.265 1171.81,-745.231\"/>\n",
+       "</g>\n",
+       "<!-- TAF1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge316\" class=\"edge\"><title>TAF1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3636\" stroke-width=\"2\" d=\"M1017.06,-670.17C1024.73,-719.393 1045.88,-855.02 1053.54,-904.15\"/>\n",
+       "</g>\n",
+       "<!-- NFXL1&#45;&#45;CUX1 -->\n",
+       "<g id=\"edge317\" class=\"edge\"><title>NFXL1&#45;&#45;CUX1</title>\n",
+       "<path fill=\"none\" stroke=\"#a1a1ff\" stroke-width=\"2\" d=\"M605.754,-1658.4C620.34,-1606.87 662.229,-1458.88 676.813,-1407.36\"/>\n",
+       "</g>\n",
+       "<!-- CEBPB&#45;&#45;NR2C1 -->\n",
+       "<g id=\"edge318\" class=\"edge\"><title>CEBPB&#45;&#45;NR2C1</title>\n",
+       "<path fill=\"none\" stroke=\"#b0b0ff\" stroke-width=\"2\" d=\"M798.996,-1071.34C844.329,-1077.71 920.688,-1088.43 965.678,-1094.74\"/>\n",
+       "</g>\n",
+       "<!-- CEBPB&#45;&#45;ZBED1 -->\n",
+       "<g id=\"edge319\" class=\"edge\"><title>CEBPB&#45;&#45;ZBED1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M736.768,-1079.8C679.806,-1110.55 541.954,-1184.95 484.86,-1215.77\"/>\n",
+       "</g>\n",
+       "<!-- SMAD5&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge320\" class=\"edge\"><title>SMAD5&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3939\" stroke-width=\"2\" d=\"M1110.89,-992.971C1099.13,-977.714 1082.11,-955.632 1070.22,-940.208\"/>\n",
+       "</g>\n",
+       "<!-- YY1&#45;&#45;SMC3 -->\n",
+       "<g id=\"edge321\" class=\"edge\"><title>YY1&#45;&#45;SMC3</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9393\" stroke-width=\"2\" d=\"M901.547,-1065.42C828.871,-1033.81 606.565,-937.091 529.43,-903.533\"/>\n",
+       "</g>\n",
+       "<!-- YY1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge322\" class=\"edge\"><title>YY1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M938.422,-1059.73C963.098,-1030.96 1015.13,-970.283 1041.04,-940.081\"/>\n",
+       "</g>\n",
+       "<!-- MXI1&#45;&#45;LARP7 -->\n",
+       "<g id=\"edge325\" class=\"edge\"><title>MXI1&#45;&#45;LARP7</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7373\" stroke-width=\"2\" d=\"M1172.28,-626.258C1101.2,-593.322 899.702,-499.951 826.271,-465.925\"/>\n",
+       "</g>\n",
+       "<!-- MXI1&#45;&#45;HDGF -->\n",
+       "<g id=\"edge324\" class=\"edge\"><title>MXI1&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7575\" stroke-width=\"2\" d=\"M1214.98,-653.124C1225.77,-662.499 1239.58,-674.495 1250.43,-683.916\"/>\n",
+       "</g>\n",
+       "<!-- MXI1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge323\" class=\"edge\"><title>MXI1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7c7c\" stroke-width=\"2\" d=\"M1197.28,-656.152C1197,-679.078 1196.52,-718.239 1196.24,-741.222\"/>\n",
+       "</g>\n",
+       "<!-- MXI1&#45;&#45;CHD1 -->\n",
+       "<g id=\"edge326\" class=\"edge\"><title>MXI1&#45;&#45;CHD1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7272\" stroke-width=\"2\" d=\"M1168.06,-645.735C1163.34,-646.983 1158.45,-648.277 1153.7,-649.532\"/>\n",
+       "</g>\n",
+       "<!-- MXI1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge327\" class=\"edge\"><title>MXI1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4c4c\" stroke-width=\"2\" d=\"M1188.68,-655.729C1163.39,-706.659 1090.87,-852.702 1065.36,-904.077\"/>\n",
+       "</g>\n",
+       "<!-- NRF1&#45;&#45;HDGF -->\n",
+       "<g id=\"edge328\" class=\"edge\"><title>NRF1&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8e8e\" stroke-width=\"2\" d=\"M1420.37,-736.808C1387,-728.594 1333.43,-715.405 1299.56,-707.067\"/>\n",
+       "</g>\n",
+       "<!-- LARP7&#45;&#45;GATAD2B -->\n",
+       "<g id=\"edge329\" class=\"edge\"><title>LARP7&#45;&#45;GATAD2B</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4343\" stroke-width=\"2\" d=\"M764.656,-445.658C713.717,-434.316 618.263,-413.063 562.34,-400.611\"/>\n",
+       "</g>\n",
+       "<!-- CBX3&#45;&#45;CBX5 -->\n",
+       "<g id=\"edge330\" class=\"edge\"><title>CBX3&#45;&#45;CBX5</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M228.334,-1364.96C269.452,-1324.34 378.155,-1216.98 419.442,-1176.2\"/>\n",
+       "</g>\n",
+       "<!-- CBX5&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge331\" class=\"edge\"><title>CBX5&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M417.368,-1145.05C394.598,-1126.22 355.95,-1094.26 333.283,-1075.52\"/>\n",
+       "</g>\n",
+       "<!-- CHD4&#45;&#45;SMARCA5 -->\n",
+       "<g id=\"edge332\" class=\"edge\"><title>CHD4&#45;&#45;SMARCA5</title>\n",
+       "<path fill=\"none\" stroke=\"#bbbbff\" stroke-width=\"2\" d=\"M211.537,-404.455C259.895,-439.983 383.308,-530.652 434.105,-567.972\"/>\n",
+       "</g>\n",
+       "<!-- SMARCA5&#45;&#45;SMC3 -->\n",
+       "<g id=\"edge334\" class=\"edge\"><title>SMARCA5&#45;&#45;SMC3</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7b7b\" stroke-width=\"2\" d=\"M459.223,-602.717C467.452,-657.412 491.783,-819.129 499.993,-873.699\"/>\n",
+       "</g>\n",
+       "<!-- SMARCA5&#45;&#45;CTCF -->\n",
+       "<g id=\"edge333\" class=\"edge\"><title>SMARCA5&#45;&#45;CTCF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8989\" stroke-width=\"2\" d=\"M420.862,-570.937C359.069,-547.571 233.31,-500.017 178.19,-479.174\"/>\n",
+       "</g>\n",
+       "<!-- SMARCA5&#45;&#45;GATAD2B -->\n",
+       "<g id=\"edge336\" class=\"edge\"><title>SMARCA5&#45;&#45;GATAD2B</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6565\" stroke-width=\"2\" d=\"M462.295,-566.19C474.131,-529.203 500.858,-445.679 512.643,-408.851\"/>\n",
+       "</g>\n",
+       "<!-- SMARCA5&#45;&#45;BCLAF1 -->\n",
+       "<g id=\"edge335\" class=\"edge\"><title>SMARCA5&#45;&#45;BCLAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6767\" stroke-width=\"2\" d=\"M436.217,-601.356C387.736,-641.947 265.5,-744.289 217.842,-784.191\"/>\n",
+       "</g>\n",
+       "<!-- CEBPZ&#45;&#45;RFX5 -->\n",
+       "<g id=\"edge337\" class=\"edge\"><title>CEBPZ&#45;&#45;RFX5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff9191\" stroke-width=\"2\" d=\"M349.565,-814.637C289.413,-802.128 167.93,-776.865 110.949,-765.015\"/>\n",
+       "</g>\n",
+       "<!-- HDGF&#45;&#45;SP1 -->\n",
+       "<g id=\"edge339\" class=\"edge\"><title>HDGF&#45;&#45;SP1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7878\" stroke-width=\"2\" d=\"M1286.59,-714.589C1327.78,-748.706 1426.9,-830.811 1466.88,-863.931\"/>\n",
+       "</g>\n",
+       "<!-- HDGF&#45;&#45;ELK1 -->\n",
+       "<g id=\"edge338\" class=\"edge\"><title>HDGF&#45;&#45;ELK1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7e7e\" stroke-width=\"2\" d=\"M1301.18,-693.944C1313.95,-691.854 1328.5,-689.472 1341.11,-687.408\"/>\n",
+       "</g>\n",
+       "<!-- SREBF2&#45;&#45;SP1 -->\n",
+       "<g id=\"edge340\" class=\"edge\"><title>SREBF2&#45;&#45;SP1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8c8c\" stroke-width=\"2\" d=\"M1302.3,-998.686C1343,-971.689 1426.76,-916.129 1464.65,-890.992\"/>\n",
+       "</g>\n",
+       "<!-- MEF2A&#45;&#45;NFIC -->\n",
+       "<g id=\"edge341\" class=\"edge\"><title>MEF2A&#45;&#45;NFIC</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6d6d\" stroke-width=\"2\" d=\"M404.03,-1020.08C383.089,-1005.01 351.442,-982.238 331.213,-967.679\"/>\n",
+       "</g>\n",
+       "<!-- MEF2A&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge342\" class=\"edge\"><title>MEF2A&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4444\" stroke-width=\"2\" d=\"M389.311,-1043.68C374.877,-1046.97 358.458,-1050.72 344.75,-1053.84\"/>\n",
+       "</g>\n",
+       "<!-- IKZF1&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge343\" class=\"edge\"><title>IKZF1&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4a4a\" stroke-width=\"2\" d=\"M994.2,-302.929C1009.27,-306.711 1027.28,-311.228 1042.15,-314.959\"/>\n",
+       "</g>\n",
+       "<!-- CHD1&#45;&#45;ELK1 -->\n",
+       "<g id=\"edge344\" class=\"edge\"><title>CHD1&#45;&#45;ELK1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff8b8b\" stroke-width=\"2\" d=\"M1156.39,-660.947C1204.58,-665.704 1293.05,-674.436 1340.46,-679.116\"/>\n",
+       "</g>\n",
+       "<!-- NFIC&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge345\" class=\"edge\"><title>NFIC&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3939\" stroke-width=\"2\" d=\"M312.417,-971.864C313.036,-991.51 314.018,-1022.68 314.638,-1042.36\"/>\n",
+       "</g>\n",
+       "<!-- CBFB&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge346\" class=\"edge\"><title>CBFB&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3f3f\" stroke-width=\"2\" d=\"M430.85,-976.879C405.055,-995.549 360.489,-1027.81 334.869,-1046.35\"/>\n",
+       "</g>\n",
+       "<!-- EP300&#45;&#45;USF2 -->\n",
+       "<g id=\"edge347\" class=\"edge\"><title>EP300&#45;&#45;USF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff7979\" stroke-width=\"2\" d=\"M1489.18,-1437C1486.64,-1437 1484.09,-1437 1481.58,-1437\"/>\n",
+       "</g>\n",
+       "<!-- BMI1&#45;&#45;ZNF24 -->\n",
+       "<g id=\"edge348\" class=\"edge\"><title>BMI1&#45;&#45;ZNF24</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M1074.59,-304.278C1082.8,-250.136 1107.07,-90.0533 1115.26,-36.0355\"/>\n",
+       "</g>\n",
+       "<!-- BMI1&#45;&#45;NFATC3 -->\n",
+       "<g id=\"edge349\" class=\"edge\"><title>BMI1&#45;&#45;NFATC3</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4a4a\" stroke-width=\"2\" d=\"M1080.49,-304.825C1104.79,-255.377 1173.56,-115.481 1197.99,-65.7795\"/>\n",
+       "</g>\n",
+       "<!-- ZBED1&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge350\" class=\"edge\"><title>ZBED1&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4e4e\" stroke-width=\"2\" d=\"M445.083,-1212.67C417.295,-1180.13 356.487,-1108.92 329.086,-1076.83\"/>\n",
+       "</g>\n",
+       "<!-- BCLAF1&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge351\" class=\"edge\"><title>BCLAF1&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M206.421,-818.353C227.814,-865.985 286.001,-995.539 307.281,-1042.92\"/>\n",
+       "</g>\n",
+       "<!-- ATF2&#45;&#45;ETV6 -->\n",
+       "<g id=\"edge352\" class=\"edge\"><title>ATF2&#45;&#45;ETV6</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4444\" stroke-width=\"2\" d=\"M290.618,-1072.09C237.284,-1097.04 111.469,-1155.92 57.6415,-1181.11\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;SIN3A -->\n",
+       "<g id=\"edge353\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;SIN3A</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4848\" stroke-width=\"2\" d=\"M1070.19,-940.196C1108.67,-990.198 1216.58,-1130.44 1254.12,-1179.22\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;ELF1 -->\n",
+       "<g id=\"edge354\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;ELF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3b3b\" stroke-width=\"2\" d=\"M1063.09,-940.617C1084.49,-999.037 1150.71,-1179.88 1171.86,-1237.65\"/>\n",
+       "</g>\n",
+       "<!-- SIX5 -->\n",
+       "<g id=\"node1\" class=\"node\"><title>SIX5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1450.41\" cy=\"-1018.02\" rx=\"29.4969\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1450.41\" y=\"-1014.32\" font-family=\"Times,serif\" font-size=\"14.00\">SIX5</text>\n",
+       "</g>\n",
+       "<!-- SUZ12 -->\n",
+       "<g id=\"node2\" class=\"node\"><title>SUZ12</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1309.88\" cy=\"-951.153\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1309.88\" y=\"-947.453\" font-family=\"Times,serif\" font-size=\"14.00\">SUZ12</text>\n",
+       "</g>\n",
+       "<!-- HDAC2 -->\n",
+       "<g id=\"node3\" class=\"node\"><title>HDAC2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"867.33\" cy=\"-786.478\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"867.33\" y=\"-782.778\" font-family=\"Times,serif\" font-size=\"14.00\">HDAC2</text>\n",
+       "</g>\n",
+       "<!-- RCOR1 -->\n",
+       "<g id=\"node4\" class=\"node\"><title>RCOR1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"978.791\" cy=\"-696.778\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"978.791\" y=\"-693.078\" font-family=\"Times,serif\" font-size=\"14.00\">RCOR1</text>\n",
+       "</g>\n",
+       "<!-- TCF12 -->\n",
+       "<g id=\"node5\" class=\"node\"><title>TCF12</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1276.94\" cy=\"-880.7\" rx=\"35.9954\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1276.94\" y=\"-877\" font-family=\"Times,serif\" font-size=\"14.00\">TCF12</text>\n",
+       "</g>\n",
+       "<!-- HCFC1 -->\n",
+       "<g id=\"node6\" class=\"node\"><title>HCFC1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1173.6\" cy=\"-966.315\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1173.6\" y=\"-962.615\" font-family=\"Times,serif\" font-size=\"14.00\">HCFC1</text>\n",
+       "</g>\n",
+       "<!-- JUNB -->\n",
+       "<g id=\"node7\" class=\"node\"><title>JUNB</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"597.923\" cy=\"-821.313\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"597.923\" y=\"-817.613\" font-family=\"Times,serif\" font-size=\"14.00\">JUNB</text>\n",
+       "</g>\n",
+       "<!-- FOS -->\n",
+       "<g id=\"node8\" class=\"node\"><title>FOS</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"624.784\" cy=\"-721.58\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"624.784\" y=\"-717.88\" font-family=\"Times,serif\" font-size=\"14.00\">FOS</text>\n",
+       "</g>\n",
+       "<!-- DPF2 -->\n",
+       "<g id=\"node9\" class=\"node\"><title>DPF2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"921.203\" cy=\"-542.176\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"921.203\" y=\"-538.476\" font-family=\"Times,serif\" font-size=\"14.00\">DPF2</text>\n",
+       "</g>\n",
+       "<!-- ATF7 -->\n",
+       "<g id=\"node10\" class=\"node\"><title>ATF7</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"982.045\" cy=\"-789.732\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"982.045\" y=\"-786.032\" font-family=\"Times,serif\" font-size=\"14.00\">ATF7</text>\n",
+       "</g>\n",
+       "<!-- NR2C2 -->\n",
+       "<g id=\"node11\" class=\"node\"><title>NR2C2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"860.767\" cy=\"-835.379\" rx=\"37.8943\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"860.767\" y=\"-831.679\" font-family=\"Times,serif\" font-size=\"14.00\">NR2C2</text>\n",
+       "</g>\n",
+       "<!-- UBTF -->\n",
+       "<g id=\"node12\" class=\"node\"><title>UBTF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"960.787\" cy=\"-833.773\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"960.787\" y=\"-830.073\" font-family=\"Times,serif\" font-size=\"14.00\">UBTF</text>\n",
+       "</g>\n",
+       "<!-- SKIL -->\n",
+       "<g id=\"node13\" class=\"node\"><title>SKIL</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"792.284\" cy=\"-896.13\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"792.284\" y=\"-892.43\" font-family=\"Times,serif\" font-size=\"14.00\">SKIL</text>\n",
+       "</g>\n",
+       "<!-- ATF3 -->\n",
+       "<g id=\"node14\" class=\"node\"><title>ATF3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"731.121\" cy=\"-693.994\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"731.121\" y=\"-690.294\" font-family=\"Times,serif\" font-size=\"14.00\">ATF3</text>\n",
+       "</g>\n",
+       "<!-- TCF3 -->\n",
+       "<g id=\"node15\" class=\"node\"><title>TCF3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"847.256\" cy=\"-1022.73\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"847.256\" y=\"-1019.03\" font-family=\"Times,serif\" font-size=\"14.00\">TCF3</text>\n",
+       "</g>\n",
+       "<!-- MTA2 -->\n",
+       "<g id=\"node16\" class=\"node\"><title>MTA2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"854.465\" cy=\"-586.464\" rx=\"35.194\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"854.465\" y=\"-582.764\" font-family=\"Times,serif\" font-size=\"14.00\">MTA2</text>\n",
+       "</g>\n",
+       "<!-- TBL1XR1 -->\n",
+       "<g id=\"node17\" class=\"node\"><title>TBL1XR1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"871.656\" cy=\"-683.806\" rx=\"48.1917\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"871.656\" y=\"-680.106\" font-family=\"Times,serif\" font-size=\"14.00\">TBL1XR1</text>\n",
+       "</g>\n",
+       "<!-- MTA3 -->\n",
+       "<g id=\"node18\" class=\"node\"><title>MTA3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"718.58\" cy=\"-883.701\" rx=\"35.194\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"718.58\" y=\"-880.001\" font-family=\"Times,serif\" font-size=\"14.00\">MTA3</text>\n",
+       "</g>\n",
+       "<!-- FOXM1 -->\n",
+       "<g id=\"node19\" class=\"node\"><title>FOXM1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"634.237\" cy=\"-938.377\" rx=\"40.8928\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"634.237\" y=\"-934.677\" font-family=\"Times,serif\" font-size=\"14.00\">FOXM1</text>\n",
+       "</g>\n",
+       "<!-- JUND -->\n",
+       "<g id=\"node20\" class=\"node\"><title>JUND</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"711.749\" cy=\"-741.445\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"711.749\" y=\"-737.745\" font-family=\"Times,serif\" font-size=\"14.00\">JUND</text>\n",
+       "</g>\n",
+       "<!-- CREM -->\n",
+       "<g id=\"node21\" class=\"node\"><title>CREM</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1108.26\" cy=\"-834.167\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1108.26\" y=\"-830.467\" font-family=\"Times,serif\" font-size=\"14.00\">CREM</text>\n",
+       "</g>\n",
+       "<!-- CHD2 -->\n",
+       "<g id=\"node22\" class=\"node\"><title>CHD2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1524.77\" cy=\"-778.934\" rx=\"33.5952\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1524.77\" y=\"-775.234\" font-family=\"Times,serif\" font-size=\"14.00\">CHD2</text>\n",
+       "</g>\n",
+       "<!-- ZBTB33 -->\n",
+       "<g id=\"node23\" class=\"node\"><title>ZBTB33</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1289.39\" cy=\"-638.241\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1289.39\" y=\"-634.541\" font-family=\"Times,serif\" font-size=\"14.00\">ZBTB33</text>\n",
+       "</g>\n",
+       "<!-- REST -->\n",
+       "<g id=\"node24\" class=\"node\"><title>REST</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1585.79\" cy=\"-482.983\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1585.79\" y=\"-479.283\" font-family=\"Times,serif\" font-size=\"14.00\">REST</text>\n",
+       "</g>\n",
+       "<!-- ZNF592 -->\n",
+       "<g id=\"node25\" class=\"node\"><title>ZNF592</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"635.178\" cy=\"-894.332\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"635.178\" y=\"-890.632\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF592</text>\n",
+       "</g>\n",
+       "<!-- ZNF143 -->\n",
+       "<g id=\"node26\" class=\"node\"><title>ZNF143</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1290.46\" cy=\"-1070.84\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1290.46\" y=\"-1067.14\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF143</text>\n",
+       "</g>\n",
+       "<!-- NR2F1 -->\n",
+       "<g id=\"node27\" class=\"node\"><title>NR2F1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"879.497\" cy=\"-1133.15\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"879.497\" y=\"-1129.45\" font-family=\"Times,serif\" font-size=\"14.00\">NR2F1</text>\n",
+       "</g>\n",
+       "<!-- RBBP5 -->\n",
+       "<g id=\"node28\" class=\"node\"><title>RBBP5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"927.422\" cy=\"-929.848\" rx=\"37.8943\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"927.422\" y=\"-926.148\" font-family=\"Times,serif\" font-size=\"14.00\">RBBP5</text>\n",
+       "</g>\n",
+       "<!-- KDM1A -->\n",
+       "<g id=\"node29\" class=\"node\"><title>KDM1A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1023.21\" cy=\"-878.202\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1023.21\" y=\"-874.502\" font-family=\"Times,serif\" font-size=\"14.00\">KDM1A</text>\n",
+       "</g>\n",
+       "<!-- MYC -->\n",
+       "<g id=\"node30\" class=\"node\"><title>MYC</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"783.821\" cy=\"-833.36\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"783.821\" y=\"-829.66\" font-family=\"Times,serif\" font-size=\"14.00\">MYC</text>\n",
+       "</g>\n",
+       "<!-- MLLT1 -->\n",
+       "<g id=\"node31\" class=\"node\"><title>MLLT1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1021.29\" cy=\"-575.995\" rx=\"39.7935\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1021.29\" y=\"-572.295\" font-family=\"Times,serif\" font-size=\"14.00\">MLLT1</text>\n",
+       "</g>\n",
+       "<!-- PML -->\n",
+       "<g id=\"node32\" class=\"node\"><title>PML</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"736.06\" cy=\"-994.981\" rx=\"29.4969\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"736.06\" y=\"-991.281\" font-family=\"Times,serif\" font-size=\"14.00\">PML</text>\n",
+       "</g>\n",
+       "<!-- STAT5A -->\n",
+       "<g id=\"node33\" class=\"node\"><title>STAT5A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"685.41\" cy=\"-800.086\" rx=\"43.5923\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"685.41\" y=\"-796.386\" font-family=\"Times,serif\" font-size=\"14.00\">STAT5A</text>\n",
+       "</g>\n",
+       "<!-- NBN -->\n",
+       "<g id=\"node34\" class=\"node\"><title>NBN</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1101.48\" cy=\"-575.306\" rx=\"29.4969\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1101.48\" y=\"-571.606\" font-family=\"Times,serif\" font-size=\"14.00\">NBN</text>\n",
+       "</g>\n",
+       "<!-- TBP -->\n",
+       "<g id=\"node35\" class=\"node\"><title>TBP</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"921.595\" cy=\"-1017.89\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"921.595\" y=\"-1014.19\" font-family=\"Times,serif\" font-size=\"14.00\">TBP</text>\n",
+       "</g>\n",
+       "<!-- E2F4 -->\n",
+       "<g id=\"node36\" class=\"node\"><title>E2F4</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1063.57\" cy=\"-701.673\" rx=\"29.795\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1063.57\" y=\"-697.973\" font-family=\"Times,serif\" font-size=\"14.00\">E2F4</text>\n",
+       "</g>\n",
+       "<!-- ETS1 -->\n",
+       "<g id=\"node37\" class=\"node\"><title>ETS1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1211.55\" cy=\"-1064.91\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1211.55\" y=\"-1061.21\" font-family=\"Times,serif\" font-size=\"14.00\">ETS1</text>\n",
+       "</g>\n",
+       "<!-- ARNT -->\n",
+       "<g id=\"node38\" class=\"node\"><title>ARNT</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1170.09\" cy=\"-480.489\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1170.09\" y=\"-476.789\" font-family=\"Times,serif\" font-size=\"14.00\">ARNT</text>\n",
+       "</g>\n",
+       "<!-- GABPA -->\n",
+       "<g id=\"node39\" class=\"node\"><title>GABPA</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"949.648\" cy=\"-973.887\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"949.648\" y=\"-970.187\" font-family=\"Times,serif\" font-size=\"14.00\">GABPA</text>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS5 -->\n",
+       "<g id=\"node40\" class=\"node\"><title>POLR2AphosphoS5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1064.64\" cy=\"-745.698\" rx=\"83.3857\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1064.64\" y=\"-741.998\" font-family=\"Times,serif\" font-size=\"14.00\">POLR2AphosphoS5</text>\n",
+       "</g>\n",
+       "<!-- NKRF -->\n",
+       "<g id=\"node41\" class=\"node\"><title>NKRF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"649.756\" cy=\"-564.716\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"649.756\" y=\"-561.016\" font-family=\"Times,serif\" font-size=\"14.00\">NKRF</text>\n",
+       "</g>\n",
+       "<!-- SMAD1 -->\n",
+       "<g id=\"node42\" class=\"node\"><title>SMAD1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"814.111\" cy=\"-639.766\" rx=\"40.8928\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"814.111\" y=\"-636.066\" font-family=\"Times,serif\" font-size=\"14.00\">SMAD1</text>\n",
+       "</g>\n",
+       "<!-- ZSCAN29 -->\n",
+       "<g id=\"node43\" class=\"node\"><title>ZSCAN29</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"718.745\" cy=\"-520.708\" rx=\"48.1917\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"718.745\" y=\"-517.008\" font-family=\"Times,serif\" font-size=\"14.00\">ZSCAN29</text>\n",
+       "</g>\n",
+       "<!-- TARDBP -->\n",
+       "<g id=\"node44\" class=\"node\"><title>TARDBP</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"999.997\" cy=\"-478.497\" rx=\"45.4919\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"999.997\" y=\"-474.797\" font-family=\"Times,serif\" font-size=\"14.00\">TARDBP</text>\n",
+       "</g>\n",
+       "<!-- E2F8 -->\n",
+       "<g id=\"node45\" class=\"node\"><title>E2F8</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"635.816\" cy=\"-982.426\" rx=\"29.795\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"635.816\" y=\"-978.726\" font-family=\"Times,serif\" font-size=\"14.00\">E2F8</text>\n",
+       "</g>\n",
+       "<!-- CREB1 -->\n",
+       "<g id=\"node46\" class=\"node\"><title>CREB1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1139.62\" cy=\"-878.207\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1139.62\" y=\"-874.507\" font-family=\"Times,serif\" font-size=\"14.00\">CREB1</text>\n",
+       "</g>\n",
+       "<!-- TCF7 -->\n",
+       "<g id=\"node47\" class=\"node\"><title>TCF7</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"862.079\" cy=\"-885.489\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"862.079\" y=\"-881.789\" font-family=\"Times,serif\" font-size=\"14.00\">TCF7</text>\n",
+       "</g>\n",
+       "<!-- MAX -->\n",
+       "<g id=\"node48\" class=\"node\"><title>MAX</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1003.84\" cy=\"-1036.74\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1003.84\" y=\"-1033.04\" font-family=\"Times,serif\" font-size=\"14.00\">MAX</text>\n",
+       "</g>\n",
+       "<!-- MAZ -->\n",
+       "<g id=\"node49\" class=\"node\"><title>MAZ</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1183.27\" cy=\"-823.882\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1183.27\" y=\"-820.182\" font-family=\"Times,serif\" font-size=\"14.00\">MAZ</text>\n",
+       "</g>\n",
+       "<!-- POLR2A -->\n",
+       "<g id=\"node50\" class=\"node\"><title>POLR2A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1266.06\" cy=\"-821.379\" rx=\"44.393\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1266.06\" y=\"-817.679\" font-family=\"Times,serif\" font-size=\"14.00\">POLR2A</text>\n",
+       "</g>\n",
+       "<!-- ESRRA -->\n",
+       "<g id=\"node51\" class=\"node\"><title>ESRRA</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"803.138\" cy=\"-738.431\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"803.138\" y=\"-734.731\" font-family=\"Times,serif\" font-size=\"14.00\">ESRRA</text>\n",
+       "</g>\n",
+       "<!-- E4F1 -->\n",
+       "<g id=\"node52\" class=\"node\"><title>E4F1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"809.985\" cy=\"-953.807\" rx=\"29.795\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"809.985\" y=\"-950.107\" font-family=\"Times,serif\" font-size=\"14.00\">E4F1</text>\n",
+       "</g>\n",
+       "<!-- MAFK -->\n",
+       "<g id=\"node53\" class=\"node\"><title>MAFK</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"728.683\" cy=\"-599.726\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"728.683\" y=\"-596.026\" font-family=\"Times,serif\" font-size=\"14.00\">MAFK</text>\n",
+       "</g>\n",
+       "<!-- BACH1 -->\n",
+       "<g id=\"node54\" class=\"node\"><title>BACH1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"699.155\" cy=\"-437.957\" rx=\"39.7935\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"699.155\" y=\"-434.257\" font-family=\"Times,serif\" font-size=\"14.00\">BACH1</text>\n",
+       "</g>\n",
+       "<!-- RB1 -->\n",
+       "<g id=\"node55\" class=\"node\"><title>RB1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"614.804\" cy=\"-639.788\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"614.804\" y=\"-636.088\" font-family=\"Times,serif\" font-size=\"14.00\">RB1</text>\n",
+       "</g>\n",
+       "<!-- FOXK2 -->\n",
+       "<g id=\"node56\" class=\"node\"><title>FOXK2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"776.375\" cy=\"-789.35\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"776.375\" y=\"-785.65\" font-family=\"Times,serif\" font-size=\"14.00\">FOXK2</text>\n",
+       "</g>\n",
+       "<!-- TAF1 -->\n",
+       "<g id=\"node57\" class=\"node\"><title>TAF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1014.23\" cy=\"-652.023\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1014.23\" y=\"-648.323\" font-family=\"Times,serif\" font-size=\"14.00\">TAF1</text>\n",
+       "</g>\n",
+       "<!-- NFXL1 -->\n",
+       "<g id=\"node58\" class=\"node\"><title>NFXL1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"600.674\" cy=\"-1676.34\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"600.674\" y=\"-1672.64\" font-family=\"Times,serif\" font-size=\"14.00\">NFXL1</text>\n",
+       "</g>\n",
+       "<!-- CUX1 -->\n",
+       "<g id=\"node59\" class=\"node\"><title>CUX1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"681.891\" cy=\"-1389.42\" rx=\"33.5952\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"681.891\" y=\"-1385.72\" font-family=\"Times,serif\" font-size=\"14.00\">CUX1</text>\n",
+       "</g>\n",
+       "<!-- CEBPB -->\n",
+       "<g id=\"node60\" class=\"node\"><title>CEBPB</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"762.048\" cy=\"-1066.16\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"762.048\" y=\"-1062.46\" font-family=\"Times,serif\" font-size=\"14.00\">CEBPB</text>\n",
+       "</g>\n",
+       "<!-- SMAD5 -->\n",
+       "<g id=\"node61\" class=\"node\"><title>SMAD5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1124.32\" cy=\"-1010.39\" rx=\"40.8928\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1124.32\" y=\"-1006.69\" font-family=\"Times,serif\" font-size=\"14.00\">SMAD5</text>\n",
+       "</g>\n",
+       "<!-- SREBF1 -->\n",
+       "<g id=\"node62\" class=\"node\"><title>SREBF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1599.08\" cy=\"-1076.76\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1599.08\" y=\"-1073.06\" font-family=\"Times,serif\" font-size=\"14.00\">SREBF1</text>\n",
+       "</g>\n",
+       "<!-- YY1 -->\n",
+       "<g id=\"node63\" class=\"node\"><title>YY1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"924.843\" cy=\"-1075.56\" rx=\"27.8951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"924.843\" y=\"-1071.86\" font-family=\"Times,serif\" font-size=\"14.00\">YY1</text>\n",
+       "</g>\n",
+       "<!-- BHLHE40 -->\n",
+       "<g id=\"node64\" class=\"node\"><title>BHLHE40</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1141\" cy=\"-1186.01\" rx=\"48.9926\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1141\" y=\"-1182.31\" font-family=\"Times,serif\" font-size=\"14.00\">BHLHE40</text>\n",
+       "</g>\n",
+       "<!-- MXI1 -->\n",
+       "<g id=\"node65\" class=\"node\"><title>MXI1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1197.5\" cy=\"-637.947\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1197.5\" y=\"-634.247\" font-family=\"Times,serif\" font-size=\"14.00\">MXI1</text>\n",
+       "</g>\n",
+       "<!-- NR2C1 -->\n",
+       "<g id=\"node66\" class=\"node\"><title>NR2C1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1001.88\" cy=\"-1099.82\" rx=\"37.8943\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1001.88\" y=\"-1096.12\" font-family=\"Times,serif\" font-size=\"14.00\">NR2C1</text>\n",
+       "</g>\n",
+       "<!-- ARID3A -->\n",
+       "<g id=\"node67\" class=\"node\"><title>ARID3A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"451.482\" cy=\"-515.443\" rx=\"42.7926\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"451.482\" y=\"-511.743\" font-family=\"Times,serif\" font-size=\"14.00\">ARID3A</text>\n",
+       "</g>\n",
+       "<!-- ZNF384 -->\n",
+       "<g id=\"node68\" class=\"node\"><title>ZNF384</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"620.41\" cy=\"-393.912\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"620.41\" y=\"-390.212\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF384</text>\n",
+       "</g>\n",
+       "<!-- NRF1 -->\n",
+       "<g id=\"node69\" class=\"node\"><title>NRF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1450.47\" cy=\"-744.218\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1450.47\" y=\"-740.518\" font-family=\"Times,serif\" font-size=\"14.00\">NRF1</text>\n",
+       "</g>\n",
+       "<!-- NFYA -->\n",
+       "<g id=\"node70\" class=\"node\"><title>NFYA</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"580.025\" cy=\"-1195.77\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"580.025\" y=\"-1192.07\" font-family=\"Times,serif\" font-size=\"14.00\">NFYA</text>\n",
+       "</g>\n",
+       "<!-- ZBTB40 -->\n",
+       "<g id=\"node71\" class=\"node\"><title>ZBTB40</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1620.04\" cy=\"-999.746\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1620.04\" y=\"-996.046\" font-family=\"Times,serif\" font-size=\"14.00\">ZBTB40</text>\n",
+       "</g>\n",
+       "<!-- LARP7 -->\n",
+       "<g id=\"node72\" class=\"node\"><title>LARP7</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"799.07\" cy=\"-453.321\" rx=\"37.8943\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"799.07\" y=\"-449.621\" font-family=\"Times,serif\" font-size=\"14.00\">LARP7</text>\n",
+       "</g>\n",
+       "<!-- USF1 -->\n",
+       "<g id=\"node73\" class=\"node\"><title>USF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1558.77\" cy=\"-1148.11\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1558.77\" y=\"-1144.41\" font-family=\"Times,serif\" font-size=\"14.00\">USF1</text>\n",
+       "</g>\n",
+       "<!-- CBX3 -->\n",
+       "<g id=\"node74\" class=\"node\"><title>CBX3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"212.268\" cy=\"-1380.82\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"212.268\" y=\"-1377.12\" font-family=\"Times,serif\" font-size=\"14.00\">CBX3</text>\n",
+       "</g>\n",
+       "<!-- CBX5 -->\n",
+       "<g id=\"node75\" class=\"node\"><title>CBX5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"435.662\" cy=\"-1160.18\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"435.662\" y=\"-1156.48\" font-family=\"Times,serif\" font-size=\"14.00\">CBX5</text>\n",
+       "</g>\n",
+       "<!-- CHD4 -->\n",
+       "<g id=\"node76\" class=\"node\"><title>CHD4</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"191.631\" cy=\"-389.83\" rx=\"33.5952\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"191.631\" y=\"-386.13\" font-family=\"Times,serif\" font-size=\"14.00\">CHD4</text>\n",
+       "</g>\n",
+       "<!-- SMARCA5 -->\n",
+       "<g id=\"node77\" class=\"node\"><title>SMARCA5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"456.468\" cy=\"-584.401\" rx=\"52.7911\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"456.468\" y=\"-580.701\" font-family=\"Times,serif\" font-size=\"14.00\">SMARCA5</text>\n",
+       "</g>\n",
+       "<!-- CEBPZ -->\n",
+       "<g id=\"node78\" class=\"node\"><title>CEBPZ</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"384.814\" cy=\"-821.968\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"384.814\" y=\"-818.268\" font-family=\"Times,serif\" font-size=\"14.00\">CEBPZ</text>\n",
+       "</g>\n",
+       "<!-- SMC3 -->\n",
+       "<g id=\"node79\" class=\"node\"><title>SMC3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"502.734\" cy=\"-891.919\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"502.734\" y=\"-888.219\" font-family=\"Times,serif\" font-size=\"14.00\">SMC3</text>\n",
+       "</g>\n",
+       "<!-- HDGF -->\n",
+       "<g id=\"node80\" class=\"node\"><title>HDGF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1268.19\" cy=\"-699.345\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1268.19\" y=\"-695.645\" font-family=\"Times,serif\" font-size=\"14.00\">HDGF</text>\n",
+       "</g>\n",
+       "<!-- BRCA1 -->\n",
+       "<g id=\"node81\" class=\"node\"><title>BRCA1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1196.02\" cy=\"-759.552\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1196.02\" y=\"-755.852\" font-family=\"Times,serif\" font-size=\"14.00\">BRCA1</text>\n",
+       "</g>\n",
+       "<!-- SREBF2 -->\n",
+       "<g id=\"node82\" class=\"node\"><title>SREBF2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1279.2\" cy=\"-1014.01\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1279.2\" y=\"-1010.31\" font-family=\"Times,serif\" font-size=\"14.00\">SREBF2</text>\n",
+       "</g>\n",
+       "<!-- RFX5 -->\n",
+       "<g id=\"node83\" class=\"node\"><title>RFX5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"80.1275\" cy=\"-758.605\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"80.1275\" y=\"-754.905\" font-family=\"Times,serif\" font-size=\"14.00\">RFX5</text>\n",
+       "</g>\n",
+       "<!-- MEF2A -->\n",
+       "<g id=\"node84\" class=\"node\"><title>MEF2A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"425.387\" cy=\"-1035.45\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"425.387\" y=\"-1031.75\" font-family=\"Times,serif\" font-size=\"14.00\">MEF2A</text>\n",
+       "</g>\n",
+       "<!-- SP1 -->\n",
+       "<g id=\"node85\" class=\"node\"><title>SP1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1484.03\" cy=\"-878.138\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1484.03\" y=\"-874.438\" font-family=\"Times,serif\" font-size=\"14.00\">SP1</text>\n",
+       "</g>\n",
+       "<!-- SPI1 -->\n",
+       "<g id=\"node86\" class=\"node\"><title>SPI1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"754.559\" cy=\"-252.446\" rx=\"27.8951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"754.559\" y=\"-248.746\" font-family=\"Times,serif\" font-size=\"14.00\">SPI1</text>\n",
+       "</g>\n",
+       "<!-- IKZF1 -->\n",
+       "<g id=\"node87\" class=\"node\"><title>IKZF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"963.013\" cy=\"-295.105\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"963.013\" y=\"-291.405\" font-family=\"Times,serif\" font-size=\"14.00\">IKZF1</text>\n",
+       "</g>\n",
+       "<!-- HDAC6 -->\n",
+       "<g id=\"node88\" class=\"node\"><title>HDAC6</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"437.15\" cy=\"-299.025\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"437.15\" y=\"-295.325\" font-family=\"Times,serif\" font-size=\"14.00\">HDAC6</text>\n",
+       "</g>\n",
+       "<!-- CHD1 -->\n",
+       "<g id=\"node89\" class=\"node\"><title>CHD1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1123\" cy=\"-657.652\" rx=\"33.5952\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1123\" y=\"-653.952\" font-family=\"Times,serif\" font-size=\"14.00\">CHD1</text>\n",
+       "</g>\n",
+       "<!-- ELK1 -->\n",
+       "<g id=\"node90\" class=\"node\"><title>ELK1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1372.46\" cy=\"-682.274\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1372.46\" y=\"-678.574\" font-family=\"Times,serif\" font-size=\"14.00\">ELK1</text>\n",
+       "</g>\n",
+       "<!-- CTCF -->\n",
+       "<g id=\"node91\" class=\"node\"><title>CTCF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"151.286\" cy=\"-469.001\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"151.286\" y=\"-465.301\" font-family=\"Times,serif\" font-size=\"14.00\">CTCF</text>\n",
+       "</g>\n",
+       "<!-- NFIC -->\n",
+       "<g id=\"node92\" class=\"node\"><title>NFIC</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"311.845\" cy=\"-953.741\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"311.845\" y=\"-950.041\" font-family=\"Times,serif\" font-size=\"14.00\">NFIC</text>\n",
+       "</g>\n",
+       "<!-- CBFB -->\n",
+       "<g id=\"node93\" class=\"node\"><title>CBFB</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"450.867\" cy=\"-962.391\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"450.867\" y=\"-958.691\" font-family=\"Times,serif\" font-size=\"14.00\">CBFB</text>\n",
+       "</g>\n",
+       "<!-- EP300 -->\n",
+       "<g id=\"node94\" class=\"node\"><title>EP300</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1523.85\" cy=\"-1437\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1523.85\" y=\"-1433.3\" font-family=\"Times,serif\" font-size=\"14.00\">EP300</text>\n",
+       "</g>\n",
+       "<!-- USF2 -->\n",
+       "<g id=\"node95\" class=\"node\"><title>USF2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1450.2\" cy=\"-1437\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1450.2\" y=\"-1433.3\" font-family=\"Times,serif\" font-size=\"14.00\">USF2</text>\n",
+       "</g>\n",
+       "<!-- GATAD2B -->\n",
+       "<g id=\"node96\" class=\"node\"><title>GATAD2B</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"518.409\" cy=\"-390.83\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"518.409\" y=\"-387.13\" font-family=\"Times,serif\" font-size=\"14.00\">GATAD2B</text>\n",
+       "</g>\n",
+       "<!-- BMI1 -->\n",
+       "<g id=\"node97\" class=\"node\"><title>BMI1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1071.84\" cy=\"-322.408\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1071.84\" y=\"-318.708\" font-family=\"Times,serif\" font-size=\"14.00\">BMI1</text>\n",
+       "</g>\n",
+       "<!-- ZBED1 -->\n",
+       "<g id=\"node98\" class=\"node\"><title>ZBED1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"459.439\" cy=\"-1229.49\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"459.439\" y=\"-1225.79\" font-family=\"Times,serif\" font-size=\"14.00\">ZBED1</text>\n",
+       "</g>\n",
+       "<!-- BCLAF1 -->\n",
+       "<g id=\"node99\" class=\"node\"><title>BCLAF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"198.392\" cy=\"-800.476\" rx=\"43.5923\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"198.392\" y=\"-796.776\" font-family=\"Times,serif\" font-size=\"14.00\">BCLAF1</text>\n",
+       "</g>\n",
+       "<!-- ATF2 -->\n",
+       "<g id=\"node100\" class=\"node\"><title>ATF2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"315.212\" cy=\"-1060.58\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"315.212\" y=\"-1056.88\" font-family=\"Times,serif\" font-size=\"14.00\">ATF2</text>\n",
        "</g>\n",
        "<!-- POLR2AphosphoS2 -->\n",
-       "<g id=\"node79\" class=\"node\"><title>POLR2AphosphoS2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"517.146\" cy=\"-450.004\" rx=\"83.3857\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"517.146\" y=\"-446.304\" font-family=\"Times,serif\" font-size=\"14.00\">POLR2AphosphoS2</text>\n",
+       "<g id=\"node101\" class=\"node\"><title>POLR2AphosphoS2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1056.36\" cy=\"-922.219\" rx=\"83.3857\" ry=\"18\"/>\n",
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+       "</g>\n",
+       "<!-- ZNF24 -->\n",
+       "<g id=\"node102\" class=\"node\"><title>ZNF24</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1118\" cy=\"-18\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF24</text>\n",
+       "</g>\n",
+       "<!-- NFATC3 -->\n",
+       "<g id=\"node103\" class=\"node\"><title>NFATC3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1206.73\" cy=\"-47.9871\" rx=\"44.393\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1206.73\" y=\"-44.2871\" font-family=\"Times,serif\" font-size=\"14.00\">NFATC3</text>\n",
+       "</g>\n",
+       "<!-- SIN3A -->\n",
+       "<g id=\"node104\" class=\"node\"><title>SIN3A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1267.18\" cy=\"-1196.21\" rx=\"35.9954\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1267.18\" y=\"-1192.51\" font-family=\"Times,serif\" font-size=\"14.00\">SIN3A</text>\n",
+       "</g>\n",
+       "<!-- ETV6 -->\n",
+       "<g id=\"node105\" class=\"node\"><title>ETV6</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"32.4971\" cy=\"-1192.88\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"32.4971\" y=\"-1189.18\" font-family=\"Times,serif\" font-size=\"14.00\">ETV6</text>\n",
+       "</g>\n",
+       "<!-- ELF1 -->\n",
+       "<g id=\"node106\" class=\"node\"><title>ELF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1178.43\" cy=\"-1255.58\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1178.43\" y=\"-1251.88\" font-family=\"Times,serif\" font-size=\"14.00\">ELF1</text>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Graph at 0x7f899eb33850>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selection.plot_network()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The strictness of the threshold can be adjusted with `measure_threshold_percent`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: Selecting rules for contrast: ('GM12878', 'K562')\n",
+      "INFO: measure_threshold is None; trying to calculate optimal threshold\n",
+      "INFO: Creating subset of rules using thresholds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "selection2 = compare_obj.select_rules(measure_threshold_percent=0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: Finished! The network is found within <CombObj>.network.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"576pt\" height=\"312pt\"\n",
+       " viewBox=\"0.00 0.00 576.00 311.89\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(0.384915 0.384915) rotate(0) translate(4 806.273)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-806.273 1492.43,-806.273 1492.43,4 -4,4\"/>\n",
+       "<!-- SIX5&#45;&#45;SUZ12 -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>SIX5&#45;&#45;SUZ12</title>\n",
+       "<path fill=\"none\" stroke=\"#3232ff\" stroke-width=\"2\" d=\"M160.276,-634.206C179.086,-626.264 205.216,-615.231 224.897,-606.921\"/>\n",
+       "</g>\n",
+       "<!-- SUZ12&#45;&#45;HCFC1 -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>SUZ12&#45;&#45;HCFC1</title>\n",
+       "<path fill=\"none\" stroke=\"#5d5dff\" stroke-width=\"2\" d=\"M236.592,-578.826C225.524,-567.599 210.877,-552.741 199.726,-541.429\"/>\n",
+       "</g>\n",
+       "<!-- SUZ12&#45;&#45;CREM -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>SUZ12&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#9090ff\" stroke-width=\"2\" d=\"M275.996,-581.005C317.118,-555.976 402.132,-504.232 443.233,-479.216\"/>\n",
+       "</g>\n",
+       "<!-- SUZ12&#45;&#45;ZNF143 -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>SUZ12&#45;&#45;ZNF143</title>\n",
+       "<path fill=\"none\" stroke=\"#7c7cff\" stroke-width=\"2\" d=\"M237.799,-611.862C222.71,-628.744 199.507,-654.705 184.364,-671.648\"/>\n",
+       "</g>\n",
+       "<!-- SUZ12&#45;&#45;ETS1 -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>SUZ12&#45;&#45;ETS1</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M255.171,-577.037C256.209,-569.385 257.415,-560.495 258.453,-552.844\"/>\n",
+       "</g>\n",
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+       "<g id=\"edge6\" class=\"edge\"><title>HDAC2&#45;&#45;RCOR1</title>\n",
+       "<path fill=\"none\" stroke=\"#5151ff\" stroke-width=\"2\" d=\"M580.712,-321.329C561.993,-335.63 534.403,-356.708 515.704,-370.993\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;TCF12 -->\n",
+       "<g id=\"edge7\" class=\"edge\"><title>HDAC2&#45;&#45;TCF12</title>\n",
+       "<path fill=\"none\" stroke=\"#5a5aff\" stroke-width=\"2\" d=\"M604.635,-287.609C605.772,-281.787 607.03,-275.339 608.168,-269.51\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;JUNB -->\n",
+       "<g id=\"edge14\" class=\"edge\"><title>HDAC2&#45;&#45;JUNB</title>\n",
+       "<path fill=\"none\" stroke=\"#7575ff\" stroke-width=\"2\" d=\"M623.732,-320.651C655.276,-341.402 712.025,-378.734 742.755,-398.95\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;DPF2 -->\n",
+       "<g id=\"edge8\" class=\"edge\"><title>HDAC2&#45;&#45;DPF2</title>\n",
+       "<path fill=\"none\" stroke=\"#6161ff\" stroke-width=\"2\" d=\"M635.283,-296.202C673.822,-285.431 735.772,-268.116 771.698,-258.075\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;ATF7 -->\n",
+       "<g id=\"edge21\" class=\"edge\"><title>HDAC2&#45;&#45;ATF7</title>\n",
+       "<path fill=\"none\" stroke=\"#8989ff\" stroke-width=\"2\" d=\"M603.417,-323.823C607.234,-353.5 614.79,-412.255 618.638,-442.168\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;TCF3 -->\n",
+       "<g id=\"edge9\" class=\"edge\"><title>HDAC2&#45;&#45;TCF3</title>\n",
+       "<path fill=\"none\" stroke=\"#6868ff\" stroke-width=\"2\" d=\"M630.377,-293.123C652.086,-283.756 681.375,-271.119 702.067,-262.191\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;MTA2 -->\n",
+       "<g id=\"edge10\" class=\"edge\"><title>HDAC2&#45;&#45;MTA2</title>\n",
+       "<path fill=\"none\" stroke=\"#6b6bff\" stroke-width=\"2\" d=\"M626.076,-291.495C661.401,-271.328 725.478,-234.746 759.992,-215.042\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;TBL1XR1 -->\n",
+       "<g id=\"edge11\" class=\"edge\"><title>HDAC2&#45;&#45;TBL1XR1</title>\n",
+       "<path fill=\"none\" stroke=\"#6d6dff\" stroke-width=\"2\" d=\"M561.855,-310.273C558.203,-310.693 554.48,-311.121 550.774,-311.548\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge20\" class=\"edge\"><title>HDAC2&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#8989ff\" stroke-width=\"2\" d=\"M593.202,-323.635C582.731,-347.353 564.354,-388.983 553.89,-412.685\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;FOXM1 -->\n",
+       "<g id=\"edge12\" class=\"edge\"><title>HDAC2&#45;&#45;FOXM1</title>\n",
+       "<path fill=\"none\" stroke=\"#7070ff\" stroke-width=\"2\" d=\"M633.406,-316.633C698.785,-338.635 846.108,-388.215 911.833,-410.334\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;JUND -->\n",
+       "<g id=\"edge13\" class=\"edge\"><title>HDAC2&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#7272ff\" stroke-width=\"2\" d=\"M634.005,-316.42C668.374,-327.553 721.728,-344.837 754.347,-355.404\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;CREM -->\n",
+       "<g id=\"edge15\" class=\"edge\"><title>HDAC2&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#7676ff\" stroke-width=\"2\" d=\"M586.688,-322.806C560.781,-353.468 506.623,-417.563 480.791,-448.135\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;ZNF592 -->\n",
+       "<g id=\"edge16\" class=\"edge\"><title>HDAC2&#45;&#45;ZNF592</title>\n",
+       "<path fill=\"none\" stroke=\"#7e7eff\" stroke-width=\"2\" d=\"M597.856,-324.083C595.505,-337.392 592.34,-355.313 590.003,-368.54\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;MLLT1 -->\n",
+       "<g id=\"edge17\" class=\"edge\"><title>HDAC2&#45;&#45;MLLT1</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M616.753,-289.047C643.422,-260.586 697.365,-203.021 724.14,-174.447\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;PML -->\n",
+       "<g id=\"edge18\" class=\"edge\"><title>HDAC2&#45;&#45;PML</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M560.548,-304.939C523.047,-304.182 468.205,-303.074 434.769,-302.399\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;STAT5A -->\n",
+       "<g id=\"edge19\" class=\"edge\"><title>HDAC2&#45;&#45;STAT5A</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M593.706,-287.961C582.348,-260.596 560.714,-208.476 549.3,-180.976\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;GABPA -->\n",
+       "<g id=\"edge22\" class=\"edge\"><title>HDAC2&#45;&#45;GABPA</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M583.155,-289.445C563.028,-271.14 530.566,-241.618 510.428,-223.304\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge23\" class=\"edge\"><title>HDAC2&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M611.112,-288.147C621.187,-270.438 636.646,-243.265 646.823,-225.376\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;ZSCAN29 -->\n",
+       "<g id=\"edge24\" class=\"edge\"><title>HDAC2&#45;&#45;ZSCAN29</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M616.354,-322.579C650.084,-359.761 730.674,-448.595 764.603,-485.996\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;CREB1 -->\n",
+       "<g id=\"edge25\" class=\"edge\"><title>HDAC2&#45;&#45;CREB1</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M604.379,-287.574C610.287,-254.869 622.639,-186.503 628.53,-153.894\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge26\" class=\"edge\"><title>HDAC2&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#9999ff\" stroke-width=\"2\" d=\"M611.893,-323.366C629.507,-352.083 664.198,-408.642 681.618,-437.044\"/>\n",
+       "</g>\n",
+       "<!-- HDAC2&#45;&#45;E4F1 -->\n",
+       "<g id=\"edge27\" class=\"edge\"><title>HDAC2&#45;&#45;E4F1</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M564.75,-313.675C529.672,-321.316 477.304,-332.724 445.288,-339.698\"/>\n",
+       "</g>\n",
+       "<!-- RCOR1&#45;&#45;NR2C2 -->\n",
+       "<g id=\"edge29\" class=\"edge\"><title>RCOR1&#45;&#45;NR2C2</title>\n",
+       "<path fill=\"none\" stroke=\"#9090ff\" stroke-width=\"2\" d=\"M518.36,-401.419C555.167,-425.294 626.909,-471.828 663.391,-495.491\"/>\n",
+       "</g>\n",
+       "<!-- RCOR1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge28\" class=\"edge\"><title>RCOR1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M527.172,-375.822C572.447,-360.588 655.122,-332.772 701.299,-317.236\"/>\n",
+       "</g>\n",
+       "<!-- RCOR1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge30\" class=\"edge\"><title>RCOR1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5959\" stroke-width=\"2\" d=\"M462.567,-396.565C440.69,-403.264 411.564,-412.183 387.066,-419.684\"/>\n",
+       "</g>\n",
+       "<!-- TCF12&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge31\" class=\"edge\"><title>TCF12&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M638.73,-263.264C658.394,-272.01 685.015,-283.851 705.241,-292.848\"/>\n",
+       "</g>\n",
+       "<!-- HCFC1&#45;&#45;BRCA1 -->\n",
+       "<g id=\"edge32\" class=\"edge\"><title>HCFC1&#45;&#45;BRCA1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M145.697,-528.464C124.666,-530.586 98.489,-533.229 77.3268,-535.365\"/>\n",
+       "</g>\n",
+       "<!-- HCFC1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge33\" class=\"edge\"><title>HCFC1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3f3f\" stroke-width=\"2\" d=\"M207.527,-510.579C235.14,-494.571 280.171,-468.463 309.655,-451.37\"/>\n",
+       "</g>\n",
+       "<!-- JUNB&#45;&#45;FOS -->\n",
+       "<g id=\"edge34\" class=\"edge\"><title>JUNB&#45;&#45;FOS</title>\n",
+       "<path fill=\"none\" stroke=\"#5f5fff\" stroke-width=\"2\" d=\"M793.602,-405.36C820.855,-398.47 860.816,-388.367 886.722,-381.817\"/>\n",
+       "</g>\n",
+       "<!-- JUNB&#45;&#45;NR2C2 -->\n",
+       "<g id=\"edge36\" class=\"edge\"><title>JUNB&#45;&#45;NR2C2</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M750.669,-429.355C736.403,-447.12 713.816,-475.246 699.424,-493.168\"/>\n",
+       "</g>\n",
+       "<!-- JUNB&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge35\" class=\"edge\"><title>JUNB&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#6767ff\" stroke-width=\"2\" d=\"M765.112,-430.905C765.318,-433.995 765.532,-437.207 765.738,-440.301\"/>\n",
+       "</g>\n",
+       "<!-- FOS&#45;&#45;JUND -->\n",
+       "<g id=\"edge37\" class=\"edge\"><title>FOS&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M885.554,-373.11C865.244,-371.433 837.253,-369.123 815.619,-367.337\"/>\n",
+       "</g>\n",
+       "<!-- DPF2&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge38\" class=\"edge\"><title>DPF2&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M782.502,-265.126C773.598,-272.745 762.758,-282.02 753.66,-289.805\"/>\n",
+       "</g>\n",
+       "<!-- DPF2&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge39\" class=\"edge\"><title>DPF2&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4343\" stroke-width=\"2\" d=\"M815.443,-234.461C832.103,-217.535 858.48,-190.737 875.287,-173.662\"/>\n",
+       "</g>\n",
+       "<!-- ATF7&#45;&#45;NR2C2 -->\n",
+       "<g id=\"edge40\" class=\"edge\"><title>ATF7&#45;&#45;NR2C2</title>\n",
+       "<path fill=\"none\" stroke=\"#6262ff\" stroke-width=\"2\" d=\"M640.114,-475.172C648.184,-481.327 657.586,-488.499 665.76,-494.734\"/>\n",
+       "</g>\n",
+       "<!-- ATF7&#45;&#45;UBTF -->\n",
+       "<g id=\"edge41\" class=\"edge\"><title>ATF7&#45;&#45;UBTF</title>\n",
+       "<path fill=\"none\" stroke=\"#8181ff\" stroke-width=\"2\" d=\"M606.075,-476.712C590.436,-493.589 566.011,-519.947 550.328,-536.87\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;SKIL -->\n",
+       "<g id=\"edge47\" class=\"edge\"><title>NR2C2&#45;&#45;SKIL</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M676.501,-527.768C666.643,-546.424 651.213,-575.625 641.395,-594.203\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;ATF3 -->\n",
+       "<g id=\"edge58\" class=\"edge\"><title>NR2C2&#45;&#45;ATF3</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M708.878,-495.428C720.397,-488.104 734.254,-479.295 745.542,-472.119\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge42\" class=\"edge\"><title>NR2C2&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#6f6fff\" stroke-width=\"2\" d=\"M661.497,-496.209C635.674,-481.522 595.164,-458.483 569.627,-443.959\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;FOXM1 -->\n",
+       "<g id=\"edge49\" class=\"edge\"><title>NR2C2&#45;&#45;FOXM1</title>\n",
+       "<path fill=\"none\" stroke=\"#8e8eff\" stroke-width=\"2\" d=\"M716.549,-499.538C765.67,-482.694 861.523,-449.824 911.876,-432.557\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;JUND -->\n",
+       "<g id=\"edge53\" class=\"edge\"><title>NR2C2&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M697.361,-492.809C716.025,-464.82 752.687,-409.838 771.341,-381.863\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;CREM -->\n",
+       "<g id=\"edge51\" class=\"edge\"><title>NR2C2&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M651.097,-502.933C609.779,-494.456 541.291,-480.406 500.366,-472.01\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;ZNF592 -->\n",
+       "<g id=\"edge43\" class=\"edge\"><title>NR2C2&#45;&#45;ZNF592</title>\n",
+       "<path fill=\"none\" stroke=\"#7c7cff\" stroke-width=\"2\" d=\"M672.294,-493.143C653.437,-469.616 619.483,-427.256 600.544,-403.626\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;NR2F1 -->\n",
+       "<g id=\"edge44\" class=\"edge\"><title>NR2C2&#45;&#45;NR2F1</title>\n",
+       "<path fill=\"none\" stroke=\"#7e7eff\" stroke-width=\"2\" d=\"M708.39,-495.322C737.939,-475.992 789.455,-442.292 818.766,-423.117\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge45\" class=\"edge\"><title>NR2C2&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M674.617,-527.443C656.384,-555.637 620.57,-611.02 602.347,-639.199\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;MYC -->\n",
+       "<g id=\"edge56\" class=\"edge\"><title>NR2C2&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M690.873,-527.966C692.797,-534.833 694.992,-542.669 696.921,-549.553\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;NBN -->\n",
+       "<g id=\"edge46\" class=\"edge\"><title>NR2C2&#45;&#45;NBN</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M648.099,-509.889C606.232,-509.695 539.576,-509.387 501.379,-509.21\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge48\" class=\"edge\"><title>NR2C2&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#8c8cff\" stroke-width=\"2\" d=\"M665.174,-525.186C638.215,-544.897 591.415,-579.117 565.098,-598.359\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;NKRF -->\n",
+       "<g id=\"edge50\" class=\"edge\"><title>NR2C2&#45;&#45;NKRF</title>\n",
+       "<path fill=\"none\" stroke=\"#9090ff\" stroke-width=\"2\" d=\"M666.09,-525.499C655.336,-533.896 642.088,-544.241 631.406,-552.583\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge54\" class=\"edge\"><title>NR2C2&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#9696ff\" stroke-width=\"2\" d=\"M694.108,-527.762C702.749,-546.298 716.246,-575.247 724.911,-593.834\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;E2F8 -->\n",
+       "<g id=\"edge52\" class=\"edge\"><title>NR2C2&#45;&#45;E2F8</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M690.231,-528.235C697.202,-557.19 710.754,-613.478 717.735,-642.473\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge55\" class=\"edge\"><title>NR2C2&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#9999ff\" stroke-width=\"2\" d=\"M685.33,-492.063C684.55,-465.353 683.094,-415.488 682.307,-388.562\"/>\n",
+       "</g>\n",
+       "<!-- NR2C2&#45;&#45;RB1 -->\n",
+       "<g id=\"edge57\" class=\"edge\"><title>NR2C2&#45;&#45;RB1</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M709.04,-524.401C741.405,-544.416 799.582,-580.394 830.129,-599.286\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;SKIL -->\n",
+       "<g id=\"edge59\" class=\"edge\"><title>UBTF&#45;&#45;SKIL</title>\n",
+       "<path fill=\"none\" stroke=\"#6565ff\" stroke-width=\"2\" d=\"M557.746,-566.7C573.731,-576.369 595.073,-589.279 610.799,-598.792\"/>\n",
        "</g>\n",
-       "<!-- POLR2A -->\n",
-       "<g id=\"node80\" class=\"node\"><title>POLR2A</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"380.578\" cy=\"-361.965\" rx=\"44.393\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"380.578\" y=\"-358.265\" font-family=\"Times,serif\" font-size=\"14.00\">POLR2A</text>\n",
+       "<!-- UBTF&#45;&#45;MTA3 -->\n",
+       "<g id=\"edge62\" class=\"edge\"><title>UBTF&#45;&#45;MTA3</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M536.863,-535.023C538.893,-511.847 542.39,-471.902 544.423,-448.69\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;CREM -->\n",
+       "<g id=\"edge69\" class=\"edge\"><title>UBTF&#45;&#45;CREM</title>\n",
+       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M522.016,-536.133C509.835,-520.542 491.88,-497.56 479.712,-481.985\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;RBBP5 -->\n",
+       "<g id=\"edge60\" class=\"edge\"><title>UBTF&#45;&#45;RBBP5</title>\n",
+       "<path fill=\"none\" stroke=\"#8080ff\" stroke-width=\"2\" d=\"M544.752,-570.658C555.021,-589.681 571.316,-619.866 581.602,-638.922\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;MYC -->\n",
+       "<g id=\"edge61\" class=\"edge\"><title>UBTF&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#8383ff\" stroke-width=\"2\" d=\"M568.216,-555.981C598.107,-558.587 641.853,-562.401 671.092,-564.95\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;TBP -->\n",
+       "<g id=\"edge63\" class=\"edge\"><title>UBTF&#45;&#45;TBP</title>\n",
+       "<path fill=\"none\" stroke=\"#8787ff\" stroke-width=\"2\" d=\"M501.955,-551.549C465.932,-549.862 409.214,-547.205 375.872,-545.643\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;E2F4 -->\n",
+       "<g id=\"edge64\" class=\"edge\"><title>UBTF&#45;&#45;E2F4</title>\n",
+       "<path fill=\"none\" stroke=\"#8787ff\" stroke-width=\"2\" d=\"M538.458,-571.268C539.749,-578.643 541.237,-587.143 542.527,-594.506\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;TARDBP -->\n",
+       "<g id=\"edge65\" class=\"edge\"><title>UBTF&#45;&#45;TARDBP</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M568.63,-552.389C617.895,-551.324 710.273,-549.327 765.889,-548.125\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;MAX -->\n",
+       "<g id=\"edge66\" class=\"edge\"><title>UBTF&#45;&#45;MAX</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M507.58,-543.06C481.535,-533.611 442.788,-519.552 416.939,-510.174\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;MAZ -->\n",
+       "<g id=\"edge67\" class=\"edge\"><title>UBTF&#45;&#45;MAZ</title>\n",
+       "<path fill=\"none\" stroke=\"#9696ff\" stroke-width=\"2\" d=\"M504.255,-559.669C490.198,-562.64 473.676,-566.133 459.877,-569.05\"/>\n",
+       "</g>\n",
+       "<!-- UBTF&#45;&#45;POLR2A -->\n",
+       "<g id=\"edge68\" class=\"edge\"><title>UBTF&#45;&#45;POLR2A</title>\n",
+       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M506.409,-562.071C473.248,-572.365 418.836,-589.254 383.184,-600.321\"/>\n",
+       "</g>\n",
+       "<!-- SKIL&#45;&#45;MYC -->\n",
+       "<g id=\"edge70\" class=\"edge\"><title>SKIL&#45;&#45;MYC</title>\n",
+       "<path fill=\"none\" stroke=\"#8585ff\" stroke-width=\"2\" d=\"M653.102,-598.485C661.782,-593.01 671.839,-586.665 680.566,-581.159\"/>\n",
+       "</g>\n",
+       "<!-- ATF3&#45;&#45;JUND -->\n",
+       "<g id=\"edge71\" class=\"edge\"><title>ATF3&#45;&#45;JUND</title>\n",
+       "<path fill=\"none\" stroke=\"#9797ff\" stroke-width=\"2\" d=\"M770.013,-440.408C772.825,-423.784 776.97,-399.282 779.779,-382.676\"/>\n",
+       "</g>\n",
+       "<!-- TCF3&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge72\" class=\"edge\"><title>TCF3&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M729.819,-269.494C730.61,-275.336 731.487,-281.807 732.279,-287.657\"/>\n",
+       "</g>\n",
+       "<!-- MTA2&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge73\" class=\"edge\"><title>MTA2&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3535\" stroke-width=\"2\" d=\"M810.952,-190.382C827.517,-183.602 848.511,-175.009 864.862,-168.317\"/>\n",
+       "</g>\n",
+       "<!-- TBL1XR1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge74\" class=\"edge\"><title>TBL1XR1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M552.586,-314.59C593.95,-312.635 653.097,-309.838 692.657,-307.968\"/>\n",
+       "</g>\n",
+       "<!-- TBL1XR1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge75\" class=\"edge\"><title>TBL1XR1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M481.917,-332.963C450.79,-355.041 395.097,-394.546 363.148,-417.207\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge76\" class=\"edge\"><title>FOXM1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9393ff\" stroke-width=\"2\" d=\"M918.835,-407.202C878.569,-385.059 801.092,-342.454 760.696,-320.24\"/>\n",
+       "</g>\n",
+       "<!-- FOXM1&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge77\" class=\"edge\"><title>FOXM1&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6262\" stroke-width=\"2\" d=\"M977.39,-432.255C1020.64,-446.624 1095.94,-471.641 1136.35,-485.066\"/>\n",
+       "</g>\n",
+       "<!-- JUND&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge78\" class=\"edge\"><title>JUND&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9696ff\" stroke-width=\"2\" d=\"M769.185,-347.98C762.856,-340.258 755.337,-331.084 748.943,-323.283\"/>\n",
+       "</g>\n",
+       "<!-- CHD2&#45;&#45;ZBTB33 -->\n",
+       "<g id=\"edge79\" class=\"edge\"><title>CHD2&#45;&#45;ZBTB33</title>\n",
+       "<path fill=\"none\" stroke=\"#7676ff\" stroke-width=\"2\" d=\"M1279.42,-103C1276.96,-103 1274.47,-103 1271.98,-103\"/>\n",
+       "</g>\n",
+       "<!-- ZBTB33&#45;&#45;REST -->\n",
+       "<g id=\"edge80\" class=\"edge\"><title>ZBTB33&#45;&#45;REST</title>\n",
+       "<path fill=\"none\" stroke=\"#7979ff\" stroke-width=\"2\" d=\"M1187.3,-103C1181.53,-103 1175.68,-103 1170.12,-103\"/>\n",
+       "</g>\n",
+       "<!-- NR2F1&#45;&#45;KDM1A -->\n",
+       "<g id=\"edge81\" class=\"edge\"><title>NR2F1&#45;&#45;KDM1A</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M824.253,-392.639C804.56,-373.569 771.866,-341.909 751.919,-322.594\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;ARNT -->\n",
+       "<g id=\"edge82\" class=\"edge\"><title>KDM1A&#45;&#45;ARNT</title>\n",
+       "<path fill=\"none\" stroke=\"#8b8bff\" stroke-width=\"2\" d=\"M756.332,-290.368C782.572,-271.381 826.544,-239.563 852.299,-220.926\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;POLR2AphosphoS5 -->\n",
+       "<g id=\"edge83\" class=\"edge\"><title>KDM1A&#45;&#45;POLR2AphosphoS5</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M721.239,-288.781C707.252,-270.992 685.503,-243.331 671.288,-225.251\"/>\n",
+       "</g>\n",
+       "<!-- KDM1A&#45;&#45;ESRRA -->\n",
+       "<g id=\"edge84\" class=\"edge\"><title>KDM1A&#45;&#45;ESRRA</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M720.56,-323.184C712.957,-332.397 703.619,-343.713 696.01,-352.933\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;SMAD1 -->\n",
+       "<g id=\"edge85\" class=\"edge\"><title>MYC&#45;&#45;SMAD1</title>\n",
+       "<path fill=\"none\" stroke=\"#9191ff\" stroke-width=\"2\" d=\"M713.978,-584.54C716.249,-587.741 718.628,-591.094 720.909,-594.31\"/>\n",
+       "</g>\n",
+       "<!-- MYC&#45;&#45;TCF7 -->\n",
+       "<g id=\"edge86\" class=\"edge\"><title>MYC&#45;&#45;TCF7</title>\n",
+       "<path fill=\"none\" stroke=\"#9494ff\" stroke-width=\"2\" d=\"M700.427,-549.664C698.59,-528.541 695.56,-493.691 693.712,-472.443\"/>\n",
+       "</g>\n",
+       "<!-- MLLT1&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge87\" class=\"edge\"><title>MLLT1&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6161\" stroke-width=\"2\" d=\"M779.675,-157.568C804.17,-157.567 835.208,-157.566 858.306,-157.566\"/>\n",
+       "</g>\n",
+       "<!-- PML&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge88\" class=\"edge\"><title>PML&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4c4c\" stroke-width=\"2\" d=\"M396.709,-319.147C384.091,-344.288 360.823,-390.644 347.968,-416.256\"/>\n",
+       "</g>\n",
+       "<!-- NBN&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge89\" class=\"edge\"><title>NBN&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6161\" stroke-width=\"2\" d=\"M450.23,-496.919C428.136,-484.529 393.689,-465.213 368.951,-451.34\"/>\n",
+       "</g>\n",
+       "<!-- TBP&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge90\" class=\"edge\"><title>TBP&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3838\" stroke-width=\"2\" d=\"M347.221,-526.226C345.36,-505.859 342.359,-473.01 340.497,-452.631\"/>\n",
+       "</g>\n",
+       "<!-- ETS1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge91\" class=\"edge\"><title>ETS1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4e4e\" stroke-width=\"2\" d=\"M273.779,-518.161C287.871,-500.028 310.393,-471.05 324.896,-452.389\"/>\n",
+       "</g>\n",
+       "<!-- ARNT&#45;&#45;BMI1 -->\n",
+       "<g id=\"edge92\" class=\"edge\"><title>ARNT&#45;&#45;BMI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6868\" stroke-width=\"2\" d=\"M879.534,-188.289C881.127,-184.07 882.825,-179.57 884.418,-175.352\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge94\" class=\"edge\"><title>NKRF&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3c3c\" stroke-width=\"2\" d=\"M638.98,-579.173C677.737,-595.768 749.019,-626.288 788.859,-643.346\"/>\n",
+       "</g>\n",
+       "<!-- NKRF&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge93\" class=\"edge\"><title>NKRF&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5656\" stroke-width=\"2\" d=\"M586.878,-555.369C537.595,-531.344 428.474,-478.15 372.857,-451.037\"/>\n",
+       "</g>\n",
+       "<!-- ZSCAN29&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge95\" class=\"edge\"><title>ZSCAN29&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6868\" stroke-width=\"2\" d=\"M784.547,-521.166C791.794,-550.546 806.031,-608.258 813.275,-637.623\"/>\n",
+       "</g>\n",
+       "<!-- TARDBP&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge98\" class=\"edge\"><title>TARDBP&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4f4f\" stroke-width=\"2\" d=\"M812.782,-565.551C813.886,-585.639 815.641,-617.585 816.739,-637.564\"/>\n",
+       "</g>\n",
+       "<!-- TARDBP&#45;&#45;HDGF -->\n",
+       "<g id=\"edge96\" class=\"edge\"><title>TARDBP&#45;&#45;HDGF</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M848.612,-557.938C861.924,-561.843 876.788,-566.202 889.468,-569.921\"/>\n",
+       "</g>\n",
+       "<!-- TARDBP&#45;&#45;IKZF1 -->\n",
+       "<g id=\"edge97\" class=\"edge\"><title>TARDBP&#45;&#45;IKZF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M822.388,-529.47C846.839,-488.794 906.875,-388.921 931.115,-348.597\"/>\n",
+       "</g>\n",
+       "<!-- MAX&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge99\" class=\"edge\"><title>MAX&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4646\" stroke-width=\"2\" d=\"M376.966,-483.714C369.53,-474.107 360.177,-462.023 352.595,-452.228\"/>\n",
+       "</g>\n",
+       "<!-- MAZ&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge100\" class=\"edge\"><title>MAZ&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5454\" stroke-width=\"2\" d=\"M419.827,-558.195C402.316,-531.441 368.454,-479.704 350.565,-452.374\"/>\n",
+       "</g>\n",
+       "<!-- POLR2A&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge101\" class=\"edge\"><title>POLR2A&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5757\" stroke-width=\"2\" d=\"M346.949,-593.021C345.211,-559.048 341.499,-486.507 339.765,-452.611\"/>\n",
+       "</g>\n",
+       "<!-- E4F1&#45;&#45;POLR2AphosphoS2 -->\n",
+       "<g id=\"edge102\" class=\"edge\"><title>E4F1&#45;&#45;POLR2AphosphoS2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5454\" stroke-width=\"2\" d=\"M402.776,-362.085C389.177,-377.476 368.801,-400.538 354.722,-416.472\"/>\n",
+       "</g>\n",
+       "<!-- MAFK&#45;&#45;BACH1 -->\n",
+       "<g id=\"edge103\" class=\"edge\"><title>MAFK&#45;&#45;BACH1</title>\n",
+       "<path fill=\"none\" stroke=\"#9a9aff\" stroke-width=\"2\" d=\"M809.144,-757.021C811.048,-734.569 814.272,-696.554 816.183,-674.024\"/>\n",
+       "</g>\n",
+       "<!-- BACH1&#45;&#45;SMARCA5 -->\n",
+       "<g id=\"edge104\" class=\"edge\"><title>BACH1&#45;&#45;SMARCA5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5151\" stroke-width=\"2\" d=\"M855.716,-660.974C871.394,-663.147 889.764,-665.693 906.433,-668.003\"/>\n",
+       "</g>\n",
+       "<!-- BACH1&#45;&#45;LARP7 -->\n",
+       "<g id=\"edge105\" class=\"edge\"><title>BACH1&#45;&#45;LARP7</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3131\" stroke-width=\"2\" d=\"M829.958,-673.054C843.287,-691.967 864.485,-722.047 877.742,-740.859\"/>\n",
+       "</g>\n",
+       "<!-- RB1&#45;&#45;SMARCA5 -->\n",
+       "<g id=\"edge106\" class=\"edge\"><title>RB1&#45;&#45;SMARCA5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6a6a\" stroke-width=\"2\" d=\"M870.404,-623.814C887.137,-633.85 910.986,-648.154 929.164,-659.057\"/>\n",
+       "</g>\n",
+       "<!-- ZBED1&#45;&#45;CEBPB -->\n",
+       "<g id=\"edge107\" class=\"edge\"><title>ZBED1&#45;&#45;CEBPB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6f6f\" stroke-width=\"2\" d=\"M1376.16,-581.917C1389.16,-585.676 1404.07,-589.986 1417.08,-593.747\"/>\n",
+       "</g>\n",
+       "<!-- ZBED1&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge108\" class=\"edge\"><title>ZBED1&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4e4e\" stroke-width=\"2\" d=\"M1314.81,-560.005C1280.23,-544.933 1222.38,-519.717 1189.23,-505.269\"/>\n",
+       "</g>\n",
+       "<!-- NFIC&#45;&#45;MEF2A -->\n",
+       "<g id=\"edge109\" class=\"edge\"><title>NFIC&#45;&#45;MEF2A</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6d6d\" stroke-width=\"2\" d=\"M1265.34,-501.745C1266.75,-504.63 1268.21,-507.626 1269.63,-510.522\"/>\n",
+       "</g>\n",
+       "<!-- NFIC&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge110\" class=\"edge\"><title>NFIC&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3939\" stroke-width=\"2\" d=\"M1226.65,-487.541C1216.57,-488.609 1205.32,-489.802 1195.16,-490.88\"/>\n",
+       "</g>\n",
+       "<!-- MEF2A&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge111\" class=\"edge\"><title>MEF2A&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4444\" stroke-width=\"2\" d=\"M1244.61,-518.309C1227.99,-513.347 1208.16,-507.429 1192.31,-502.699\"/>\n",
+       "</g>\n",
+       "<!-- SMARCA5&#45;&#45;BCLAF1 -->\n",
+       "<g id=\"edge112\" class=\"edge\"><title>SMARCA5&#45;&#45;BCLAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6767\" stroke-width=\"2\" d=\"M989.983,-661.084C1013.28,-651.855 1043.76,-639.775 1066.46,-630.785\"/>\n",
+       "</g>\n",
+       "<!-- SMARCA5&#45;&#45;GATAD2B -->\n",
+       "<g id=\"edge113\" class=\"edge\"><title>SMARCA5&#45;&#45;GATAD2B</title>\n",
+       "<path fill=\"none\" stroke=\"#ff6565\" stroke-width=\"2\" d=\"M960.89,-692.868C967.058,-713.153 977.006,-745.87 983.177,-766.167\"/>\n",
+       "</g>\n",
+       "<!-- BMI1&#45;&#45;IKZF1 -->\n",
+       "<g id=\"edge115\" class=\"edge\"><title>BMI1&#45;&#45;IKZF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4a4a\" stroke-width=\"2\" d=\"M896.334,-175.502C906.014,-208.879 926.684,-280.15 936.343,-313.453\"/>\n",
+       "</g>\n",
+       "<!-- BMI1&#45;&#45;ZNF24 -->\n",
+       "<g id=\"edge114\" class=\"edge\"><title>BMI1&#45;&#45;ZNF24</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5f5f\" stroke-width=\"2\" d=\"M903.393,-140.489C915.799,-123.211 934.876,-96.6414 947.326,-79.3014\"/>\n",
+       "</g>\n",
+       "<!-- BMI1&#45;&#45;NFATC3 -->\n",
+       "<g id=\"edge116\" class=\"edge\"><title>BMI1&#45;&#45;NFATC3</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4a4a\" stroke-width=\"2\" d=\"M891.249,-139.319C891.42,-112.571 891.738,-63.0001 891.909,-36.2501\"/>\n",
+       "</g>\n",
+       "<!-- BCLAF1&#45;&#45;ATF2 -->\n",
+       "<g id=\"edge117\" class=\"edge\"><title>BCLAF1&#45;&#45;ATF2</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M1107.68,-600.412C1120.21,-576.711 1142.26,-535.01 1154.68,-511.531\"/>\n",
+       "</g>\n",
+       "<!-- GATAD2B&#45;&#45;LARP7 -->\n",
+       "<g id=\"edge118\" class=\"edge\"><title>GATAD2B&#45;&#45;LARP7</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4343\" stroke-width=\"2\" d=\"M947.313,-773.261C939.161,-771.091 930.709,-768.841 922.874,-766.755\"/>\n",
+       "</g>\n",
+       "<!-- ATF2&#45;&#45;CBX5 -->\n",
+       "<g id=\"edge119\" class=\"edge\"><title>ATF2&#45;&#45;CBX5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M1176.69,-477.581C1190.61,-459.565 1212.7,-430.976 1226.64,-412.928\"/>\n",
+       "</g>\n",
+       "<!-- ATF2&#45;&#45;ETV6 -->\n",
+       "<g id=\"edge120\" class=\"edge\"><title>ATF2&#45;&#45;ETV6</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4444\" stroke-width=\"2\" d=\"M1188.62,-482.778C1208.32,-473.699 1235.75,-461.053 1255.54,-451.93\"/>\n",
+       "</g>\n",
+       "<!-- ATF2&#45;&#45;CBFB -->\n",
+       "<g id=\"edge121\" class=\"edge\"><title>ATF2&#45;&#45;CBFB</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3f3f\" stroke-width=\"2\" d=\"M1181.24,-509.738C1199.45,-526.01 1227.9,-551.424 1246.17,-567.741\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;YY1 -->\n",
+       "<g id=\"edge122\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;YY1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff5353\" stroke-width=\"2\" d=\"M264.38,-426.379C258.358,-425.726 252.553,-425.097 247.232,-424.52\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;MXI1 -->\n",
+       "<g id=\"edge123\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;MXI1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4c4c\" stroke-width=\"2\" d=\"M255.446,-434.147C230.195,-434.054 203.924,-433.958 184.072,-433.885\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;SIN3A -->\n",
+       "<g id=\"edge124\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;SIN3A</title>\n",
+       "<path fill=\"none\" stroke=\"#ff4848\" stroke-width=\"2\" d=\"M332.146,-416.467C323.424,-393.017 308.255,-352.233 299.529,-328.772\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;ELF1 -->\n",
+       "<g id=\"edge125\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;ELF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3b3b\" stroke-width=\"2\" d=\"M296.963,-418.893C269.67,-408.75 234.914,-395.835 211.551,-387.153\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;SMAD5 -->\n",
+       "<g id=\"edge126\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;SMAD5</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3939\" stroke-width=\"2\" d=\"M328.046,-416.378C320.155,-403.158 309.51,-385.326 301.707,-372.254\"/>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS2&#45;&#45;TAF1 -->\n",
+       "<g id=\"edge127\" class=\"edge\"><title>POLR2AphosphoS2&#45;&#45;TAF1</title>\n",
+       "<path fill=\"none\" stroke=\"#ff3636\" stroke-width=\"2\" d=\"M296.143,-449.999C277.422,-456.816 256.019,-464.61 239.581,-470.595\"/>\n",
+       "</g>\n",
+       "<!-- SIX5 -->\n",
+       "<g id=\"node1\" class=\"node\"><title>SIX5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"136.118\" cy=\"-644.407\" rx=\"29.4969\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"136.118\" y=\"-640.707\" font-family=\"Times,serif\" font-size=\"14.00\">SIX5</text>\n",
+       "</g>\n",
+       "<!-- SUZ12 -->\n",
+       "<g id=\"node2\" class=\"node\"><title>SUZ12</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"252.711\" cy=\"-595.177\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"252.711\" y=\"-591.477\" font-family=\"Times,serif\" font-size=\"14.00\">SUZ12</text>\n",
+       "</g>\n",
+       "<!-- HDAC2 -->\n",
+       "<g id=\"node3\" class=\"node\"><title>HDAC2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"601.093\" cy=\"-305.758\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"601.093\" y=\"-302.058\" font-family=\"Times,serif\" font-size=\"14.00\">HDAC2</text>\n",
+       "</g>\n",
+       "<!-- RCOR1 -->\n",
+       "<g id=\"node4\" class=\"node\"><title>RCOR1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"495.385\" cy=\"-386.516\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"495.385\" y=\"-382.816\" font-family=\"Times,serif\" font-size=\"14.00\">RCOR1</text>\n",
+       "</g>\n",
+       "<!-- TCF12 -->\n",
+       "<g id=\"node5\" class=\"node\"><title>TCF12</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"611.731\" cy=\"-251.255\" rx=\"35.9954\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"611.731\" y=\"-247.555\" font-family=\"Times,serif\" font-size=\"14.00\">TCF12</text>\n",
+       "</g>\n",
+       "<!-- HCFC1 -->\n",
+       "<g id=\"node6\" class=\"node\"><title>HCFC1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"183.211\" cy=\"-524.677\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"183.211\" y=\"-520.977\" font-family=\"Times,serif\" font-size=\"14.00\">HCFC1</text>\n",
+       "</g>\n",
+       "<!-- JUNB -->\n",
+       "<g id=\"node7\" class=\"node\"><title>JUNB</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"763.91\" cy=\"-412.867\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"763.91\" y=\"-409.167\" font-family=\"Times,serif\" font-size=\"14.00\">JUNB</text>\n",
+       "</g>\n",
+       "<!-- FOS -->\n",
+       "<g id=\"node8\" class=\"node\"><title>FOS</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"912.401\" cy=\"-375.325\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"912.401\" y=\"-371.625\" font-family=\"Times,serif\" font-size=\"14.00\">FOS</text>\n",
+       "</g>\n",
+       "<!-- DPF2 -->\n",
+       "<g id=\"node9\" class=\"node\"><title>DPF2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"799.98\" cy=\"-250.17\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"799.98\" y=\"-246.47\" font-family=\"Times,serif\" font-size=\"14.00\">DPF2</text>\n",
+       "</g>\n",
+       "<!-- ATF7 -->\n",
+       "<g id=\"node10\" class=\"node\"><title>ATF7</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"621.008\" cy=\"-460.598\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"621.008\" y=\"-456.898\" font-family=\"Times,serif\" font-size=\"14.00\">ATF7</text>\n",
+       "</g>\n",
+       "<!-- NR2C2 -->\n",
+       "<g id=\"node11\" class=\"node\"><title>NR2C2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"685.856\" cy=\"-510.063\" rx=\"37.8943\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"685.856\" y=\"-506.363\" font-family=\"Times,serif\" font-size=\"14.00\">NR2C2</text>\n",
+       "</g>\n",
+       "<!-- UBTF -->\n",
+       "<g id=\"node12\" class=\"node\"><title>UBTF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"535.279\" cy=\"-553.11\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"535.279\" y=\"-549.41\" font-family=\"Times,serif\" font-size=\"14.00\">UBTF</text>\n",
+       "</g>\n",
+       "<!-- SKIL -->\n",
+       "<g id=\"node13\" class=\"node\"><title>SKIL</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"632.147\" cy=\"-611.705\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"632.147\" y=\"-608.005\" font-family=\"Times,serif\" font-size=\"14.00\">SKIL</text>\n",
+       "</g>\n",
+       "<!-- ATF3 -->\n",
+       "<g id=\"node14\" class=\"node\"><title>ATF3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"766.951\" cy=\"-458.508\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"766.951\" y=\"-454.808\" font-family=\"Times,serif\" font-size=\"14.00\">ATF3</text>\n",
+       "</g>\n",
+       "<!-- TCF3 -->\n",
+       "<g id=\"node15\" class=\"node\"><title>TCF3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"727.352\" cy=\"-251.281\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"727.352\" y=\"-247.581\" font-family=\"Times,serif\" font-size=\"14.00\">TCF3</text>\n",
+       "</g>\n",
+       "<!-- MTA2 -->\n",
+       "<g id=\"node16\" class=\"node\"><title>MTA2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"783.518\" cy=\"-201.61\" rx=\"35.194\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"783.518\" y=\"-197.91\" font-family=\"Times,serif\" font-size=\"14.00\">MTA2</text>\n",
+       "</g>\n",
+       "<!-- TBL1XR1 -->\n",
+       "<g id=\"node17\" class=\"node\"><title>TBL1XR1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"504.621\" cy=\"-316.858\" rx=\"48.1917\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"504.621\" y=\"-313.158\" font-family=\"Times,serif\" font-size=\"14.00\">TBL1XR1</text>\n",
+       "</g>\n",
+       "<!-- MTA3 -->\n",
+       "<g id=\"node18\" class=\"node\"><title>MTA3</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"546.014\" cy=\"-430.528\" rx=\"35.194\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"546.014\" y=\"-426.828\" font-family=\"Times,serif\" font-size=\"14.00\">MTA3</text>\n",
+       "</g>\n",
+       "<!-- FOXM1 -->\n",
+       "<g id=\"node19\" class=\"node\"><title>FOXM1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"944.561\" cy=\"-421.348\" rx=\"40.8928\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"944.561\" y=\"-417.648\" font-family=\"Times,serif\" font-size=\"14.00\">FOXM1</text>\n",
+       "</g>\n",
+       "<!-- JUND -->\n",
+       "<g id=\"node20\" class=\"node\"><title>JUND</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"782.831\" cy=\"-364.631\" rx=\"33.2948\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"782.831\" y=\"-360.931\" font-family=\"Times,serif\" font-size=\"14.00\">JUND</text>\n",
+       "</g>\n",
+       "<!-- CREM -->\n",
+       "<g id=\"node21\" class=\"node\"><title>CREM</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"466.49\" cy=\"-465.061\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"466.49\" y=\"-461.361\" font-family=\"Times,serif\" font-size=\"14.00\">CREM</text>\n",
+       "</g>\n",
+       "<!-- CHD2 -->\n",
+       "<g id=\"node22\" class=\"node\"><title>CHD2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1313.6\" cy=\"-103\" rx=\"33.5952\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1313.6\" y=\"-99.3\" font-family=\"Times,serif\" font-size=\"14.00\">CHD2</text>\n",
+       "</g>\n",
+       "<!-- ZBTB33 -->\n",
+       "<g id=\"node23\" class=\"node\"><title>ZBTB33</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1229.55\" cy=\"-103\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1229.55\" y=\"-99.3\" font-family=\"Times,serif\" font-size=\"14.00\">ZBTB33</text>\n",
+       "</g>\n",
+       "<!-- REST -->\n",
+       "<g id=\"node24\" class=\"node\"><title>REST</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1137.5\" cy=\"-103\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1137.5\" y=\"-99.3\" font-family=\"Times,serif\" font-size=\"14.00\">REST</text>\n",
+       "</g>\n",
+       "<!-- ZNF592 -->\n",
+       "<g id=\"node25\" class=\"node\"><title>ZNF592</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"586.828\" cy=\"-386.514\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"586.828\" y=\"-382.814\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF592</text>\n",
+       "</g>\n",
+       "<!-- ZNF143 -->\n",
+       "<g id=\"node26\" class=\"node\"><title>ZNF143</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"169.3\" cy=\"-688.503\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"169.3\" y=\"-684.803\" font-family=\"Times,serif\" font-size=\"14.00\">ZNF143</text>\n",
+       "</g>\n",
+       "<!-- NR2F1 -->\n",
+       "<g id=\"node27\" class=\"node\"><title>NR2F1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"840.826\" cy=\"-408.687\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"840.826\" y=\"-404.987\" font-family=\"Times,serif\" font-size=\"14.00\">NR2F1</text>\n",
+       "</g>\n",
+       "<!-- RBBP5 -->\n",
+       "<g id=\"node28\" class=\"node\"><title>RBBP5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"591.122\" cy=\"-656.557\" rx=\"37.8943\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"591.122\" y=\"-652.857\" font-family=\"Times,serif\" font-size=\"14.00\">RBBP5</text>\n",
+       "</g>\n",
+       "<!-- KDM1A -->\n",
+       "<g id=\"node29\" class=\"node\"><title>KDM1A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"734.76\" cy=\"-305.977\" rx=\"42.4939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"734.76\" y=\"-302.277\" font-family=\"Times,serif\" font-size=\"14.00\">KDM1A</text>\n",
+       "</g>\n",
+       "<!-- MYC -->\n",
+       "<g id=\"node30\" class=\"node\"><title>MYC</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"701.99\" cy=\"-567.644\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"701.99\" y=\"-563.944\" font-family=\"Times,serif\" font-size=\"14.00\">MYC</text>\n",
+       "</g>\n",
+       "<!-- MLLT1 -->\n",
+       "<g id=\"node31\" class=\"node\"><title>MLLT1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"739.955\" cy=\"-157.57\" rx=\"39.7935\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"739.955\" y=\"-153.87\" font-family=\"Times,serif\" font-size=\"14.00\">MLLT1</text>\n",
+       "</g>\n",
+       "<!-- PML -->\n",
+       "<g id=\"node32\" class=\"node\"><title>PML</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"405.413\" cy=\"-301.806\" rx=\"29.4969\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"405.413\" y=\"-298.106\" font-family=\"Times,serif\" font-size=\"14.00\">PML</text>\n",
+       "</g>\n",
+       "<!-- STAT5A -->\n",
+       "<g id=\"node33\" class=\"node\"><title>STAT5A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"541.819\" cy=\"-162.954\" rx=\"43.5923\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"541.819\" y=\"-159.254\" font-family=\"Times,serif\" font-size=\"14.00\">STAT5A</text>\n",
+       "</g>\n",
+       "<!-- NBN -->\n",
+       "<g id=\"node34\" class=\"node\"><title>NBN</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"471.906\" cy=\"-509.074\" rx=\"29.4969\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"471.906\" y=\"-505.374\" font-family=\"Times,serif\" font-size=\"14.00\">NBN</text>\n",
+       "</g>\n",
+       "<!-- TBP -->\n",
+       "<g id=\"node35\" class=\"node\"><title>TBP</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"348.88\" cy=\"-544.378\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"348.88\" y=\"-540.678\" font-family=\"Times,serif\" font-size=\"14.00\">TBP</text>\n",
+       "</g>\n",
+       "<!-- E2F4 -->\n",
+       "<g id=\"node36\" class=\"node\"><title>E2F4</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"545.686\" cy=\"-612.553\" rx=\"29.795\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"545.686\" y=\"-608.853\" font-family=\"Times,serif\" font-size=\"14.00\">E2F4</text>\n",
+       "</g>\n",
+       "<!-- ETS1 -->\n",
+       "<g id=\"node37\" class=\"node\"><title>ETS1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"260.911\" cy=\"-534.717\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"260.911\" y=\"-531.017\" font-family=\"Times,serif\" font-size=\"14.00\">ETS1</text>\n",
+       "</g>\n",
+       "<!-- ARNT -->\n",
+       "<g id=\"node38\" class=\"node\"><title>ARNT</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"872.819\" cy=\"-206.078\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"872.819\" y=\"-202.378\" font-family=\"Times,serif\" font-size=\"14.00\">ARNT</text>\n",
+       "</g>\n",
+       "<!-- GABPA -->\n",
+       "<g id=\"node39\" class=\"node\"><title>GABPA</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"492.463\" cy=\"-206.966\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"492.463\" y=\"-203.266\" font-family=\"Times,serif\" font-size=\"14.00\">GABPA</text>\n",
+       "</g>\n",
+       "<!-- POLR2AphosphoS5 -->\n",
+       "<g id=\"node40\" class=\"node\"><title>POLR2AphosphoS5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"657.135\" cy=\"-207.251\" rx=\"83.3857\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"657.135\" y=\"-203.551\" font-family=\"Times,serif\" font-size=\"14.00\">POLR2AphosphoS5</text>\n",
+       "</g>\n",
+       "<!-- NKRF -->\n",
+       "<g id=\"node41\" class=\"node\"><title>NKRF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"612.096\" cy=\"-567.662\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"612.096\" y=\"-563.962\" font-family=\"Times,serif\" font-size=\"14.00\">NKRF</text>\n",
+       "</g>\n",
+       "<!-- SMAD1 -->\n",
+       "<g id=\"node42\" class=\"node\"><title>SMAD1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"733.227\" cy=\"-611.671\" rx=\"40.8928\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"733.227\" y=\"-607.971\" font-family=\"Times,serif\" font-size=\"14.00\">SMAD1</text>\n",
+       "</g>\n",
+       "<!-- ZSCAN29 -->\n",
+       "<g id=\"node43\" class=\"node\"><title>ZSCAN29</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"780.079\" cy=\"-503.055\" rx=\"48.1917\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"780.079\" y=\"-499.355\" font-family=\"Times,serif\" font-size=\"14.00\">ZSCAN29</text>\n",
+       "</g>\n",
+       "<!-- TARDBP -->\n",
+       "<g id=\"node44\" class=\"node\"><title>TARDBP</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"811.77\" cy=\"-547.133\" rx=\"45.4919\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"811.77\" y=\"-543.433\" font-family=\"Times,serif\" font-size=\"14.00\">TARDBP</text>\n",
+       "</g>\n",
+       "<!-- E2F8 -->\n",
+       "<g id=\"node45\" class=\"node\"><title>E2F8</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"722.125\" cy=\"-660.709\" rx=\"29.795\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"722.125\" y=\"-657.009\" font-family=\"Times,serif\" font-size=\"14.00\">E2F8</text>\n",
+       "</g>\n",
+       "<!-- CREB1 -->\n",
+       "<g id=\"node46\" class=\"node\"><title>CREB1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"631.792\" cy=\"-135.84\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"631.792\" y=\"-132.14\" font-family=\"Times,serif\" font-size=\"14.00\">CREB1</text>\n",
+       "</g>\n",
+       "<!-- TCF7 -->\n",
+       "<g id=\"node47\" class=\"node\"><title>TCF7</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"692.123\" cy=\"-454.171\" rx=\"31.3957\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"692.123\" y=\"-450.471\" font-family=\"Times,serif\" font-size=\"14.00\">TCF7</text>\n",
+       "</g>\n",
+       "<!-- MAX -->\n",
+       "<g id=\"node48\" class=\"node\"><title>MAX</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"389.835\" cy=\"-500.34\" rx=\"31.6951\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"389.835\" y=\"-496.64\" font-family=\"Times,serif\" font-size=\"14.00\">MAX</text>\n",
        "</g>\n",
        "<!-- MAZ -->\n",
-       "<g id=\"node81\" class=\"node\"><title>MAZ</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"417.374\" cy=\"-540.548\" rx=\"30.5947\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"417.374\" y=\"-536.848\" font-family=\"Times,serif\" font-size=\"14.00\">MAZ</text>\n",
+       "<g id=\"node49\" class=\"node\"><title>MAZ</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"430.937\" cy=\"-575.169\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"430.937\" y=\"-571.469\" font-family=\"Times,serif\" font-size=\"14.00\">MAZ</text>\n",
+       "</g>\n",
+       "<!-- POLR2A -->\n",
+       "<g id=\"node50\" class=\"node\"><title>POLR2A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"347.883\" cy=\"-611.278\" rx=\"44.393\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"347.883\" y=\"-607.578\" font-family=\"Times,serif\" font-size=\"14.00\">POLR2A</text>\n",
+       "</g>\n",
+       "<!-- ESRRA -->\n",
+       "<g id=\"node51\" class=\"node\"><title>ESRRA</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"681.771\" cy=\"-370.187\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"681.771\" y=\"-366.487\" font-family=\"Times,serif\" font-size=\"14.00\">ESRRA</text>\n",
+       "</g>\n",
+       "<!-- E4F1 -->\n",
+       "<g id=\"node52\" class=\"node\"><title>E4F1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"417.137\" cy=\"-345.831\" rx=\"29.795\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"417.137\" y=\"-342.131\" font-family=\"Times,serif\" font-size=\"14.00\">E4F1</text>\n",
+       "</g>\n",
+       "<!-- MAFK -->\n",
+       "<g id=\"node53\" class=\"node\"><title>MAFK</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"807.605\" cy=\"-775.163\" rx=\"36.2938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"807.605\" y=\"-771.463\" font-family=\"Times,serif\" font-size=\"14.00\">MAFK</text>\n",
+       "</g>\n",
+       "<!-- BACH1 -->\n",
+       "<g id=\"node54\" class=\"node\"><title>BACH1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"817.737\" cy=\"-655.711\" rx=\"39.7935\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"817.737\" y=\"-652.011\" font-family=\"Times,serif\" font-size=\"14.00\">BACH1</text>\n",
+       "</g>\n",
+       "<!-- RB1 -->\n",
+       "<g id=\"node55\" class=\"node\"><title>RB1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"850.103\" cy=\"-611.638\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"850.103\" y=\"-607.938\" font-family=\"Times,serif\" font-size=\"14.00\">RB1</text>\n",
+       "</g>\n",
+       "<!-- BRCA1 -->\n",
+       "<g id=\"node56\" class=\"node\"><title>BRCA1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"38.9965\" cy=\"-539.234\" rx=\"38.9931\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"38.9965\" y=\"-535.534\" font-family=\"Times,serif\" font-size=\"14.00\">BRCA1</text>\n",
+       "</g>\n",
+       "<!-- ZBED1 -->\n",
+       "<g id=\"node57\" class=\"node\"><title>ZBED1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1343.23\" cy=\"-572.396\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1343.23\" y=\"-568.696\" font-family=\"Times,serif\" font-size=\"14.00\">ZBED1</text>\n",
+       "</g>\n",
+       "<!-- CEBPB -->\n",
+       "<g id=\"node58\" class=\"node\"><title>CEBPB</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1450.09\" cy=\"-603.291\" rx=\"38.1938\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1450.09\" y=\"-599.591\" font-family=\"Times,serif\" font-size=\"14.00\">CEBPB</text>\n",
+       "</g>\n",
+       "<!-- HDGF -->\n",
+       "<g id=\"node59\" class=\"node\"><title>HDGF</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"919.7\" cy=\"-578.788\" rx=\"34.394\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"919.7\" y=\"-575.088\" font-family=\"Times,serif\" font-size=\"14.00\">HDGF</text>\n",
+       "</g>\n",
+       "<!-- NFIC -->\n",
+       "<g id=\"node60\" class=\"node\"><title>NFIC</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1256.84\" cy=\"-484.339\" rx=\"30.5947\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1256.84\" y=\"-480.639\" font-family=\"Times,serif\" font-size=\"14.00\">NFIC</text>\n",
+       "</g>\n",
+       "<!-- MEF2A -->\n",
+       "<g id=\"node61\" class=\"node\"><title>MEF2A</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1278.35\" cy=\"-528.379\" rx=\"40.0939\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1278.35\" y=\"-524.679\" font-family=\"Times,serif\" font-size=\"14.00\">MEF2A</text>\n",
+       "</g>\n",
+       "<!-- SMARCA5 -->\n",
+       "<g id=\"node62\" class=\"node\"><title>SMARCA5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"955.394\" cy=\"-674.788\" rx=\"52.7911\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"955.394\" y=\"-671.088\" font-family=\"Times,serif\" font-size=\"14.00\">SMARCA5</text>\n",
+       "</g>\n",
+       "<!-- BMI1 -->\n",
+       "<g id=\"node63\" class=\"node\"><title>BMI1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"891.132\" cy=\"-157.564\" rx=\"32.4942\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"891.132\" y=\"-153.864\" font-family=\"Times,serif\" font-size=\"14.00\">BMI1</text>\n",
+       "</g>\n",
+       "<!-- BCLAF1 -->\n",
+       "<g id=\"node64\" class=\"node\"><title>BCLAF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1098.28\" cy=\"-618.174\" rx=\"43.5923\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"1098.28\" y=\"-614.474\" font-family=\"Times,serif\" font-size=\"14.00\">BCLAF1</text>\n",
+       "</g>\n",
+       "<!-- GATAD2B -->\n",
+       "<g id=\"node65\" class=\"node\"><title>GATAD2B</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"988.682\" cy=\"-784.273\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"988.682\" y=\"-780.573\" font-family=\"Times,serif\" font-size=\"14.00\">GATAD2B</text>\n",
        "</g>\n",
        "<!-- ATF2 -->\n",
-       "<g id=\"node82\" class=\"node\"><title>ATF2</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"268.026\" cy=\"-574.306\" rx=\"31.6951\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"268.026\" y=\"-570.606\" font-family=\"Times,serif\" font-size=\"14.00\">ATF2</text>\n",
+       "<g id=\"node66\" class=\"node\"><title>ATF2</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1163.84\" cy=\"-494.201\" rx=\"31.6951\" ry=\"18\"/>\n",
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+       "</g>\n",
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+       "<g id=\"node68\" class=\"node\"><title>IKZF1</title>\n",
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+       "</g>\n",
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+       "</g>\n",
+       "<!-- YY1 -->\n",
+       "<g id=\"node70\" class=\"node\"><title>YY1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"219.668\" cy=\"-421.531\" rx=\"27.8951\" ry=\"18\"/>\n",
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+       "</g>\n",
+       "<!-- CBX5 -->\n",
+       "<g id=\"node71\" class=\"node\"><title>CBX5</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"1239.55\" cy=\"-396.226\" rx=\"33.2948\" ry=\"18\"/>\n",
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+       "</g>\n",
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+       "<g id=\"node72\" class=\"node\"><title>MXI1</title>\n",
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        "</g>\n",
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        "</g>\n",
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+       "</g>\n",
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+       "<g id=\"node76\" class=\"node\"><title>LARP7</title>\n",
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        "</g>\n",
        "<!-- CBFB -->\n",
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        "</g>\n",
        "<!-- ELF1 -->\n",
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        "</g>\n",
        "<!-- SMAD5 -->\n",
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        "</g>\n",
        "<!-- TAF1 -->\n",
-       "<g id=\"node91\" class=\"node\"><title>TAF1</title>\n",
-       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"490.055\" cy=\"-572.295\" rx=\"31.6951\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"490.055\" y=\"-568.595\" font-family=\"Times,serif\" font-size=\"14.00\">TAF1</text>\n",
+       "<g id=\"node80\" class=\"node\"><title>TAF1</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"212.732\" cy=\"-480.373\" rx=\"31.6951\" ry=\"18\"/>\n",
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        "</g>\n",
        "</g>\n",
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.dot.Graph at 0x7f72b5bc9310>"
+       "<graphviz.dot.Graph at 0x7f89afa77ed0>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "selection.plot_network()"
+    "selection2.plot_network()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1435,7 +3488,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.7.12"
   }
  },
  "nbformat": 4,
diff --git a/examples/Select_rules.ipynb b/examples/Select_rules.ipynb
index 54b91fa..5b5ac9f 100644
--- a/examples/Select_rules.ipynb
+++ b/examples/Select_rules.ipynb
@@ -39,7 +39,7 @@
        "<CombObj: 112109 TFBS (151 unique names) | Market basket analysis: 10642 rules>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -89,7 +89,7 @@
     },
     {
      "data": {
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\n",
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jHhdcWky3EWNmsHkzfHHUFrEvfME5fp4cPXqUN954o/jzvn37mDdvHsuWLaOnp6coSLqu8/rrr4+470TnhEIh6uvr+fnPfw44U2LT6TTBYJBEIjHuOrZu3VoUk2effZby8vJzMlUsW7aMkydPnvW8u+++m3379o35VxCsgYEBbrnlFv7+7/+eLcOi17q6Og4dOlTcj/LEE0+wYvBDxN69e/nYxz7Gww8/TGXlyD3mx44dO+NgwSeffJInn3xy0r+nYOZQt/1aWj72mRHHWu76NHXbr52mFU0fjeXBMe/9Sx0RaQHIMnz1q3DrrU5KcNkyuPJK5/h5kkwm+dSnPsXAwACqqrJ48WLuueceXC4XP/3pT/n0pz9NLBbDMAw++9nPsmrV0KfIM53zwx/+kI997GP8z//5P9E0jQceeIC1a9eiqirr1q3jzjvvZMOGDcXH+qu/+is+8pGPsHbtWnw+H/fee+85/R633HILzz77LIsXLz7v1wLgO9/5DsePH+crX/kKX/nKVwB4/PHHqa2t5ctf/jJbt25F0zTmzZtXnIV19913k0wmuf322wFobGzk4YcfBuCZZ57hlltumfD5hps2BLMLWVWo+843ab7lFvIHD+FavZL6t1+HrCrTvbQ3HVVVi1kOgcOcmFw8XsPcw4cPFz+xC86fjo4OPvShD/HEE09M91JGsHXrVn7xi18QiYwdAnD48OHinrjpGgIpEEwF69at47XXXpvuZUwX47Y0EhIuOCM1NTV89KMfveDNxVNJT08Pf/7nfz6uYAkEgrmNSA8KzspMc+JVVFTwrne9a7qXIRAIpoE5LVq2bYumuZcYhXT3hXbwEAgEM5M5K1oej4e+vj4xnuQSwh6cp+XxeHj3u9893csRCAQXgTkrWvX19bS2torW/pcYhcnFAoFgbjJnRUvTNBYsWDDdyxBME4899hiA6AYvEMwx5qxoCS5tOjs7p3sJAoHgIiAs7wKBQCCYNQjREggEAsGsQYiWQCAQCGYNoqYlmJOUlZVN9xIEAsFFQIiWYE6yY8eO6V6CQCC4CIj0oEAgEAhmDUK0BHOSRx55hEceeWS6lyEQCKYYkR4UzEn6+vqmewkCgeAiICItgUAgEMwahGgJBAKBYNYgREsgEAgEswZR0xLMSaqrq6d7CQKB4CIgREswJxHd3QWCuYlIDwoEAoFg1iBESzAnefDBB3nwwQenexkCgWCKEelBwZwkHo9P9xIEAsFFQERaAoFAIJg1CNESCAQCwaxBiJZAIBAIZg2ipiWYk9TX10/3EgQCwUVAiJZgTnLDDTdM9xIEAsFFQKQHBQKBQDBrEKIlmJPcf//93H///dO9DIFAMMWI9KBgTpJOp6d7CQKB4CIgIi2BQCAQzBqEaAkEAoFg1iBESyAQCASzBlHTEsxJFixYMN1LEAgEFwEhWoI5ydVXXz3dSxAIBBcBkR4UCAQCwaxBiJZgTnLfffdx3333TfcyBALBFCPSg4I5ia7r070EgUBwERCRlkAgEAhmDUK0BAKBQDBrEKIlEAgEglmDqGkJ5iRLly6d7iUIBIKLgBAtwZzkrW9963QvQSAQXAREelAgEAgEswYhWoI5yQ9+8AN+8IMfTPcyBALBFCNESyAQCASzBiFaAoFAIJg1CNESCAQCwaxBiJZAIBAIZg3C8i6Yk6xatWq6lyAQCC4CQrQEc5LLL798upcgEAguAiI9KJiT6LouOr0LBHOQaRctSZIUSZL2SpK0c/DnUkmSnpAk6Y3Br5HpXqNg9iHmaQkEc5NpFy3gM8DhYT9/EXjKtu0lwFODPwsEAoFAML2iJUlSPXAL8P1hh98J3Dv4/b3Au97kZQkEAoFghjLdkda3gM8D1rBjVbZtdwAMfq0c746SJN0lSdJuSZJ29/T0XPSFCgQCwZvBPffcw6ZNm9i0aRN9fX3TvZwZx7SJliRJtwLdtm3vOZ/727Z9j23bm2zb3lRRUTHFqxMIBILp4a677mL37t3s3r2bsrKy6V7OjGM6Le9bgHdIknQz4AFCkiT9COiSJKnGtu0OSZJqgO5pXKNglrJ+/frpXoJAILgITFukZdv2X9i2XW/b9nzg94Cnbdv+A+Bh4MODp30Y+MU0LVEwi1m/fr0QLoFgDjLdNa3x+BqwTZKkN4Btgz8LBOdEOp0mnU5P9zIEAsEUMyM6Yti2/Szw7OD3fcD107kewezn/vvvB+DOO++c3oUIBIIpZSZGWgKBQCAQjIsQLYFAIBDMGmZEelAgEMw8LMOk7bFnyO0/iHvtauq2X4usKtO9rEsKwzCwLAtZFvFFASFaAoFgDJZh0vbJz9HwvW8Xj7V87DPUfeebQrjeRJp7E3R3d1NdXT3dS5kxCPkWzEkKHQUE50fbY8+MECyAhu99m9ZfPT1NKxIIHIRoCeYkq1evZvXq1dO9jFlLbv/BcY/nDx56k1dyadNYHqSyctxOdpcsIj0omJPEYjEAwuHwNK9kZnCu9Sn32vEF371GTIR+M1FVVdSzRiFeDcGc5KGHHuKhhx6a7mXMCIr1qR3bWPylP6NhxzbaPvk5LMOc8D5126+l5WOfGXGs5a5PU7f92ou9XIHgjIhISyCY40xUn2q+5RYad2wb9z6yqlD3nW/SfMst5A8ewrV6JfVvv06YMN5khHtwLEK0BII5zhnrUxOIFjjC1bhj2xnPEVxchHtwLEK+BYI5jqhPCeYSQrQEgjmOqE/NXoR7cCwiPSiYk1x55ZXTvYQZg6hPzV6Ee3AsQrQEc5Jly5ZN9xJmFKI+JZgrCAkXzEl6e3vp7e2d7mUIBIIpRoiWYE6yc+dOdu7cOd3LEAgEU4wQLYFAIBDMGoRoCQQCgWDWIERLIBAIBLMG4R4UCBADDwWC2YIQLcGcZOvWrZM+Vww8FAhmDyI9KJiTLFy4kIULF07qXDHwUDBTKTTMFQwhREswJ+ns7KSzs3NS54qBh4KZSqFhrmAIIVqCOcljjz3GY489NqlzRUNZgWD2IERLcMkjGsoKZiqiYe5YhBFDcMkjGsoKZiqiYe5YhGgJBIiGsgLBbEFIuEAgEAhmDSLSEsxJrr/++ulegkAguAgI0RLMSRoaGqZ7CQKB4CIgREswJ2lpaQGEeE0W0cZqZlLYXCzMGEOIV0IwJ3nqqad46qmnpnsZs4JiG6sd21j8pT+jYcc22j75OSzDnO6lXfKIzcVjEaIlEFwELMOkZeeTHP+7b9Gy88kZLQCijdXMxbZt0cZpFEK0BIIpZrZFLqKN1QzGFoI1GiFaAsEUM9nIZaZEY6KN1QxGEpfo0YhXRCCYYiYTucykaEy0sZrBiEhrDMI9KJiTbN++fdqeezKRy0TRWPMttzidOd5ELkYbK+FGnCJEpDUGIVqCOUl1dfW0PXchchkxVHJU5HLGaGwaWklNZRsrMVRzChGR1hiEaAnmJCdPngSY9CDIqWQykctcriPNpChytiPJitijNQohWoI5yfPPPw9Mj2jB2SOXyURj08WFpvZmWhQ5mxGjScYiREsgmAZm6jiUqUjtzeUoUjD9iLhTIBjF+VjRz+c+hWhs8V98hsYd26ZdsGBqNhoLN+LUITpijEVEWgLBMM4n0phLxoOpSO3N1ChyNiI6YoxFRFoCwTDOJ9KYS22Qpiq1NxOjyFmJcA+OQYiWYE5y6623cuutt57z/c6npdFcaoMkUnszC+EeHItIDwrmJOXl5ed1v/OJNKYqOpkJG3JFam9mUVviPe/38lxFiJZgTnL06FEAli1bdsbzRgtFzQ1bz9mKPhX29ZlUF5vKjcaCC6N9IENvb++0bpafaQjREsxJXnzxReDMojWRUNR86+vnFGlMRXQiNuQKxkMYMcYiREtwyXJWoTgHsbjQ6ERsyBWMizBijEFU+ATThmXZ7Gnq5yevNLOnqR/Lst/U559JBgqxIVcwLqJh7hhEpCWYFizL5hu/Psp3nztRPPaJqxdx903LkGXpvB9zb3OU491JElmDoGfk23t0/cqzbnxBmA6hmO62TjPBBCIYBxFpjUGIlmBa2NscHSFYAN997gQ3rKhk4/zSc3680SK43RWjtsSLZdnIsjRu/artrk8z8N++SMkzT4Cqwv79tHzwo9Ni7z6XuthUC8xMMoEIRiEirTEI0RJMC8e7k+MeP9GTPC/RGi2Cv9EXQg/c0hxl4/zScetXdff8I2zZAnv2AND/4T+m5tvfmPIL9WRFZjJ1sYshMMIEMoMRkdYYhGgJpoXFlYFxjy+qGHl8eMpvYUUAWbI53p1icWWAdfUlvNY64KQDczoeTSarO//JU7YLGBLBiepXRCLg9UImQ+m936f5PXcUL9RnEpvJCtF4IhN//x8Q/8CHqL3p3Pc/XQyBmc0mkDmf1hSR1hiEaAmmhQ2NET5x9aIR0dHHr17EhsZI8efx6l6Xz49woC1GVrfYsbaGJw53FYVq+G0LlH5gSAQnMjrQ0wNr1sArrwBDF+rxxKb/w39MdPkaXCuXIz/+OA3//M3ibRNFO+OJTOjHPyJ04hgtj1w5YYQ00cX4YgjMbDWBXBJpTRFpjUHIuGBakGWJu29axs8+fiVff88afvbxK/n8KBPGeHWvXU1RlleHAHhkf0fx+9G3LVO6ubYsURTBuu3XEn//H4xcxJYtsH8/mEMd2QsX6vHEpvTe77PooftoeOdN1L32shOhDTJRr8EJIzzTnPA+xYvxjm0s/tKf0bBjG22f/ByWYV4UgZmtrZvmUs/HCRGR1hhEpCWYNmRZYuP80glrWBPVvcxh1nhzlE3+huWV/P4VDXTt6SDoUYsiKKsK8Q98iNCJY45IKQq8+ipkMo4Jg5EX6jOJDQAvvAC33w47dzqPwfjRzoQR3uBzjnefM6UA699+3aRchueSNputrZtmc1pz0ohIawxCtAQzlonqXuqwaEwdZY+/clEZG+eX8oPXx761a2+6jpZHrhyV8vsjoivXoX3pKyMu1GcTGwBOnoSNGx0jRyYzbrQznpWdLVscwWT8COlMF2N5x7azCsz5pM1mY+um2ZrWPCdEpDUGIVqCGct4da9N8yIcbI8BcOPKSp5/o7d4282rqznZO350BhNHFKXjXMjPJjaAI2AvvABXXEHL+s3Ubb923Ain7jvfpPnmmyl54MeEjh0qRngTpeDOdjE+m8BM1qwx200M07G37U1/zUSkNYZpEy1JkhqA/wCqAQu4x7btb0uSVAr8BJgPNAF32LYdna51CqaPQt3ruuUVvHyyH7cmUxlwk7csVFnmrx45yPLqEKZlo8gSTx/tpj2WZV/LAH9Ymaax1DfuRWYyEcVogSvrbiXyvX8upgKHC1j71duo+7u/Bpgwwml8x41YN19P86+ePmsK7kIvxpNJm80FE8OFpjXPVYCm5TUTkdYYJNt+c1vnFJ9YkmqAGtu2X5UkKQjsAd4F3An027b9NUmSvghEbNv+wpkea9OmTfbu3bsv9pIFU8xwO/viygAbGiNjumFM1DljQbmPz//swJjHXFMX5kBbDDc6P/jQZdT/4z9MyUXGMkw67/l3av/tX5162IEDRQFreeQJGm69gZadT9Iwjhg2P/z4OdvRLcOkdRICNx4TraOwzjOdcz5rnY2cjwBNx2sWqKjj2Gu7qK2tvSiPP8MZtzXOtMm4bdsdtm2/Ovh9AjgM1AHvBO4dPO1eHCETzDEKYvSef32RLzx4gPf864t849dHx/QfnKhzRjpvsqYuzIaGEjza0NtYlSW8qsQfyL3U/r/v0bDvpTO6/CzDpGXnkxz/u2/R8S/f58TX/pGWnU9iGeaI55RVheq7PkLLpqsce/ygYMV+7wNIko1lmFPay/BCJv9Oxg04k/ouTgfn4zycltdMRFpjmBE1LUmS5gMbgJeBKtu2O8ARNkmSKie4z13AXQCNjY1v0koFZ2My0RNMvo3TRA7Cn73axoE2p7ZV2J+1eUEpR9qj/MeJX6AdeYUoMG/fPrjqqqJZAs68F4urroK/2UPLh+4a86m7mI4aVp8K/+JBwv91Hy0f+wyeHbeMu9Y3exjkZNJml4SJ4Qycj/PwzXrN7rnnHu655x5nPamYGE0yiknLuCRJ8yRJumHwe+9gSu+CkSQpAPwM+Kxt2/HJ3s+27Xts295k2/amioqKqViK4AKZbPQEZ27jNJzJOAh3NUW5blklL53q58+DMS7/r3vYt349+9avd0544QVnA/Eg/rC/KAyjP20Xzp3oU7esKkiyTOhHPxgRcTV879tYpn3B+53OtEfrXDhbpDZb92ZNFecjQG/Wa3bXXXexe/dudu/ejcsXRJZFtDWcSUVakiR9FCeqKQUWAfXAvwLXX8iTS5Kk4QjWfbZtPzh4uEuSpJrBKKsG6L6Q5xC8eZxLE9zJtnE6m4OwQEs0Q1a3yB18ffzFFfZXbdlCzX/7NC37D5Kfv/CM547+1G1k8/T8239Q+uILcMcd8MQTEB3yCOVfP8z8b32d9rWrUV97DWPdOmr+8ENTMwzy5psdM8cUuddm696sqeJ8zC7n85pd8N9LpAfHMNn04J8CV+Ck77Bt+42J0naTRZIkCfh/wGHbtv9h2E0PAx8Gvjb49RcX8jyCN4+zNcEd3Ufwk9cs4jvPTtzGCYYchDesqORETxJNkfmLhw4UWzcVKEReTRUTpIoXLBixobjhe9+m/Z//7/jnDu7FKnzqtgyTtl8+QfV9/05N82mni0YmAzffDC++WBQu96oVdHz28yMvhPsPnpPxY6K0VckDP8a48Zqxjz/MPHCuF8jZuDdrqjhf0T6X12xK3IbC8j6GyYpWzrbtvKMzIEmSClyo7XAL8EHggCRJ+waP/XccsbpfkqQ/ApqB2y/weQRvEmeKnsZ3AS7kZx/fzImeFIsqJq5/De+cYVk2x7qSE0Ze/ynX8p4P/wmQLt4e+70PEP7Fg0N29UHSsdSEe7EKn7onrHvt2QOPPgrvfS/89Ke03PVpJEWi/gKb2U6Utgq9cZj2f/uPM3bKmO0W9jebiy3aU9LcWERaY5isaD0nSdJ/B7ySJG0D/gR45EKe2LbtF5jA0sgFph0F08OZmuCOnzo8yXXLK7nj8skbaWRZ4nPblrK0KsChjjjYcP+e5mLk9ZaFZfyhZwe3ywfQchna//n/IrW2El67dihCGsS9ZhV1d3+y+GnbF/KTSWbw/v6d5ONp2h57Bkmyx697XXEFvPIKKW+Avl/8GlmRcD38MLzlLWOe51zaChV6JIZ+/KOhg9u3w8svo7722rj3yR88RJskifEiM4wpaTMlIq0xTFa0vgD8MXAA+BjwKPD9i7UowexkdCpvQbkfWYIHdreMGR1S4GevtiJLFMeNTBRtFbAsm28+cWyEAL59dTXd8SymDS+d6udtiyt425W/R+U/fJPav/ny0J3f/nZ46SWIRouRlKwqTpQiSaT3H6Ssp43IXw9tIs68/wPw1rc6da7hYjRY94pv3oL06KMjI6xRbsWC8WMyEY+sKiT+4IOELB2OH3dSms89Bxs3Ym5YP+59/GE/0r49TkupwWGWZ+qHKHhzmBK3oSTT29tLdXW1MGQMctbNxZIkycB+27YnaMY2/YjNxTOD0TWr5452j6hZDR8dUmBDQwk2sK9lAIAPbm7kf9y8kgPtsTG2ecuyeXhfK7/Y14HHpdCXzLF/8PHWN5QUHwPgn+dnuOUTYzPL2Y9/gp5b3kXd9uuH6kATpf8KAjUYVY04fscdkMsRrWsk8u/fH5N6LN5nyxZwu2lbsYGab/2vCYVreD3KXxKg5r99esxjtvz8V/Crx8ZvLTWsB+LwdQ7fUCx4cxm3pnXXp6n753+YdMo2WNXIW+/6Cvf+6U1UV1dfrKXOVMb99HrWSMu2bUuSpNckSWq0bbt56tclmG2MtxcLGFOzesuCCFfMj5DRLVRZ4kBbjNW1IXafHgCGalFLKod2T/zwpWZMy+bBvW1FcfvE1Yv43LalfPOJo3z3uZPFcy+fH+GyxhJebR4Y0+295/Rhdt1+O5efPDki+vDsegX75tuKF40Jbe8F0QEYrOUWj2saPPIIvOUtRB7//oh5XEVKS51zB40fdckkzb96etxU3aSEE8gdOsrC73yT9rWrhzpzFDrVD1/zsH6INTdspWXnk7O2v+BsZiocmpIsYxim2Ks1jMmmB2uA1yVJegVIFQ7atv2Oi7IqwYxlorZKN6yo4N9/d4oNDSUYlo0qS7zWGmN5dWjEJuCqgJuNjSWYNhxsd6KkxlIfb3QniiJ1oC3O8upQMXL67nMnWFrlHyFY4OzPWt9QwvLqEJoy9KHMq0rkjTSv+/1cvmePc7AgAqo6ImV21hEk4DgPCym38nJ45hnn+2efdSKdcHhsai4QGGGHxzQnTNVNSjiBQM6ps+Xjaed3GU15eXEKc/vV26j5m/95Rreh4OJzoWYP27Kwcqmzn3gJMdkk6V8DtwJ/A3xz2D/BJcZEe7H2Ng+wpi7M3pYBDrTF2Nvi/DxMS9jVFMUCqkIejnTGyeoWm+ZFeOpIF2vqwsV2TKosjYmcnj3aO6Jd03BK/dqInz8fjuLq6hx50gsvwDveAfv3j6gpTDiCpND6acsW+MUvhjYnB4Owdu3Q7ZEIJBKOiLz8Mlx+OezYAV1djoBt3Oic6/VOWMuYlHDedBPVT/+KhjveQeTIgRGtqYr09RWfz9x6DR1PPj/3hyTOcSRZRnb7p3sZM4pJiZZt288BR4Dg4L/Dg8cElxgT7cXqTebZ1TSyGf+upihVIc+IY+2xLC3RDG9ZUMrl8yPFaKswdXjTvAiHO+Nj5mQ196dHTCkuUFfiJZE1mFfqZ2NjCesbSnAfPzb+4puayLzzNmTZwjJMp8uEZRH/gw87rr/hQlVa6kRnhfSbJDnHMxlwueDKK53ze3qcNF2B55+HUAh27x6qM91+O0bj/OLzwsieh/6SwLgi1PGRj5P5/T9wIq7nn4ff/AY2bqT0/vuIfuxPR55cmML8wgtE7/oT6rZfe8n3F5wLiEhrLJPtiHEH8A3gWZzi2D9JknS3bds/vYhrE8xAJtqLVR5wjXu8PZYd8bOEE0k9d6yX9Q0lI0wZJT6Nl072cc3SCp491lM8Xqh9XbO0gg0NJRweFqVJts2xrjiGaRP2qiSyBvqSZdAcBdseaUFvbMT7i4eoa20m+vOfoxgGDYf2D92+fTskk0O1pNuHGTnWrgVdd6KuJUucx37Pe+BnP4Prry+m5QAnLVgQrDVr4OhRVNum7q//B60P/xJufjvlP3+AhkTcich27yZ98w58jz5SfIzWuz6Fokh4jx4eOXhyMG3YV1lP7stfpXrngyNrW0BfVQMRVZmUe222z9Sa64hIayyTrWl9Cbjctu1uAEmSKoAnASFac4TJNrqdeC9WybiPWxP2IOEIzeraMJoisXewVjU6BXjV4jLeua6WzoE0iizTGcuMqH31pfLsbRngxpVVJHM6rzYPsHJjHW9bVEE0k+elU/2sqw2x+tXnOODOOw/68stOxKRpsHNn0bQQyeedY4Xb9+yBxx5zopqC+LS1OeKjafCjHzkCdOWVkE479ay6OufcgYGRZgyfz9l4fMUVTopPVYupvvrv/SPsfWno3KuughtvxPf0E7R/4x9Jx1O4Vq1Aefxxaj7xx8NenGHGDNPEvWYVOsBff2nMa14QpbO1Knqz5kOdizAKER2JiLTGMlnRkguCNUgf0zjWRDC1TGSuuPumZWOEa/RerEIni8J9RneqeOZoN1nd4uY11aSyOi83RYvR1fAU4KZ5EQ60xuhN5tjTPEBWt7hheSVel4JLkQh7VPKmhUeTefxQFzvW1rChoYTjPSkCLhUbZ5bW9vgpNv74HjYOX/QLL8AHPjDyl5YkJwXo9Y40PZSWDkVnS5c6kdXKlUMpwkcfhbvuckTLtuFtb3NEreDuGrS44/U6QrV4MTz8sBOpaYO1t+G1qsJz33gjmVSGxX/xGVp2PkndP48qGQ9bY/Rt1xaFp/Vjn3aEcJDWuz5VvO1s7rUp6dhwFsYTxv4P/zHR5WtwrV45QpTmwmDKqaYQafX29iLLMpWVlZf8fq3J/vaPSZL0a0mS7pQk6U7gl8CvLt6yBG8mE5srxh8YXWirdMfljWycX4osS0Uxe+Bjm/n41gW8d0MdNWEPawcNFo8e6CTiH0ohfnBzA6oisaYuzPqGEg62x/jFax2U+t1c1ujMyHrySDct0QySBBnDRLds1tSFAWjqS6ObFr870U93Mk9jqZ9dTVFWJ9rG/yVjMdi2zREZr9dxBA4MOCIDQ0Iybx4cOwbXXusI1o03Ou5ArxcKI3BaW52vZWXg9zv9BzdudNKJgQA8+KDz88aNTi3qssuc6Mvlch5HHfVZ0TTh+HHKE1Fadj45cc3JNOn/8B8R/PuvFi/ikqo5YrZxI1xxBZI2Mk17pm7vF6PmNbxW17LzSdp//fQYYSy99/sseui+MR3sz2fG1VzHtixUTeMvf9XEnf/yBN3don/4pCIt27bvliTp3cBVOGWJe2zbfuiirkxwUbAsmz2no7x8sg+PS2ZDQwknesZPP4zX6PZsXSuePtLNvz5/qvjz8L1UAxmDa5ZV0hnLohsWx7riLCwPYlg2K6pDHO6M0xJ1UnMFy7tp2bx8aoDNCyNkdZvqsGPsUGUJYzC4MS2baNpJBx4J13E58Lu3vhWAt/7ud85JAwOQH0wZXnst/PrXTgRVWek4AFXVEbD/+A/n9hdfdGpXhuHcftNNjukCHGG6+mo4eNCJtjZuhPZ2ePrpIZfhCy84j/mOd8DrrzudODIZJ+J7sDDQYJBBEQs/8Sjhv/0y/R/+45E1skE6PvJxqj72kZGR0qiIrO6VV2i+6aZJRUpTPR9qvEgp/v4/GPd3KXxIGB7ZTUnbozmGJMsoHj+GaaDrutivxSQjLUmSFgCP2rb957Zt/xlO5DX/oq5MMOU4acAj3P69F/nfTxzjb395hK89dpTDHbFx7eTDG92OnpFlGBZ7mvr5ySvN7DrVz56mPv7lmeO8dLJ/xGPtaoqSzlssrw7h1RTaohn2tQzwX7vbeO9l9ZzsTYywyM8r9aJIQ/WuQgqxPOBGkUA3TK6Y7zgMG0u9eDQZVZZwq85zlvhdcNVVHFu6lGNLlzqLGB5NmaaT4luyBLJZR8g+8AEnYiqYGR591DFXmCZUVDjGit5eqK93RCged4Ts4EFHnKqqnOjrxhth164h4UoknLrYsE3Chq6PfJG3bHFEcP/+4qHSe7/PwMc/OeK0lrs+PUKw4MIjpameDzVepBT68Y9GzDIrMizaLKz3Uh9MOR6mnifWfopY+ykSnaeFaDH5mtYDwFuH/WwOHrt8ylckuGg4acCxG3R10+bdG+r4z1daisd3rK1hXX3JhKlDCZt/GdWdotCiaXS7JtOyqQi66EvmRtSxXmkaYNO8MrK6wZ7mAXY1Rbl1TTUra4Mc7UxyxfwI+wc3JpsW1JZ4CXtUckaKDQ0lPH6oixtWVGGYFi+d7GHTvAie4/ucyObKKx3Ruf12ePJJWLhwZFrONGHVKjh1yjFWLF3quAN373YEJpl00nq/+IWz7+qBB2D5cvjlL2HduiHTxiuvDG0qNgznAl1INaqqE50NM2mop0+T/8xncR094mwGPnHCidY2b3aisUHk3h5aHvk1uQOHJ+ykcKEX+ameqTWRiMaXriQ0vGNIofXUqPWez4yruY6sqARKnSlQeZfrkq9nweRFS7VtO1/4YXBMyfgeZ8GMYLyU3vHuJB5NZkV1qNi14nBnHNOyOdSRYH1DCaZlo8gSTxzu4pH97RzqiI+wmRf43cn+Ec9X6E6xr2VgxPfgREthj4pXkdnV3Fe8jypLPHWkm5tXV7OmLux0zpAgmjaoCnnoS+UAx6QRy+SpCno43pPkpVPRwXShhYLNb072smVRBU8f7ea1YDXbNmxwoijbhuZm2LDBiax6e50UHjiCVVnptGPats0RLr/fEbsXX3RqWy0tsGiRc9sttzgpwCVLnPvBkDgVDBaq6ghXIdXocjlCtHKlc/vgxdplGEMdLQquwMsuG5FCC506zoAtsfgvRkZCwxnvIt//4T+i5oatk3qPwPgdG87XwTeRiMZufz8Dd/w++YOHKOtuJfK9oYbEw0XpUh9MOR6F9CCAPDpKv0SZrGj1SJL0Dtu2HwaQJOmdQO/FW5bgQpi41VI5a+rCIzYBXz4/goQzHG305uB/+23TiBZMw6OnFTVBVtX4SeYsnj3WTSxjUubXxnRyv2J+hLBHI5c3+e2pPi5rLCXX3M+meWUcaHOEL2eY7GqKsmleCQPpPJqi0JvMc6Atxo61NfSncuRNm7xpU+p3A+DRnLeuYUvEMmZxcvEmV9JJ+SUSzgIKlnbLcqKeDRscMbMsR9CuusrZtPv2t4PH49z3fe9zHH+FvVZ1dY4Zo6nJEarCRmBVdYwdP/vZUB3stttAlp1IrW3QFDJqAOV4+67IDtvPNih4+uEjsGPbhCIiqwo13/o6Ua9G5DfPgKJQev9/0o80rjtvUu+dC3DwTRgp3ew0Jy78Ls3X3TihKF3KgynHw7YszKxTcxbWd4fJitbHgfskSfoOjhGjBfjQRVuV4IKYKKW3tCowbteKd66voSeRGyM49RFvMRrb1RRl++pqumJZPJrMQ3vb2Laiir5Uji0LK9jf1offrbKuPjzYczDIwjIvlgXpvM7Tb/SzujbEM0d7+P0rGnhw8P5PHO5ifrkfj9ZHWcBNIquTzBmEvc6FLG84zXZLfW7607ni+vwulSvmR+hOOBf7Qh3tsp4meOEFtHnzhn7JF15wUnSFepOmQX+/EzHdf79T03rjDUfIVqyAo0eho2No/1VLi2Nj37PHqWkZhvO1ocExVQzWwVKf/ixydADvD/+t+NTGO9+F+tRTQ30IR6XGAEcIFy50vh8mbt73vP+sItLx5PM0fOt/j3i40nu/T+kVV8BfvHLOlvELscFPJlISonRujI60hPV98u7BE8BmSZICOONMEhd3WYILYaJWS4c74uMeP93nmCOGp/SuX16JS5E42ZsoClFbNMOBthhvWeDsy2rqS6PIEul8lutX1CJj8PihGDetquLn+4ZErSroZkNDmIDHicQG0jpuVaKpL81Nq6p4vc1prNsdz7G40k9rNMP8Uh/HgnG6EzkUGRrLVAayOeoiXlyqTNAtk8zKlAVcqHIpNSE3BzQZNe1MLP7AffeN/CVTKSdyKuy3Wr7cqX2BE3nt3u1ES9EoVFeP3H+1YIHz/dVXY8syktvtRGlPPOHcJ5uFaBQdmZIf/mDE06q/+Dnt//x/ScdS+MJ+ascZOZLd/FY8/zZ2vEk6ljqjiNS//Tq03bvGnaM1njtvMlyog0+I0tQyPNIqWN/zqdf4wZ9suxRHlQCTdw9+RpKkEE6H9/8jSdKrkiTdeHGXJjhfJmq1tLJmbO8+GBpac/3ySm5ZW836hhJ+e6KXX7zWwWXzSjnSGWd1bYjGUh8eTeblU06fwEJjW9OyaepLgayypi5MNm+S1S2a+tLkDQvdtKkt8eHVFNbUhVEVia1LKgl6FJI5g5oSD6V+bbBuZrK3ZYDWWI7tq+s42Zsg7NXoieeoL/Hz3LFuKkNufv5aB7GsSXN/BkW2SeUtrltSTlfDgvFflHDYcfmp6lCnisIm4EK6z+dzUoGy7IjUiy86povTpx0X4ZIlSN3dTpqw0FvwmWccpyHgM3X42MecKOyOOxyHIRB48bcsvPuTVN/1EVo/9NGR69qyxdlDtmnTmP6D7jWrzigibZ/8HNV//d+HmvUWmvPCuO68ySAcfDOLQqRV+Ces75PfXPyHtm3HgRuBSuAjwNcu2qoEF0Sh1dJwPn71Im5dWzvmeKFBLQwaIw53s69loJiGe+ZID29bUkF12DOiG3vZoMiosoRHkwm4NXoSOXY1RYt1J1WWCHs1fG4F27Z5/FAXC8v9xNJ52gcyVAbdZPImLkUmPSh0Pck8Wd0i6FY53ZdiSWWQ/pROid9NPKuzoDxIa3+muD7bBr/bRTKno7oUNNuErVt5bvAf4ERN0ahjjPD5oLPTsagbBvze7zmR1/veByUl8MMfOgJX2HPV1eVEW088AXv3wu9+59S9Nm8eSjsmk7BlC66BfmefVz7vpBevvhoiEUJvHKb1V08P1nVuHbEZmFdfxfOj/4BcboToFAwKE4mIP+wff5zJmjVDzXMHORfBmWobvODCKERaw/9d6rWtyYpW4bybgX+3bfs1JpgqKZh+Ct0pfvbxK/n6e9bws49fyedvWoaqysWuFb93eUOxE0Wh+ey3n35jxIiQArppIyGN6MYe8qq8bVE5QY9Cud/FrqYeqkIePJpMOq+zbXkFJ3sT9Kd0fJpKwK2S1S3yhsW+1gGqQh5O9KQp87vJmzZuReLGFZXIkmPekICAW6M67OFwZ5yeRJbCW25RuR+PJtNY6mVNfZBoKk/E7+JUTxpffx/s2sWpdes4tXatIwy7dzt29tJSx83n8zkpwEcfdfZIZbOOWBRqT9HoUBsmRXGir0K7pzVrnK8LFgydM3++I4iFThjPPeeIUG+vUy/bv78Y7WRfe92xv+/Z43wtpPPKy2HPHhJ3fYKO7/xfar79DcdoccNW0u+5Y8TfI/3u28mkRjYiLv6t1qyFQ4eKj5u5/X1o+/bQ+ssnip0nzvjeKdSlHn6c43/3LZoffvycJu0KppbRkZbi8RfbOl2q0dZkjRi7JUn6NbAQ+AtJkoI4e7UEM5RCq6WN80vHuVWitsRDyKOyrMpPJm/x3BvdRVEaPbq+OuQhkc0XjRo1IQ9PH+lmRU0Iw7R5/o0+3r+pnl8fbGNNXZieZJ68YXFZYymvNveztCrAwGDHitaBDNcvr6IlmhkUOAO/WyVnWkT8LsoCGqf7ndZNrzX3ctm8cify8qi0D2RZWRNElWH7qioee72Ld62rQZEhnTOdPWAlYeeCXXAPFvYHVVc7EdHWrU4kVBCL9nYnKlqyxEkBnjrlRF5r1jjHTp1yBKXQgqlgcy/UyBYtcsRp376RE4RN0/l+5UrwePCX+EeOIRndISIQgCuvJLjrJYLf/gdaDhyk7jvfdIwWjz4y9JiKgu9XO/FcP352Xjt4gOg73oOqSAQPvoZ358N4H/gJXHUVbb/6NTXf+l9nFSBRl5o5DK9pFVA1jbsf2Mu9lZWXZF1rspHWPOAFnE7vacAFxC7aqgRTimXZ7Gnq5z9fOs03Hz/K9547ztHOJD/Z3czJ3jS9qRyraocirFKfxoYGp//fNcsqwDZ56kg31y2rxKPJlAc1VtWGCbo1cobTuSKtmzSWBTnQFiNvWBgWPHO0hwXlQfKGiaooXDFom0/lTdbUOXW3RRUBXjrZQ5nfzYmeNIqs8Hp7DFuCq5dWgw3Xr6gkldFRZIk3upOc7s9gmDZZ3aI/rRPxuVlUGeBkb4JE1nKEaThve5vjAJRlJ8oqtHPyep3a1dKlTmSkqs5+rCeecASsp8cRiv7+oXTh0qXO/draHDPH44/DT3/qCFyBQmd3cByIt99OzeO/ZPH//htq/vSjpG/eMbJ+tWWLs18sn3eiNoZ67uX2H3QEblR0lhlIEv3sf3OEszALbDAtGLn3+wQPvjYyknvhBep2/eaS6uM3ug/iZCLNmcZ4kZbi8WMY5iUbaU1WtOYDNwCfAbBtuw+IXKQ1CaYQy7L5h8eP8re/PMyPd7XwuxPO5t6eRJa3zC/jWFecdN4qtloCZzbWyd4EW5dUEPGo/Or1ThaUB2mPZblyYRlvdCXJGxZlAXdR6DRFJm84j5EzbBZX+Al7FUr9GkGvStAtc7TL2aAcy+hk8hDyqLRFU9SWBPBoCqos0Z3IsnVJJR0DWfrTOnnD5LfHeykPujnUEcMwbQJuDUlybO4LynwE3DLHOuNcs6ySE0vXOtb2YNCJXgrpQa/XiY7a2px2TF6vU8dKpeAnP3Eiscsvd8Qrm3XMEYGAU+cqbARuaHBqXNde6zgPOzudKA1Gdm5fvHioptTT45z3858PGTZ+dj+ZP/9vI+paxSht2AZS9TfP41k3fj2qtKeNyLf+95AJ45prRqQFR6yngGleMgMgi1sFdmxj8Zf+bExz3tnCeDWtS72uNVnRGgCuB6okSXpEkqTwxVuS4EIpRFY/eaWZh/e18mpLlL0tA8Uef7GsgQ1EMzpXL6ksOgBNy2bTvAin+tJsXVLJ82/0cKo/wxULygFoLPXyzNEeKoIeSnwaumni02SuXFhKzrAIezUUCRZV+Nh5oIOtSyrRTYvueJ6fv9bBgvIgm+ZFqAy46U/nCXlUygJuqoIuSrwqJ3sTVIfdtA9kqC/xIEsSZUHH1NGdzHPtskrK/S5eON5NZzzHjSuqSOUMfC6FheU+sOC35QtJvOs9+Lq68HV3O9HGTTc5kdKJE87FvL3dEaaWFkecwBGjU6eclk/veIcjBm1tTkqxIARut7O3q9C7cGBg6EUvRE7btzvRVybjGDFeesnZg+X1Oo81iNTV5YjM8GgIHBEdpPb5J+CRnbT96edG/H37P/xHTleJ4fzqVyOjvdGd5AePXSouwLnSMX6iSOtSHgw5WdGSbNs2bNv+E+BnOKnCyou3LMH5Mjyy+tHLzdz7YjMht8Y719UUN+zuaopSEXCzqymK2+U0nFVliQXlvqIxo6kvzepaJ/IyTJvVdUEKMxvzhklt2EPYraFbNg0RD13xLPGswbKaILHBTcAt0QxlflexmW1DxMMb3XFiWZ2KoItfvd6FYUFtxMuvX29nx+pajnUmaSj1ols2h9v76E/mecv8CBndpMTnQjdNVtc6LZ8yhkkib9Kb1EnqFj63Ss5WeOn627hD07gjmXSmC/f1OZuGXS7nYu5yOQKyePHQhuP6eqcjBjiW9ssuc6KlQqeKLVvgoYeGzqmsHIrAtmwhvnAJ3V/9ulPjestbnJ6H+/c7j1OYYBwa2nLgOfDaSIt6gXh86Pn276f+e/+IeeONI4wR0eVrx9bEoBhdtd71Kdo3bRl525YttG7acsm4AC/G2JXpQERaY5msEeNfC9/Ytv0DSZIOAH96cZZ0aXAu4z7Ohb3NfTRH0yN6C6pKGI8mccX8cg539NM6oOMe/MvLSJT7XeRMk96k0+vPo8mD4+s1Ql6V8oCH9mgalyrj0WTcmoLPJdMVzxN2KbgU53hGtzjelaB60EXYUOpFQuKZY10srw4hSc78rMUVfh7Z30ZWt+iKZx3BrAiSNS0qgx6Mwf6Hb1lYxZHOBA2lXtwKpLI6kuSUpgAG0joBl4IhgW7Y9GWylAXceDGdvVUvvDD0wlx1FSxb5pgm8nmnTtXU5IhJdbWT5nviCefcxsahKcejWzAVxCIQcEwWg7eFfvtblE9+Gv55WAT09rc7kdbSpU6tqvD4ha4YmcxQ010g+/7fx3O6aWTKEMi/ftjpQThojGiRxn+fdO54D/kv/z31b78OgOYbb0J94Xlknw990ybqtl9/ybgA58p+s+EdMYYzvDtGgUulS4Zk2/bZz5rhLFiwwP7yl7884tiqVau4/PLL0XWd+0Z3RwDWr1/P+vXrSafT3H///WNu37RpE6tXryYWi/HQQ2NHh1155ZUsW7aM3t5edu7cOeb2rVu3snDhQjo7O3nsscfG3N7hW8z3Xo1RKSe5TG2ltsRLY6mvePv27duprq7m5MmTPP/882Puf/PNt9CSVth74BCZtiME3CrJnEFXPEtON3kqO49+XeP66hzugSbK/S7603nK/W76UznqNlzHd3/XxgeXWFi9TQDEsjolXheWZfNYbiGLqiKsULqxoi1ISKiKRE63iOd0yjfcSH8yT1m6CTPaTkY3sW3waAqyopBpvJJU1qA0cYLcQCeaIhPP6nhUBZ/Xy/3RBrK6xY7yPsJWHEWWkCWnbZPi8ZOqXk/WsIke20WtK4dbldEUGcOySeHBaryM9oEs89NHcBtpNEUib9hIEmyKdxN4yZmjFQ+HiRcinNpa6O6m/tQpbshmwTC4f/160qGQ4xjs7oZQiAWvv87VTz0FW7Zw36JF6MMvBBUVNKbSXPfv/waZDD+4886h2wIBSCZZ9frrXL5rF7qmcd9nPwt9fdgNDUh9fSBJrH/pJdbv2kXa5+PfP/s5DFXDEwpgWDb+QwfYtGsXq19/nVgoxEPvfje51Wtxlzkl5ETWwF+3nG2//Cnen/6InTt2AJCrqcO9ZBFI0lnfe9dffz0NDQ20tLTw1FNPjbn9bO+9W2+9lfLyco4ePcqLL75IImuQ0U28mkLQo3LbbbcRDoc5ePAgu3fvHnP/O+64A5/Px759+9i3b9+Y2z/wgQ+gaRq7du3i9ULXkmHcOfia/+53v+PYsWMjbtM0jQ984ANYhskvv/gl+vq6irflauooWbuG9/3e+wB48sknaS0M9BwkFArx7ne/G4DHHnuMzs7OEbeXlZWxY/A1f+SRR+jr6xtxe3V1Ndu3bwfgwQcfJF6InAepr6/nhhtuAOD+++8nPdjBpcCCBQu4+uqrAbjvvvv487s/zwfu+vSIc/psP512GI8vyBLdaddmmQbLayO4XK5pv7ZN1fuLCbZVTTbSEkwhiazBQ8fagKHOFe0DGSI+F0HP5P4k/++FU3zvlR4a5AFWqTHKA24GMnkM0/kQsr6hhKTloqX9JGvdCrppE/ZoZA2LUr+b/lSWK+ZH0M0eTNPCrSqU+VwYls1AVuf6lVVEUya5rIVXdjb/IsnOyHtVYSCtY9k28YyOH4qCpcgMtnYymVfmIRa3UWUZ07LxDH7KNyybyxpLCHk0AtEByNiYFiBLSJKEaVn43C7KgzJRht65pm2T1U18AZWOrEFWtwi4FLAlFEnCtEwsG6RsltaGBgBCwy8auu5sKAbHYPH007BlC7Yk0efyoS1bhUdTaAtX8fpN72bV4w85KbeCaIXDpIIlNNcsGj89N14ElM1CIICV11EKNa1hZouEx0+TrlInuelMZlleWTPi7rmaOtylJQA096dpH8jwevNpvlF+I3/715eT6TuF7Pc750wQgV0sbNsurqlAbYkXy5r+D8KyqhC8ZTvtr+7FSqWKr5E0BdmMNxcJSR4ZHUuSG0XxY5oGcyHoOFfmRKS1adMme7xPdDOVn7zSzBcePDDm+Nffs4Y7Lm8c9z7D04luVeaLDx0Y0dwW4D0b6njySCexjFPbeNf6GroTOXK6xfxyH7G0TnXYQ2csy+KqIM09KQI+mVTWcmZehTy4FJv9bUlKfBp+l4KFU/g80ZOmsdRLTyJLRrfZ0BAiljGoDLo53Z+mPODmVG+SsoAbVZaxbJuqkIu2aI5Sv4uBVI7+jE5F0E3Eo3KsJ4Vt29SEvZQHNAwLOgayzCv1cagzRm2Jj+5YBp/HxZOHu7h+eRVBj0IiawI2siShyODVFFqjaZZWheiIZvjtqV7+K9DEywdfBuDOH/xg6AV6//vhxz92vr/qKicyevllnvn6/+UTp33cddUCsE1O9ecYSGb5s9/+J5cd2VXcH3V641t5V9WNZHWbx3oeY949/1R86P4P/xGl9//nWDG7/XbYuZPm//Utun63h8v/657iTbvedxffuvZD/PbUANcuq6A3mcevSqxrO0JdVzPrb3gLq99zE7KqsKepn/f864tj3hc/+/iVE+zFOzsXmqK+GGsSjCRY1chbP/bVM56TTw7w7TuvZvXq1XMtPSgirZnCRL0BF1WMf3y8USM3rqwildPZ0zzUculYd5Krl1by+KEusrpFRrfQZIkVDWGOdydZXhPil/tbeduSauLpPHnT5ER3jpU1QVyqTDxrYpgSZQE3fckcpT4XfakcJV43IY+CIkusrS8hmTNwaxBCJZrOURf2crwn4aTnkKgMuviPl5q5bUMdsgyxjE5rLMeVCyP8++9O88HNDeimTUXAjW5a6Ca09KWoL/XREc86HTRcMmbQQ088w+raMGGPQsAj8UZXhnV1YZAt3uhOUR3yUh/x05vMk9B1blxZzffSEdZWnETu6Rl6EW+5xRncCI6bMJWC555j1zs+yP1qAzeuVLnnhVNctbgcDRtTkvinrR9gacMG1qU62e2p5Mi8lUSbBgD43No7WPvFNVwvR2nYvJ7abdfQ4vHT8L1/HHrOLVtg504yb7+VXyx+K79VV7Fu0RXUdTXTVF7Pj5U6FuedD40Dab04Bsacv4J7pVr+ZuEq1qqKIy4tUadv42CdsvA3P9GTPC+BmGh8zd03LZu0cE3UmPl81yQYy0Q1reEU5mx1d3dfEnUtIVrTQKE34PALxsevXsSGxrFb3yzL5uF9bbxwvHfEMMbHD3XxrvU13LCskldO99KdMPBoMs39GVbXhth9eoD+VJ6KgJuMbiFLEE1muWJBBc39zifrgFfD59ZI5S1SuonPpRBPG7gHsxF5y5lfZZomSyqDnOxNEvaotA2kWVjm542uJIsrgxzujLO4MoBHlUnm8sXpxHnDwqsqnO5PY1o23QlnU29/yqAq6MaWwLCc1GJlyBlLEvKqxGzIGjaP7O/gw5vn0RHN0DqQZmllkJW1AToG0rhdKiVeF4ZpMZDRqQm7cWlekhmDZ473EyhroDZYQsdH/5SeBcs57Ctj0WVXcyRUQ8irUdZ2mmPv+Bhfj5Wy3aOSN2xCHpknD3fzkbfOo6MlRhp4uWY5L7OcfS0D7Ah52dCAMzgTiX+za/k3s5afrdlEo8dFzxf+kscXXk5j52mWhGT0ljZObr2N59Zfy4O/ayGrW0VByuoWGI5ZZtO8CAfbh/bqF7qSLKoIjCsuw2ebTfRB52xMNL7mhhWVkxacc/3wJTh3TD1PrP3UWc/7zH0voacS/Mtd26isrJzT4iVEaxoo9Aa8YUUlJ3qSLKoYPzXj2NeP8NsTQ1OCN80rYfdpJ7pK5AziGYOtS6vojWdJ6RaNpV4knM2+kgSmaRHP6nhdGgGvi1gqz+q6EiQsElmZpJ6n3O0m4NZIZXNUBB3DRla3iHhk+lIG1SEX3Yk8RzpjVAQ9JLIWWcOmMuihI5ah1O92+v/5VHQLjnQmWV4dosQrk9ct9rfFWFEdIuRWWd8Qxu9WyBkmQZdKVzxD1lBxKzJel0pfKk8yb6CpTsuotlgGZPC5XbzRkyLs0+hI6iyucOFTZbJ5g0XlAdqjaRRVQRu016dwccJdxjeuvxnDssibNr+rWMqe5j7eVlVFtmwJ8ZzB+rCTSm2PZblhRQ0P7m2jK54rTnA2LZv55T5UWaI3mWVvi5PKe7V56G9SiCze6Mnwlf4IuCKQBSrWggVrutIsrw6Nmer83o11rKwO8vXHj41J9S6rDrKhMTKuuBQeY/PCMjY0Rs4rzTcVUdK5fPgSnB+yohIondzuIpfbe0mMLhGiNU2cuTegI1i/2NfK6f401WEPfckc+9tirKkLc/OqKh59vYt4xolYjnYm2dDgzKN6/FAX772sjq5Elr3NMd5/RQOZvElHLEsyq1I2KEp+TcWjyXg0DyGPQk8ihw1kU3lyusWq2iB9SYNENo9p21QG3Vy1uJJSr4pR6kWWJdK6QTxrYFk6GxpLSGZ1QCbgUfGoMp2xPAGPxtsWlZMzTVwq1Jb48GkKpkdDlW3ml/mwkckYJpJpYlo2Xk2lxOPY6EMejc5YFhungW4sraNIzuvjc4GETHN/ilK/C4CfvtrBjSuqaI2H0U2bJbLEK6d6WVJVQlda5+2r67l/TzPXLqukP6nj1iQyusXhzjghr8ry6hDVYQ8dsSwNpV4UGQzD5o3uOJvml+LRZJ452lMciHm4M45LkfnJK824B7cEjBYgVZYIedVipLymNsSta6rZ0FgC2KyoDo3YopDVLd57WT2yLE0oLjcsr+RPrl0McF5pvqmIkib74Utw/kwmPTicwuiSuZwqFKI1A3FSQkf47nMni8cunx/hbYvKeOV0P/PKfLx1URlZ3cTG2VfVl9IpH+weYVo2hzucGVh9iRwlPo0Sr4bPpZAznEkbAxmdupBGLGfRm8jhc6v0p3TmlXoxLIt4RufXh7t4/xUN6LpVFLVk3rE2B9wKLsXHC8dbeO/GOrJ5HdN2nIP9yRzLqsJYWOR1i5xpkM5b9KdNQh7H+u5WJZJZG48m4XPLGKaFrDi2dk22OT04IFLG2byc0W1+faiDqxZXUlfiJZ03SGYtNFUm7HORM2zig5uaM4OtehaUeVEli8say/G6FF5t7qe2xEPOsMkbNid7E2xoLMU1GNUF3Bpel0o8laPUp/L4oS7WN4SpDHpYWhUinjFY3xDmpZPR4kDMm1ZV8eVHDhbNLzevqebpI91F4Sqk/tbUhdnbMsDl8yMc7Urww5ebAdixtmZEjery+RFqQh6nbsfE4nLlojKAcVPHk0nzTVWUdLYPX4ILY7yGuWdjrjfUnXsyPAdwUkInRxzb1RSlJ6WzdUklsmTz9JEeKoPuokXepykc60qwvDqEIku8fVU1EZ+L2hIvmbyBT1Mo8cpkdBOPKqPJYEkybdE0tiSTMyxCXo2sbmDbEMsYrK4N0ZvI4XXLVIY8hDwapgWmBf3JHLm8ztsWlRNL5dFtiWhax6tKlPg8xLN5dAP8Ho1F5X5yhk2pz0kDqrJEMmfRn3Y6x8czOlVBDbcC6ZxOf9og5PcgA4mcY2Pf39LDhoZSEtk8qZxBXzJHVyIPyJzqSZLOm1QMbmruTeRZZZ7Can2NN3rS+N0qnbEMS6tChL0ay6tD9CRzLCgPUh1089yxbq5ZWsELx7sJuRR2vt6F36MBEPG5eelkD/PKnD105YP9Fgt1u1+/3sWC8mDx7/TogU5+7/IG3r66msvnO4K1ujaMpjhzx3Y1RbGGOXYf2d9R7PlY+Du3xzJ866ljWJY94Wy0dfUlfOPXR/ns/a8V23MNHytzomf8CK3ARONrRJQ0s5iojdPZ/hmGSXd3N52dnXR2ds6p5roi0roInGuNoXD+G11JXJrEgdYB3ntZHT6XzLGuJDnDdor/lk1TX5qrFjufst2agluBupCbtliG1TVh+tJ5ynwqbbEcSyq8RLN53JrK4Y4EPneYoEch5FI41avTk8hi2Da2beFSVFr601SHveQM3UmNSRKNpX7aB9JEvAphj4Jpy2TyBoriCNDpaIb6MmdEycIyL4lsHr9HxbKgL5WjLwURv5tVtUEs2ySVh7BHIZrWSeVNdBMqAhrJvI0sS/hcKqm8iU8FVXVxoDVGddjDVUuqaepN8cKpKDeurGJlbZADbQl006Qh4qM9lsG0LK5eUs5Lp/pYpPbiV2UnqjItnnujj/df3sCThztYXRchkTUo9Wu4VdiyqILfnuhhSWWIhw90kNUtTvU6dSiPKrF5QQXRlFPnMy0nOnr80NCmU3PUvqQ9p50+jzeurOKyxhJeHXR4FmpZhc74E90/Z9j85ngf16+IsnF+6bgpuL3N/bx0sm+Eo3B4vWwyaT4RJc18zifSAifa+stfNSHJzeQS0TlV4xKiNcWM5/a6fWMdv3d5AxsaS4viNVyomqNp/u23p4opoptWVrG3pY95ZUHK/S72NDsXJwnnQtMadXbRq5LEQNagusSHbYNumdSEXcRyFj6XIzBZA/K6TnXYSzxrUuZTSORMOpM5Lm+MsPNAFx/a3IBhWtSW+AZTfzZZHZZU+OlOpqkMebAsC8uWyek6miLRmzJwKTJhn5tExiDsVUnkDVRFQzdMsrpJZchDzjBJ5gx6EhkWlAfRDZNU3uld6FYlEjkDr8tNbzKLzyXTNpAj7FMJet20RzNYgynHjniO0oBTH+tN5nCrzjTkgFvlRy83s74hjCLLtA1kWFETQupxXImqLGGYzuuazut0JwwSgxuT60pUsobNQCbPlkUVdMWzrKgOFScyR/wav3q9i5tX15DKm8wv99EVy6KbKlfMK+WV0/3EMibzy3wj6lGFKOzxQ13sWDu0WbggTuqoDzAT/VwwRYwWF8uy+a9dLewdNvOs4Cg0LXtSab6L1UZMMLWca01rOIZpgMmcq3EJ0ZpixnN7PbCnjTe6U1y5sJQbVlTyRldqjFBds7ScvS1RYhmTXx/q4vaNdTx3rAvdDHDrmjp+treVt6+qJmdY1IY8bF1Sht+tOHugomkqAm5UGdJ50A0DRZFpj2UJeRRqQ172nB6gti5EMm85qbSAm85Eng0NYfpTJopkEc9ZZHWD6rCLnGGSMiDs89ISTePVVHRTpzLodN6wbZucYWJbFkG3G5cikczBwOCsqoqAG8M0SWQMKkNuUnmT3kSO8qBGMmfh1kCVFTyaRHN/mpqQGxNYUO6nN5mjI5bD79EIenQiXpVEzsClquTNHOm8haZIzC/3kcjqZHWL2pCXp4520VgaoCroI9NhUuZWqQi4UGWn7udzq2xbXsErp/u5YUU1Tx52NmK/b1M9p3pT5E3HDLF1cTkvN/WxVAmR1S0kyamPtQ1ki05IRYatSyrpTeboS+Ucg8Vg1DNcTJr6hpyDqiyxY20NTxweai00+udN8yJoivMYE0VLe5ujPLCnbcSxQpS1bUUlmxeeOXKaij1agjeH8420hjPXalxCtKaYidxeEZ/Gv/+uiRdP9henAl+9tJxM3mR/W4xnj/WO6GhxsifFDStqONqZoCeZ58YVldhA60AWtyqzqDzA8e4k88v9uGSZjniWqpCLXN6kMuimI5anJuwhbzg9AVfVhHCrMv1pg/Kgi3TOQpYlGkp9BFwS6byER5WQZYn2gRy1JT6nz53LoCLowbJs/G4XnfEcEZ8Lt2qQzZvUhb3Ykk1LX4b6cj9+t0U6ZxBL5wf3fqk8f7SD+rIw8yv87GsZIOyRCXoCKLLJid4UK6pDtPRnCPs0LNPE75JxqyrxbB6vpnC0K0lV2DFQlHhdzCvTBjc4qwQ9jiB5XQpu1akbGZZNZHAP1/PHe1ldG+LKhWXkdZNoRmfTvDJ+80ZX0TxxqCNBQ8TL00cdA8Xl8yNcu6ySx153xKQrniHg1nitdYDNC8rY29LPxnmlNPWlcasSu08PsL6hhF1NUTbNKxnhHlRlCcOyee/GOq5aVE7OsLh+eSW6ZbGwPMC6+hJebY7y4N5WBjJOrW5vywB3vnXBhNHSRO+xUr/GPz1znG88bp1RhKZij5bgzeFCIq3h5BIDcybamt2rn4FM5PZK5gzW1IWZV+ZlY2MJGxpKePlUP7IMVy+poDKocqw7ydYlznTglbVBuuNZqkIeQh4VVVXxuVWWVwXI6DaxjI4MmIZORs9RF3ZGZoQ9Gu3RNCGPQiafpTueoz+lYwH9KZ0yvyMMqgJlXhXDsPC7NSwkyrwqtmXjd2t0JbJYloVpSaRzOm5NxjBNfBoksjoeTcKtyUTTWXqSeWpLPXRE06iyhSab+Dwq88t8gM3y2lIWVXgxTZ2aEg+N5QGyeYOAW8GnqRiGSXnQhSpJKIpK0Oci4Fb4zfEeuhJ5Sv3uYkd3r0tFk+CpI91kdZPOuMFNq6pIZA22r6qj0u8i5IYEHiRPELcqkTNsnjnaQ86wyRk2Tx3pZvOCiqJpQZUlWqIZti6pYMui0sHpy85k5LcsiLD79ABd8Rxbl1Ty0qk+FpQHKfW5UGWpWJ8qpP6G16s2zYtwuDPOH26ZR3XQw2fvf40vPHiAz97/Gid70mxojKCqMlcsLOPvblvLR69awHsvq+fvb1vDwnIfe5uj4/bxm+g9Vkh7giNCe5uj4553pj1agpnFRKNJzvVfIdrq7u6e7l/pghGR1hTjuL0WjnD/FVI+rzYPUBFwHH97W6Ksqw9T7nfzm+M93Ly6hq54lqa+NLesriGVNagKe0hndUzLIKM7tRkZqAq5cSvgUm0CHmeUR960yBk2iqxTXeJHtwz6U1ATdqGqKgNpR7A6Y1lcmkKlX6EznqYi6KE3mXPSf7ZNZUjDJUtkTBXJNjAscKmORR4bQm6FoEcmkbPxuhQCHhedsQzpnEV9xEtHIkvesKnwOw5ElwL9aZN41sKvaQyk0qTzFosr/bRHs7hdCsm8TcTnjDh5oztFdyKLV1NYVRshkzdoj2VZUxckrRvkDQuX6uzJkiXI5J2Blv0pnVhWJ5Yx0DQvkWWbeWhfK29bUkFb1JmJlcqbxXpRzrDYvqKKRE7ntyf7WVEdKtagLmssQVMk1jeU8Fqr4/472B4j4tfI6halfg1NcTpjrBh0/hUed+sSZ2CmIkscbI9x51sX0Fjq48/u3z/ifVKIbAobiI93J1lYEaClP8V3nh1673zi6oXcfdNygBHnffKaRXzn2aFoadO8SLENVIGJNgpPJHoLykUni5nGVEVaMBRtDWc2Rl5CtKYYWZa4YUUlL57sL3ZVKAxWXN9QQlc8y57mAd6xrobHD3WxfVUV1yyrpD+ts7TSj2klaepLsaw6SCydp7HUT1c8g1eTCXs1JElCN/Moqouw10N3PINhO2k9jyLhdWn0Jp0aVN60yZlgYRF0S5gWBLwusC1sJMr9Ks0DGapCXuLpLLot49FcZAzwuyRMW6MnmqE84KLEo5AxTEwbNNsmnTfImxJ5QyeeySPLMmEsWvqzhDwqKU3Fo0m4FA8Bj01nLOsIcciLz63R2p8m7HPTGcsQCKjOOm2L2oiXaCpPTYmPn+45zfXLa0jmDZr6UsgSeFQVizw71tbSFk0R9LrRTRsJnYBboz+lo5s2Pckc6+tLkCWJk70JAMJelRdPOqMkuhM56iNeKkJurpgf4ZUmJypp6kujyBJBj4pp2SyvDhX/fqU+RyxDHpXT/ZmimBX2Yu1YW8NnrlvCdctHOv0e2N0y7nvleHeSJw93j0jVXbO0nI2NJVi2I4rffe4k1y6r5JmjPaNqUAv52cc3c6InhabI/MU4DZQnqolN9MHquaPdbJwnDBkziamoaRUY7igEZq2rUIjWReB4d6pYtxqOadnUlfqAAU71OpOBLcvGpcp0pPLUhDw0lPrI6QbdiRyLK/20RjOUBV14FUjldHKmRZnfTUo36U7o1Ee86KZNzrBwqzKxTJ6ygBfZtjiWcS5oimLSWOKhOZol4tPwuTRiGZ2wW6XMr9CfylMe9JDTLboTWSxbwrIsyvwafrdKb0qnMgBuVaFtIItlQ2Opx9nIK5v4NB9eDTriBhUBN9UhD8m8gdet0h3L4dZkwj5nc3MsY9DUk2BZTZisblAecONVbeJZE69LJprOUxt209yb5PrlNaRzOs+/0cNVi8rpTuYJexVKvCo9iTyRgAfZsnG7nUGWLxzvZmF5kIBbRWp5lRCglm5kQXmQyqCLnoQz5LIgMoZlUxfxDu5Pcy74hY4W/SmdN7oTIzYJazLcsLyCgFtmQ2MVL5/s57pllXTFsyyvDtGXyvGjl5tYUx9hUYW/mIZbXDn+J2W3Ko+pLT17rLdoWy84Ap8+0s2/Pj9y3953nzvJDSuquOPyRizL5lhXctIbhSf6YLX7dJRrl4u61kxiKiMtGHIUAjBLB3wI0ToHhtvUPZozW2pRhVNM39sywMsn+/C4ZCr87nHb+cwv99EZc1JVYa+CqijoFpR7NVxqhkROx7JsSnwuDCtPX9LpcpHNG7g8GkGvQokEbbEcsiRRHXLTl8yiKDJBl0Q0YxDyaGRzeWxJYWG5H02R6Uvl6U3pVIc82FhO2k6VSRsW7QMZllQF6YpniPidzcgg0RFLgyyj5w0iPhfdiRy6ZbOw1M9AziCTd7pxGKaBjULOkAh5FeJZnd5kjohfJZF23IapnEEsreNRHFFoKAvgkU3ykkRW1wm4XXhc1qBTT6IvZRAJuBhI6TSU+nCrEvURH6YNzx3r5uolFVSHvaR1E02GgFvlxROtLKkMoSkSQbdCPJPAsm0SaZ0Sn8bzb/SS1a1i38CCNT2nm+QH/z6b5jkXeVWW6IhluW5ZJS3RDIosoSkSJ3rT1Jf6uG1DPQfaYnTEcsX2S0cG7e4lXhd/88sjI5rafuLqhWPSeR/c3Ig+wYbPQn2s4AicaEzWcEv8ubZTmuiDlejQPrOYykhrOIVxJpWVk+trOJMQojVJztRte9uKKp443DWiFc/2VVW09GeKaZ7NC8p4/lg31yyr5Ir5ERaU+lBViZM9aZJZhfoSD6UBLxLOviFFAr9LYffJTq5aVktXLEvQo6IbFiGPho2NJFlE/B5SuRya6qIqAH2ZHD5NpW3Amfa7tEzjuaN9bF5Y5ZynqOQMC0VWGMjolAfcKLZBedCLYeQZyBgkcwY+j4auW0S8KqoskXerhL0uuhNpJEkih0xON9E0maBbpSuepbHUi2VZSLJCZyzHonI/kuRMpPdoEp0JnUXlXl46FWVlTRiPavHowS5uW19H60CahoiPnmiWuhI/rf1p1tSGaepPs2NtHZ2JLOV+jVW1YVyqimUZ9Cfy+Nwqh9oTrKwtpdwn88vXu8kbFssVCd106lheTSnuv3rmaA+b5pUQcGvsbelnaVWI1bVh1jfoHGyPcfWSCjK6wStNUcI+bcR7YH9bjFeaopzsSVFX4kGWKO7PWlMX5kBbDGXQXl9wEu4+PcB3nzvJ/XdtxrKdTcOKLPHAHmdi7kS9CguU+jWWVwUZj+Hpv3PdKCw6tM8OpjrSKjB8nAnMrtrW7FjlDGCibtura0PjtuJp6stQV+LlcGecKxeWEXDJrKsvwTQdM0Mib+JVVRojbsoDGhG/l+54mo54hqDHRSTgosQtsXVpNX3JHA0lHtK6harK+DRQZccckcjmCXnctMeyxLJ5wl4PsYxJfcTjjPvQbbYurSLiV4n43Fg22JaNDZT5XXTE0qQMmb5kDlXRcLtUgh6N/lQeW3LOs7HJ6BaJdJqSgIenjnZT4tMIeZ3OF3nDQJEl3uhOsrDcTz5nEE3rxHMGnYkcnTFHQOsiHlJ5C1mWGcjoHO5MkdUtLNtGAnKGQUa38ag2zxzrI54zKQ966E3maYx4OdGbYkGZn7BXQZIkMoaJJktUhTw8fqgLZJVVtWHcmoyNM8i3OuQmnskXhcWjyVSFPLx0qo+rl1SiDqbG9rU4XSv603nSedOxvs8bSq/tbRmaW2ZaNr880IkkUWyfdKAtNtgeKl98L4R9WtGh+Mqpfv7luZMcaBt6rh++1MwfbZnPhoYS1tSF2dBQwpULSzncOTRteUV1iFvW1o7byulCuqlP1B5KdGifWUyVe3A8N+Ff/qqJj/1wN3f+yxOzylUoIq1JMpFNOOwdujANx7RsJMkZK//iyT7WN4RpjPho6nOm/Ho1lXjWwOd2oxs63UmTqpBjW09ksng1DV2RiWXzeF0qGcOiOuDCBCzLRFMkyvxebNsiltGpCnkxLYtYOkvQozCQzlEWcPY2qbJMKqcDCrIENSGV7pTJG/1pGkv99KVyRLwabQMZSrwKiaxBXdiDplp0x3VcqowiQ4nfi4bFpnnlTk3M69jwM3mLV093saa+jPZ4jpBfpSetkzdsakJuDiRyDGRl0nkL05aoCbmRZPC7ndeubSBNTdhLbyLL2rogmuJ0S88YJoZhUhpw0TaQJeJzkzVscobOE4e72LG2lpO9KdJ5R0zaBjKk8xbzy7yoAxKyJPHsG10srgxz3ZJyfnuqj+XVISwbsrpFKm8URQeGHHhLKoN8/OpFbF5YyjcePzbmb1uIhAKD/QkLabyqkJPKDbldeDSZ/qRenG3mcY3/+bAvlR+xGfktC4ZE44ObG/mzG5aiqvKUd1MXHdpnBxcr0oKxHTOGM5MjLyFak2SidEp/Smd5dYgVNUFqgi5kReGF492oskRt2NlftKYuTHnADRJYto1lW6TzOj7XoBU94KKuBCzbsWS7/B5yusnp/jRVQTeKbNGbNKkvcZPN6piSgiLZxDNpNMWZ2DiQyuDSNPxul7M3SbfpT+m4ZAu3pqEpGtG0jiyDpmiU+GQePRijPOCiLuzBrcr43F7aBjJUl3hp7knSWO4j4AZVllEVi854Hp9LJm+YlHg9JHLOBuOwz8U1y6o53Z+mIugm4HaRM9J4XTK9yTxBr+b0FMwZ+F0Shi3Tl8hSFfby/o01/HhPB+sbLF46OcC71rvI6BbLq0OEPBrdcZPDHTH8LsfIEXRLdAzkiGVMommdV5udjb1A0T3Y1JdhucsRp7c1VPPQvja2rajiumWVZHWLWMapYsWzBpsXlDG/zPmwUKhBbV9VRX2Jl+PdKf7kmkUjOpcMH9jo1ZTi+8C0bPpTeXTTpjasceXCMl5t7mdDY6kTwQyucTRHO0d+GHr5VJS/vHk5GxojxahnT1N/sd3Sezc2TJmwiN6DM5/JDoG8UD5z30tIkiNS+WSsOEwSZp6ACdGaJBsaI9y+sW5E+5zCBeyti8p4aG8b71pXh24abF1cgW6YSJJC0KvhdYMsSfjdKl6XxNLKIDkzjyqr6Ca0D2RYGHGTw+l+HsvmKQ9oVATc5HSTiN9FddhFIqfjdjnio5s29WEvfWkdryajKC5S2Txx3UTXTVRNIeJVURSZZM4kq+tUhTSiaYOuRBZFgssawlSEPEiSTE9KJ+hRyeRNuuM5etI6ZXmbCr/GvtYYy2tCuDSDgbTBwooA+9tirKwJ4nNpqJLFQMpgcYUPCYim8iyq8JHMGtiShGWBzyUho5IzTPxuBU+Jj18ebOf3Ns0DYEllkH0tTlNgjyZTHnCRyeu0x7JUh70AdMayNEZ81Jf68GhRasIerllSgVuRuHllVdE92FDqpTe3nN6UTjiWYU1dmPaBDBUhD1UhD+m8wZULSyn1udh1upfyQBVudXCf1dJynjvWU5xddqAtxjvX1ZI3TDKGTX9yyIHYN/g9OCabJw51saQySHssy74WR0w31If51PVLAcaMAnnvxjqa+9Ijmt5mdafb/sb5paLdkuCchkBOFVpp5YxutitE6ywMbyy6ZVEZrdE0Hk3FrSnFC1jA7byMJ3sT1JV4yRkWC8udzuMy4FUlKoIuTMNkQ12EdF7HrWrYtkksYzCv1IduGWQN0A2LUr8L3bSJuGTiEnQPiozfJdOdMKgKedAkiWg6R6nPjSTZ9CbyBLwqbkXBxsa0QJPhZF8an0ulzK/hViRsy6C2xIdlGXhdGrap0xY38btVOmI5KkNePKpMNKOTNy2iGZMXT0UpC3qpDGpIls1AOkddiRtVgv5UFp9bJex3kcwaWLZNTYmX11qjLCz3gySDbWGaoMo2A7pFwAOSZLG0KkR7LMNNq6rojOVYXRuiIuDhSFecsoAbn0tlSWWAXN4gZ9gc64pTHXKjKQo3raqipT/NQEanIeJB0SSWVIZwqxKPH3LMHX0pnVKfxnPHerl5dTUZ3eS1VidK8mgSvzzYyY61NcQzOjnD5tY1Vew80FVs5VSoU/1kd2vRhg7OXirLtot7u65eWs7zx7pHNMsFx0Rx1ZLyosB8bttSllUFONQRZ0VNkEPtA/y0aahrReE5C2aIi9FuSTTKnV1czPTgmZjJzXaFaJ2B8YYxvn11NSUeheRgHWXb8koOtvaxrj7M0ko/6ZxJIqejWz4WlXnJWzaWZRHPGZT53PSldEzLpjeVpTrkpibkIZ3LIckauqET8mr4VYmOZJ6Y7QxGLPG58akSeRMq/BY9iSyVAQ2PSyGVzZGzZEr8GtGUTl6zkWzTaYyrW8wr9aNKNqYNp6N5gm6NVCaHJCtk8joen4eKkI0sOe2bBtI6HhX8LpWgWyaRcwY3+l0KmayzvrxpEE2bDGRNDBviOYtU1mlwW+Z305d0BiSuqAmiSBLHurLUlXipGqzlvd6ZYGV1kLKAm/qIl5M9SVRFpibsIZbJ4dEUdN0R9NN9KZZXh+joTrC0KkTArRDPmeiGhaYovHyqm8bSOkIuBZeao/D/yjr1MgtMG6liEwDtsSyaIiEBhmXjdzn1tKa+NPPLfOw63M2yqkbW1oXZ3xYr1qkKDB8f8uyxXv7PHWupLfFypDPJy6ccC/1oMVtc4edETwqQWFdfwjefODbGfTrcPbirKconrl5YTAueqd3S+YiWiNxmHxfL8j5ZZmKzXSFaZ2DP6bHDGH91sJPNCyOEPS6qAy5iWZ2tS6t49GAHjREflWEPHpdCfzqPLLuRJUhkTMp9MrGsiWHZBD0qAQ+kciYuGWTVRWcsS12JB8M0MW2ZEr+LRDpPiUcmltaRJY32gRwLyzzO5uK8hWGaBDwaybROPGOhDqYCK4JuPC4bw7JJZtJoqkoia1DiddEWyzKv1Et/yqDU76I3maOhRKMraZLN5wh6NBJZk8aIi55EnpDXxS1r6wioEgbO7xtyq1i2hapIuBUV0waPrCErEolMnhKfhy2LKuiM5bAtG92wCbk1knlnnIlPlYnnDLyazMnuBDUlPo51J6iP+HAp0BHPkZegIuRmWXWIVM7pKr+rKcrK6gDxTJYV1UGiqZxjeEjlURUPumnzanOM9Q1hXAMnSGTymDlHEOaXeemK5zgwmPYr1CI1xek7CBBN58mbdjEtaFo2C8p9HBkcVTIc3bT523eu4R+eOFrcoPvSqX7W1Tumjh1ra/jJ7pZiU94Pbm7kaGdiwvlXBeaX+YsCMtW2dNEod/YxXZHWcMZr/zQeb1Y0JkTrDOxt6uOWNTUkc06LoBeOdxPLOGM9njjczY61NVS6ZBRZ5oYVNeimTXciT8QrURN0c6IvB9hUhtyYyJiWiUeVyORNKvwa8axBa8xAU6Aq6HZEwqOQNqA3laXM70K3IOh1OwaJkJuTfVkaI25ihknArZEzLKqCbmKZPCGvgs+t0BVLU+J1opW4DgGgNODBJUt4VRnDtPFqEt0JnbqIl5xp4VUtwh4vlm1gWQpZAxTFaZIbz1lIfpV4RsfvkohnDUp9Ci5FIZEzaB/I0BjxMpA18GiOczGrm5i2ic/lYnVdmJxp4NNU3uhJ4Xep+N0qmiTxkyNdXL9cI+LRaIumqQ55mBfxoSo2JW6ZN3ozeDWFsM8NwOHOBEsqgli2TTLjNCH2u1V6ErmiCNSV+NH7HLGK+F1cvbQcw7A50RNndW2YUp/GS6f62DivlETWoCBHiixhWnaxHtVQ6uXxQ13csrqGJ490jnhvxLM6O/e382+/axqxz+rlU1G+vGMl/+uxIyOO//ClZtY3lBT7Aw6ffzWc4UJVsKVPttPF2ZjqyE1w8ZnuSAvGtn8ajzez9iVEawIMw2Jfe5xHDwxdrG5YUcmupj4kSeIt80s40plkY2PYsVDnDQIeFVVWcasyWQsaI46BIJU36E5l8LlUSgMaAxmD/nSeCr8LRZIwsXFJNqZXdRrA2iaVITfprE7WYHBAoxdNsqgKuelO6Xg1hXRedzqx2DolXg8+FTKGTXXYh2FZBD0ayf4sumnTGcthWRZuTSKRNagJuXCrCtFUhlTOmTrcHMuiyTJuxaQ/bVAX8WDbJoqq0T6QoTrkxaM5e6xK3BqnBzKoisK8iGNFNyyb3niWpTVBfB6NbF7HMC0OtsVYWRsmkTMIuDWSOZ1UViGR1VlQHqQlmkE3bVQZdNMimtFxqQqWLdMVd0as5HQnYllaGWQgqyNJGiUBDwGf5Wz2jXiLWw8kbEzbpsznQlNh3+Ccsvdf3sBD+9rI6habFzrTiysCbnaf7uXaZRU8d8wxcoDzIaJQpzrRm2JpVajoLtw0L8LTR7p5tXmAzQtKi3PQCnQMZMZsGIaRKcZit4tht48WpKm2pYsNxbOPmRBpwaj2T+Mw2jZ/MaMuIVrjYFk2973chCTBey6rwzAtnj3WzZOHu/njLY2Yto1fkwm586TyFl4VFpV5MYGMbtIazWAB5X4Fr+ZsJG6I+MgbJu2xHJVBN4ZlE8/lCbk0uhI5Ql6NkFtCkTQURcY0nQu8x+XsAE/ncuQtqAu4sGwFVQZFdjqjK5JEXzpHQlVxKTLJXI6MblEZdBP2qgTcKnkTXKpMc3+GmhIXibyFT1NQFTcu1SCRNyn3u8kaFgGXjEtViKYMPJqEV4P55X40GaJpk6qAm9ZEjvKAm7Ruo6oyYTekDZPqEi/JjE7rQBpJUqgIuFBkiXgmhyLLvHC8m+uWVSIBtSVeZEniqaM9LKkM4lIkSnxudMuJ1OJZp5tIic+Zn7VpXgTTtnCrjuBlTXswheenuT/NZY0lLK7wE8sYeGUZy7b5z11txXRfe2xITKpDXp452gWEWN9QxvGuKEsqQ0U7e386XxQiCUdktq+upjOWHdEA+dljvcVBjoXHXlkTGv2WAsZOKF5WHeCOjfWc6EmdVZAsC1r60xckXlMduQkuPjMh0poMw6Oxix11CdEahWXZ/MuTR+jPWdiWs3m4K5pi84IyXjrVRyJnYRomtSUeakNuYjkTjyaTMmx00yKgySws9w1eUJ1pwF5VIZ030A2TsFclp+fRbQVNUUnkLUqDHgbSeSRZI51zJvFqqoyCWexc4VI1ZNMkZdhosoSEhGwbxDMmqiLjd7uIZXTyso1bUQh6NDpiOacXoWmRy5u4ZIWasJvmvjQBt0YmbxL2amTyBrop4XfLaIpMLGOQzOlEfBqn+jI0lvrxaBbZvIVh2XQlsqiyjIUjRrpl43OpZPOOeaK+xMu88iAZ3SKT1XFrzkbfoEdhZU2YiqCLE91JXKqPuoizR8qjyYPC6AxCtHGa8gLUhd0c7TY42B5jQbkfwzSxkGiIeNANk1+93kF3wuDy+RGw4dlj3dxUUoqiSLizUjGqCbiH2jKpssT1y6tpjaZ5/o0ebr+sgYf3t5LVLbYuLSebd/6uhU7uAG3RzJjxHzByOvHHr17ErWtrOTqqge3w/V0F3ntZw+A+qbIJ34sTtQ77yFsXnLOBQmwonn3MlEhrMgx3HFoT9NWcCoRoDcMwLH748klORLNEfC6WVfoxrTwxl0pON9i2vBKPJlES9JIxTDKG7ERSOYNkziLoUchZEhI2ERe0pxznoM+t0ps2qA25kbBJmwrpZB6XIqFbNnnDwKOqdMdzhL0KFUE3LkUmb1jolkV7PEvEqxH2qvQkDVyyTTRrUhN0Y0s2yZyBYVjF1JtHlQe7tLsYyOhIktOaKZo18agWPcmhlFvHQIasaVNf4sWtgipJtGfz+N0afpdGXdggms6hSDKWbVFX4nSV97sU2mJZQl4Vv0t13JQ+Fz6XhGXZ9CTy5HWL0qCbeV4XA6kcB9sSSBI092epLw3Ql8qRNRVuXVNDNm/y7NFO3nNZI7Vhi0RW52RvihtWVJHMm+wadOS5FYmeeJ6aEi9vdCUIeV00lgboTgywqynK/HIfSypDKBXV7Hy9ky2LKnj0YCdVQTcvHHfSF5vmRcgZFi3RTLGbekcszW0b6tnXEuOVYW7AvS3RYgTVWOob0fm9sdRbNGlcPj/C/7hlRVEEhovDgnI/zx3tYffpIXv7x69exMZ5Z45wJmodtr6h5LwNFGJD8exitkRaw7FyF3e9QrQGMQyL//3YPhTVR960HDHKpLFtCLmhrDRISzxHtV/jVNQxPfQlc7hUGVWSCLgVcrpJLKNjmjZ62IM+uDE4oIKBQko30A1I5HQaS7wYtoVhOtZt3bQJlTo1MEWCRC5PKmfid2s0lHjpSuTIGhaKZONyadR7NPrTBjIWmiKhyjKJbJ6IVyXoUjg9kKMqoIFXJW9YpPKgWxb5rE2ZV8WnKfhcCl63hmFa6LqOqrjI5A3CHo10Pkd7zHQ2+ep5gh4Fw1LI5PPkdJucIRHxquxtibGiKoBLk5CwUCWFo31pFpb7iWV0+hM5NE1GlmVkWUI3bUr8LgbSOhLOxuOm3hRel8SmeeU09aXQVBmvW4W8SXc8Q3CwXdKmeRFUFYJejd+80UXE7wNJKrZTAsjmnRZXD73m9INM5Q0AfC6ZxtJAsWN7VzxbrCftaory/ssb2HN6YEQkNXxMyKZ5EZ460lVMNa6uDfP4oS5uWFHFk4e7+MtbVowQgtHisKEhwuJKZ4/WypoQt66tPWuEM5FxolAbEwaKuc9sirQKyLpOb2/vGWtaF1LzEqI1yOP721BUH6f7U8wv9RPRbDqyUO53OR3R806aLqZDwK2ADTUhN6YNqiIR0iCaUyhTwLShfSBLY8RLOp9DNxW8qkIsZ5I1TOrCXjK6jmlLqIqMbtrkdQO/KtMay2PYEPS4KA9q5AyTTD5PwC2TyFmEfS66Elnqwm7ypkW5X0OVJTK6TmXQg2Tb9GZMKoIeMrru1FFUmWzeosSjoRsWfrdKdyKDqqhYWITdMrYi0xV3Jgbn9Bw+t4qGTX/aGOysYfPC4W5uWl2PJJmc6E0yv8yHZUNKN/C63eiGQUoCr6pQ4lH4+T6nnlTqcpPRTVQZVtaEaepNsqo2zO7TURZX+llY7nWa6KZ05pf7aRvIkNVNKkIeKkMegm4nmhvI5GmL5vjNcWfMSEVQIuDWsOwhg4MkSextGeBK6RjhmIZespkda2toHciO+HtrisT+YQJ1rCsxpuYEML/UR33ES3fcuf+upig3r67m6aOOSaM1muHOty44Y13Isuwxe7SOdiXPmt6byDhRWKcwUMx9ZmOkdTa34YXWvGasaEmStB34NqAA37dt+2sX67kGEln2tsfpTuSo8LvJ5PN0xQwiHmc8SE8WElkDVbbIGSalPg8p3UKRIZ83MC2JfktlIJUl6NEo8yqOYOXyeN0uMnmTgUyerAERr0Yqn8OjamTyFul8nqxhUxl005HQKQv5wHb62KVzOuVBD3lTxqs6hojm/gxVIQ+pvEF1wEXaMImm8pQHvfQl0mRNCY8qk8rlUWWFnOns3wq6VfrTjhkinjVYUu6jO6kTdKsYpoVhy9SVeEnkTCJejfZ4FrcqURlw0z6QQZIl3rKwitN9aTQZMnmTVM7kZG+Ct8yPsOt0lIWVfnTTRjdNOuJ51tWX0Bjx8vhhJ03ndynE0nkaIh7i2TyaInG8O0VtiYcSj0qp383BtgHqI35qwl5i6Sxp3SaWzhNN54uNbgsOvohXI5HNF9N1V8yP8PghxxDhdhmENIUdb23AtiUe2tuGbtpkDYuuuLPReDgbGkv40ctj/5Od7k+jKlJxf9eBthgZfchGdeeV83jH+rozis/57o8azzhRqI0JA8WlwWyMtODMbsPhTsPzibhmpGhJkqQA/wxsA1qBXZIkPWzb9qGpfi7DsLj3t4dwqT4M28bnVlHtNPE0VAW8RHPQFc+jylDq0zBsF3nDJG+Y9OkmpX4XyZzJQCZLQ4mX9kQORQa3ApbkbHx1qwoel4uwVyKRzeFxucibNoZhEgm4kWyJdC7n9AlMpQGFkEchoLnpTORIGxZuBYIejbqI19mT5dEwLJ1M3qYjYZA1stSEvSiyhG5YKLKGLEsYlo1hWViGSYnPhW7Y5FWTZN7EpULetJAkx8aeM0z8LoV41qAq6GF/2wBuRSVvQcTtbJgu9btQZZnWgSztsSzXLqskOziaRJEkupIZohmTxZUu8qZFayzHtuXV7DzYwc2ra0nnDWRZxq1KKLLEnuYBKoJuMnmT3kSOZM7iWFeC8oCLmrAbwzY41ZtlcaWfR/Z38L5N9YPuPItj3SmWVQVYXh3i8vkRXjrZX5ybVRl0M7/Mz9NH+kZc9K9eWo4EvNo8wHXLKnn6aDe3b6zn8zcuR1OUcQWi4BQs1JMKTZCvmF96VsGC898fNbw2drw7iUuVMSyLvyhfLgwUlwizMdI6G4VILJ967bwirhkpWsAVwHHbtk8CSJL0X8A7gSkXrcf3t2FKPk73OWnBcjdYBpRWuejPQzJvEvYqaDJkTeiMpQm4VUr9LlJZg66EY6ioCXuIZvKUeDRypvPJP2+YBDwuoqk8ZlanxKPg0jR6E1lM23HFNfencSkS5UEvHixU2bGBmzYkdJOw302ZBDnLJpnJ41VlKvwuohkTlyoT8soE3BI2Kh2xDGV+jVjGwO/WyOgmJV5nHInq0lBlZzqWKkNvUncGM8ZzLCjzU+bXyAxGjznTJhnPEXBrpHSTTE4n5FGZX+6nvS9NwCNx2bwIrb1JZJy2SCUeGZ+mEvK56E2l6U1mkSXHqJI1bVbVhskbBr8+1MV7L6sjq1OcW+XTFAJuhYBH5ckj3ayoDtGdyKPIzoiSgu19eXWI11rj7GsZ4PaNdXxu21LW1UcGU29DnUs+uLmRis5WOmJZdmf6RrRKem6wTrWmLkxXPMs719XyP25eiculcPdNyyjza/zitY7iCPrhM7TA6Sf4uxN9ZHWLz0/CvWdZNm5VHtMUFyaX3hPGiUub2RppnQ3DNM57b9dMFa06oGXYz63AW4afIEnSXcBdAI2Njef1JPFkjoMdPUiKj0JVpCedJpOH5bUKsbjTR7Ay6MajSMRzBvURP7pl0tyfYWGZF1kxcasy3Yk8qiThUQ2SWQvVq+J3a/Qms1SHXEgo9KVySLpOddhL1jDJ6BYNpX40CU72ZZhf6qEnmSfi0+hP5cia4JJBU2V0CyoDGt1JnYhHIqPbgELO0CnxuZBxbPjJrEVlyE1XXKfUJxFNO13Vs/ksFjJBj4IkKdSVaAykswTcGnnDJOhRcKvQk8ghyY5oVofcxLIGYb8LTZXoiWV4/Gg3f7RlPse6kpQHBu3qqkxjWdBZs27h0WT8LhXdsmiN5ohUBkjnLfTB9F5at0jnnCa4m+ZFQLJQFIlH97exujaMpjh1qRKfRlc8S1a3SOYcQ8WCMsex98CeNu7Y1MBrrVFeOtk3QhR++FIzt4fSJLIGe/MDRZt4QSwiPo0XT/axbUUVP9ndStCtsrQ6OGgBL+FvHz0y5r1SqCMlskbxcU71prh8wfh2dTizZf1sdTDBpcs999zDPffcA0A+FZ9zkVaB893bNVNFa7yPryP63di2fQ9wD8CmTZvscc4/K4+8doqACqlh9w6oUBPy0twPGd2gOuQlmcmhqwqyrJDMZJFVlbqIl96UTsijkdOdke7lPpWUYVMVgt5UHssyqAu5QZJI5/No6v9v772j5DrPO83nu6HqVq7qnBsNEIkACEBsJiVSEiVKFBU8kiiPNXLco5HXnrj2en1mxuOze3zO7HjSznptr3ZWM7Z2xh7JsiybkhglUqYokCAJgASIQIRGo2N1qBzurRv2j1tV6AK6gSYRuoH+nnP6oPrWraq3bzXq7ff7fu/vFQRUlXylRjSoki7bxIMKNU8wkAr50vZwgKrt0BYxsF0PTVUomDbtIQXL9ogFVVwgZgjyFbvunVcmFtQIamA6DnrNIxXW0FWFeMihaDq0xwxqtkehUgVUMqUqqbDB946O88XRIaZzFaIBge0JukMBbM+lUvPIlPxhkvGgRqbkf2CPL5b9QZMVi6AmcD0F04auWICYDcKDmmMTMwLEgn6VqgqYXPQ9/lQByUgAVVEQnstisUZQU9k31MFsvtqcElw07abTxWvjWf7O/n7eThebPVHffn0CgdcyRLGRFNxIF5laGeAyj7/G8p7j+gn25bEMr45nOXwhy68+uJlff2gLf/D85cuEjSGRDa5WKa0kWf/3j+/lM6tYVpRsTL7yla/wla98BYB476bbstJq8G56u9Zr0poABpd8PwBMXe8XiYZgqhBmrK4YdJ0yp/JwfxzOZ8rs6QlzPmPSGQ2QLVvkzRq9SYNcqUZHSCXrwmzBJKgKwkEV0/GYylZJhhQMTSES1IgF4OhsmWhApz0aYKFkYnsQ8hTawxpzJZdsxaQnppIIaf6EYQ+qtSpdUYN00aQ9EqBQtajUIB7SURRwHZdkWMPQBKlwgLlilUrNIRpQqNgu09ky8VCAjohOwtCYylTx8OiI+Inkx6cX2dajsXcgSaZskqtahANhJjNFdFVBEWDoKnd0x7BqLnP5KgtFX0HXlwgxW6iyqT3CRLZCzAiSEH6Sn81WePrEPL/yvmHOZyp+P9Vcie64QVATBDQFXRGoiocQkC5YBDTB+cUKlu02K6J7N6VQFX/MyO6+OLv7EpydK7bYI52cKaJesppwcCzD/ZtTnK3FGdgawljiVAGt+1SP7u5hR0+86fwO8EcvnOVbf/9+PrTj4j5SzXG5dz7V4jPYEEIsN+oD/IT15LEZ9g8mW5YEwbeqkglLshpu1hDItaZWypNOp+np6bnqEuF6TVoHga1CiBFgEvhZ4Oeu5wtkC1UqlTIQbh4bToJlQaYEm9sjZKq+n2DRcomFAsRDgny1ihFQmSvZhAIKCVVDUQRhVTBXshhIhQir/odgVBfMmx5DqQg1xyVXqdAeNlAVQcH03dIzFYuR9giO53v3RYMC0/aIBAIslizawzqGCm5ARdcUMmXfbzAVUgkoUKm5BFTbl6grCmFNEPE8nnlrhk/vG6RUraEq0BkLYto2ZxfKbOkIM9wWQngevYkA7ZEgk9kqpu2g1PuYao6HrgoWiiZzRYu9AwkcAR8xunjmrUl29LYxX6iQL1voQpAKq/XHqCRCKpPZKu1RfxTL6+NZHtzawUS2xrauKJ5rs5h3cesf3K7nbzi/fC7DF0b7KVQdFopms+KKGjoHzi7wsTu7mcn5XooPbevk0IVFRofbWvasAFLhIK+dn8d2vWZVtq0rgl5XATbOncpVm3tUO3suWi+dmy/x+D1D7B9KNRPSh3Z085GdXZxOl5qJ7LXzGV44mW6pyn71wc2oQrQcu3R5UkrVJatlLYZArgltXfzWt4/wJz09V10iXJdJy/M8Wwjx68BT+JL3r3ued+x6vsZP3h5jqqCxWLJIGDqqgKkc7BsO8caUx9ZOj7fnFAKqYK5YJRpQ0RV/zLzteiyWa4QDKmbNpmL7ZreappAtlXFCBqbtYrkqE5kyg8kA+apLV8ygWLVwEbSFApzPVumKBVCwmS06uB50RnWEcJnMVkiGA1ieIJ216lValbawhukIwMO0XXJVj46ITsWqYQmHkinQNYXP7utHV1y8oEbNdokFBHMF2zfJLTsoqkIooAEainB5fTzLF+4eIBVy6AhrzBZquI5LbyLMU2+lGUiGiAcDKK7Fq2UHI6AQCqhs7Q7geQJN8WjXBCdmirxvSye9SYPpbAVdVer7XCqua3FsukAqrPP6+CK5iuNbLwHt9f2xuYLF8yfnWt6rXLnWbOb9mb19mLbDcyfTjHTEmiNGlo73mMlVeVg/g1V0ORndx+hwinMLZV/yviS5Cfw9qqVWTeAnleVnTy2fkJYmzT964WzLHC5oXZ6UUnXJO+FWEmLoWmD5jZ1VYhYyVz+JdZq0ADzP+z7w/Rvx3K7r8aPTZf7i9enmsXs2peiOBemOQ7pgYmgGc8UqARUGkyHmiiZhw6gb5ArCukpEF9RchYAGRdMlHBC0R8NcyFaIB1SmyhZDbRFyFZNUxHd311Udq1YjW7XRVAUNKFgecUMlElCZKVj0xYOEAv55M9kKfUmD6bxJMqSjKoKErqArMLZoEg9pFCyHgCqIGTpzBYuqbZMIaaiKQtU0iYQCTOT8vi3HrhKOBclXapRNC8uBnIDR4QTjC0VeeHuRLV0jLJZMIkaYdN1kNhzQyFVtzi1UeHRPH7gu5xZKdMVCJAyFV88XfFEFIAQ8dXSSj+7s43tHJxkdTvHUW7N8eHsX07kqPzo51zSZbXyg9yX8JYHBVJhP7O5hoWjyxmSO923pIBJQeeFtv5l3vmxRrNbY1h33pxK/Pc99I23NZbhGAtoZdVA8j6G2MM+dmGVHT7zFZX10OMUdXWE6I0H+n59cvuy3fG/VlRNSg0vHjYDfQ7bU5kkiWQ23iuTdKmb5V7/4IF1d11YVrubx6zZp3UgOjWd44s1Z9g8mfbGD4i8beX1xFsphhttDVCybwaQBQlCp2USDKtmyhW17VHSFaFBBCAVd8QjrgkK1husK8BxGUiEEHtFQgKjmYQc0PM/FrHsJtocDzBYsEiHBfKmGrqto9am6SUPHdV1Mq0YoEKA/pWPZvptFqWqy6AiGEhpzFUFIV8B1sWyPtrBO2bRJhXUEkKnUyJRq9CQMbKeGoSsIPHoTMX8eVkgnpCuYjouiKHgI2kI6Z+YKTGQqREP+67ZFA3xwazuu5xJU/XlT0zl/1lfZdIl1aJycLeB6MJ2rMtgWoj0cYLAtxhuTOUaHO5ruEZbjcnwmD7SazDquR7ZSY3Q4xcmZPK+MZXhoWweP7OxmtlBlsWSxqy/B6+NZ5gtWs2frozu7qdZc8hWbQxeyLV6BihCoCjx3wt/TGmoL8eHtnUxkqhi6wv6hJPuHfBn5Qzu6LzOQvZqF0pWOLees8ciuHilbl7xj1nul1aiuBH7CkfO0bhBn5oo8eEc76WKteezBO9oRimChZLGlLcCYCQHhMVEwAd+hvDsaxPF8xwdQmMpVSYZ1TEehPaKxULIpmh4dEYFpuxQthxnHI6gKNFVFVQSRoEambBEJqL6lkqGTKdewapD1IKAKMhWHjqhBulClbsFHf0xDUw1cz6Nsu+A5xA1/P023XfLVGo4H5ZqNLjyiwQAEVaYyFdoiAQIaVC2PguWiKx65ioXlapybK9IRCxIzNKq2zcd39aGqCuMLFQqVKoausaUzQkhTmbOqTTk7wM7eGBHd7886OrXAfZtTzOVNzs37AglV8acCN6qYXKXWvK3VG5/Bd3jviQUpmXZTCfj8qXk+vbcXx4NDdVPbj+/q5sljsyTDOrv74lzIVFrc0xtegcmQTvbCScK61nTPePqtWb58/zCffc9SfY/Pcn1QV7NQWunYVx/cjFa3krp4TC4JSt4d67nSurS6utYqa7VsyKSlqy5V2x+s2JhKXKxa7OwOI1Sds1mbcs3FcSEa0IkEVTQBs4UKCEEiFCBXrtEZNyhUHQpVk/aQgqoKIrrOdKGGoQrihorr+YMZNeEQDQXJlEwiIZ24rjBbqlG2bFJhDcv2MDQV17OJGwYz+Sod0SD+56Gg5kG2XKUjorJQ8VWA84UK4aDuz8UyFNJFE10RFCxAcVCEIBUJMJ2voCn+eBBVVWgPqwhFwax5bOmK1i2qfOl6tlJD4DFfMtneHWUyW6VoujhuDSH8xF2xamiKTsFxKFRtXjm/wMd29fD00Ul29bfzwtsL7BtMoik0BzMulYs3RBQ7exOMDqcYTBo4nt/03HC0qNZczs2XGa6bCB8cy9C5u6cphU+EdKJBjafealUH9icNXjw9xyeCGo7rsW8w2VQLXq2vainLz55aLiFt5qM7u1pmYgF8aIcc/yG5dtZTpXXpntXNrK6WsiGT1qmZEmFdZSpb8YcxVmx6YgGEojBXsIgFIRbUKFs2bbEAmVKFgK6QjIRQBcwXTUJBFcd1cByXvoSBEL4OMV+xiAZVEoaGiwcehDQPT2jkKxVCQT9xqRF/+U1XFeK6oCA8MqUq3XGD6bxFTzzEbL5CUFUo2y6249GXNChYNklDZypXrZvtusxbftXleh6W69EZM/A8l2ylRsKA/mQIXVWw6lXfYtkiqGlEAwLL8ciWTWzXI6ApdET9iufUbJ6ueJCiadMdD1KxFYIanFswuaMzzPePzvD+O/y/rEY6YlRMh75UtC6VV3Bcj7ZIgH39cTQFbBe2dsVQFcGBcws8vLObiK7w5Fsz2K7nL41GdM4u8fjTFNHSnGfaDvduSvHGZI6dPfGWyq3B/qEkD+/s5k/+agrb9TiazzbveyeqvZVmT8HyCenSmVjSxUJyPVgvldZKe1Y3q7payoZMWpoqmC/XLmtK3aJESIT8XiLLrtERCZAuWiTDBoqA+WKFuOFP9TU0hUrNpT2ikTctHFchZfj7WAJ/uW6+ZGFoCr3xIFM5k86YQaZk0hENkS6YRAIKsaBKyfFl37FQgLMLZbqiQRZLFX+Ao+3SHfUT6mKxSqnmokUVuqJBjk7luGsgQcVyyVcdDp6bZ+9QOxWrSqbs0R0LkqtYxAydXKWKoijkHJf2qMF0rkK+6u9RhYMBAppKKqyTzlcQQmGkI0ZP3KBQqWHZ/nDHTe1hDo5l6I4F2doVJ6DB+EIFx/XwEAwkw/zw5Ax7+hNNZd4zJ+YJB5TmH2iNf6ezFSzHY6QjxmBbiGfqFdNjd/XwxBszPHZXL88en6UvGWq+R71xg5+cmWyKLT67r59Xz198D7/64BZ++X2bATg1+95rntC7koWSTEiSm8XNrrRWUgCuVVW1HBsyaRWqLqdm83xyT29zefDF02l29caJBmCmYNGfCLJQNlEUhXShgusJAqrA9XR01WW+WEMVENFAU1Us28EVAeaLFgOJAAu2zVAqBAgmclVSoQCZUpXBuMG5xTKRUIBESEFBMLFYJRxQsR2b4bYIimchhI6mQDQYQMEjb5qkIkGirkfFdIgH/XHyU9kKYV0Q0gM8sLmDUEBDCOiICbIVi45YgELFpjMWYrFoUnP9SlER/gDKVFjHdn2D35lclfmSRcLQGEgYnJsr0h03ePqtGR7a3sV4xne0EAKSIY0fnkizuSPGls4wk9kq44suo8MdfP/oDJ/Z18tTx2bZ2RPn5XO+wq6xPHjPphR9CcPvkwoH+PGpdLNish2/tprIVNjdlyBTNgFffTeTr7KjJ95c7rujM8J/eHwvNddlc0frMtylVdLegeRlTcCr8Q18p4+RSK4nN7PSupoCcC2qquXYkEnL82zuG2lvWR68b6QdDxvT0UgYKhHNQY0EMV2XeED1Z1xpLlmzhqFrJEMqZculbEM8qGFoCrP5CtGgLy/vjflTimeLJt0x3xm+M2pQ86AnGUYT4LouE/kqfckQnucCKmHVZb6i4HkuZcujOwKLVX8ZMVexqJgObVGdt2ZLdEQN+lNhbNtmvmTRHg1ydDLHSEeUhUKZcFDnTLrMpo4wk5kyUUOlPagRUFWmcyYJQydbtBhsC/M3b0zw8M4+nj2R5iM7ummL6Dz7Wpp9g3G2dsUpmw6Fuv9f3NB55nia+0facD2P2XyV3oTBTK5KuT62Y2Kx0tL/lArrzX6mg2MZvjjaj64KIkEF0764CNgdNzB0f0zKYskkElC5Z8mSYENaPjqc4t88c4pqzeVXH9zC594z2JJQ/vRP/wSAX/zFX1yh52rLFedZvdvHyCQnuZ7cyEprvexRvVM2ZNJqCxucma+0HCtbNslQFNP2MDQoWC41z0YVYDpQsx1QAui6ioNHqK6am8yZlC2brohCdzyEZTs4nkK2WvOXD8MBAppAVRTmiha6IjB0j7ihcTZnM5AIUbJqZCs2HdEg00WbmmNTtjy64kFcoaAqcHauwEhnnKLp4nnQHw9StDxOTGfoS0bxgFzZxnZ9CfZixaE3GcL1YCZn1mdCFdk7EMes+WNIoq5CPKRzfDrHfSNdVGoW+weTzOQqaIpHUBNs60rw3SMTfOzOHio1m4/u6KJUtfnIjm5ePJ1mR0+cZEhv2i0NJP2kM9IR4ZnjM80Kqmjazb2qas0lU67x0plFRoeTzeP3j7RzOl3gU3f1MpmtNB0xRoeTfP49A/QnDB7a1sGLZxZaHCauNpvq3cyzOjSe4T+/dK6lLeI/v3Ruxce8myQnkVyNG1Vprac9qnfKhkxaedPCUBWGeiMsFH23iXSuQrFqUzT9/ajhjghF08Z2HQSCzkiAyVwZ04GAquB6kAj6wxVV1TeanSlUaQtpJIIqc6UaibCGIuBC1iQaFESDKiXLxdB05qtu3b3dpWS5pCJBMmWTaEAhEQqRKVvUbJd508XxPHrqlUfZsrlQ8+dd1VyH7ngEy3apmA69HQaqEkUIfz9rIlulaNrs7InzvTcn6U9GqdT8QZb9iRBn5osowiMeDmI7rj8WpDeO68FUzuSeTe2cXyjyga1dOK7Lq+ez7BtMoGsK3z86w30jKY5M5Jr9Uu2RIH/zxhSf3N3LM8dn2NoV49Xz/qh6XRW8Pp5t9mZ1xYMYul9lvTmZ5e/eM8hktsxr436icuqO8ABbu6L8xesTze8bLhpLudJsqnczz+rMXJE9/QkOjl3s0r9nU4qz88s/5t0OepRIrsT1rrTWoq/qerMhk5ah+ZLv//bKxeknH93ZhaELNFXDEw7T2QrhgEp7KIiiwELZpC/pewQ6rotAUKm5GJpHzvSTXXcsSCIgKNQcOqIBKjWHvGWTDGmUTIdUXAXPxXRhseIwmAhyIVchaagIz6YjamB7MJM3SYY0ZnNVggGNvrhBwbSo4jtTRA2NolmjK2ZwfrHMHZ0RJrJlfwZXtUZvwqBqe4QCKrqq8sLJae4d6eTZ47MMpEJEDZ2ZQpVyzWW4PcwTb0zzsV3dbOuO0xs3mMn7gyxfPD3Pl+4dZCpb5fvH59jTnyBRVy4CvHwuw+hwkqmsX7WWrBq5ij+leVdfgrZwkM/sDfH8qTS5isO+wSSO648jOT5VaJrVAkznq7wy5jcG9yRCjC+Wm++N5XgtUvjlXCiupAxcqefqSo8JqEpLwgJfdv9z9y4/BufdDnqUSK7E9ay01qqv6nrzzuYc3yZ4QuGZ4+mWY88cT+Oiki6YBFSNwVSIzkiQgmWTrdhEggHmClVePDmFoSqENL9yAgU8j45oAFXY5CyP6XyNdL5C2XII6QqRgC+Pn85baJrKQtEkFlTJVU264wYnZkukizbTuaq/9xTUOHwhR0csSG9UJ1MuAwq6KmiPaFg1m75kmELZ5I6uGAvFKu2RIDO5Kv1Jg+lclbCuENQV5osmu/rbmc1X2d2XQFPB0EBXFTqjQbJlXzZetRzenMyRjAQ4M5fnxdOL7O6Lc2a+TFcsAPgf2t3xUMuo+mRYpy8V4qFtnTSMIRZLNWqOhyLg/GKFbd3xpgx+qC3M0akciiLojgU5O18AfH/BRiOwvzzpv8bocIoLi2UOXciypz/R7Pta6kLx+bv7AQ93GbcKuNhztZSrqQkvldI3sOzlj7+bxCiRXI1GpXUtX0Y0hRFLEYwmm9XVatzU1ysbstJK5026YhoP7+xtLg8+e3yauYJJumCSdD3Cur8HFdRVAKolh1QkwFBnkgtZX+Yd0RUcD3RFJRZQsTyFuUyF9mgQ39LWI6iqpIsWQV1DVwTpvElv0sBzXco1wULd3/DCYoX9wykUwHNt+lL+EiGRIJGgQabi73uVTIeBVIiz6SJbuqJMZ8vMF010VWVTe5hyrUZ7VCeoKcwXrObez+imJDOZCqbp8p0TU3xkexeOAjFNxdD9/rR9gwnGF8q8d0snTx6bJWroxA2NhXKN+0faOHQhQ9GskTQ0EiGVXMWhLxlmsWBy6MIiD2zpvGz0h+N6HL6QZd9gsiltbwx6LJg1RjpiJEIaxardbAT+5J5exuZL7BtMNgdCQqvP3y+/b5iXz2U4MVPgiTem+YvXJvny/UP8y8d2oWkKu3btar7fK/VcXWmvaWv38slmpeS0fDOydMKQXBvXWmndLtXVUjZk0hpMBLh7qJ3j0wVs1yNdMLl7qJ2BeICxhRKpkM5C2aYtGkQTHjXbxdNVKlYNz4XOpIGmKHiALnwvvrlChazpMpQK43ou+YpFIhQgX6lhaCrzJZM72sMoqoJVc8lVbRaKJiOdURRFZUhVSOpQcz0Way6u49AZDzNbrOK5MJAywPOHQzqeS9RQObdQoj0aIBzQCAc1vnv4Ah+7s4/xxSIV22Uw6Y9d0RTB+EKZSFDj9fPz5CoOQlGIBxS+9+YUj+zq5qljszy8s4ts2YIq7OlP0BMLMp4pM5AM8cQbM3zqrl5U4fHMCd/wdr5oYtVsJnNVRjpiqAotI+orNadZMfUnDeYukayPDifZ3Bnh+29ONx/z6O4efu7efp46NsdEpsJsvtqyNAh+MhhqC/NPvvlGy/v6jQPjxIIav/HIDu65556W+xRFNBNIYynvSonrnSahd5MYJZKr8W73tG6HvauV2JBJy0FhvmRd3lzcGaEjZnBhscxgKsxspkxfm6/A8zwXTwiGO8IkNY8Fs0am7BvUKqpKLKwRNiBftvAEdEUN5ksm4YDGQsmiL2GQqdi4noPlCH9vKiXwXIea7TGfKxLojFKzXWwHOmMh8hWL3phOzVWYyFRQFEHAdKi5Lp6AoVSYklnFtAWTmRJ9yShFs4ZQVO7oinBypthMSHv6E+SrNvds6mD+2CyRgMqJmQIjHTHKli9Tb4sE0BTB+YUKW7oiKHj1icj+MsLYQplI8OLtzZ1hjIDC8Zk8W7ti5MpWy7JaMqTx07MLgP+hfuBc6x6RaXvYjsue/gTVmouqCH54Ms0vvW8TlZrD94/OtLw/b07mGB1O8hsf3ca3X59Y9r3929MLfGRnhrv6YwCoqsah8QxvzxYZz5T5+k/ONWO8krrv3SShlZqRJZJ3y7sZAlkr5fnaP/qZZqK6HaqrpWzIpJU3a9iOx57+BJoiOD6T5+BYhu3dMUpmje1dUXRVMJm1KVQdgpogHtBAEcwVqoioQcVySYQDlCyXbMlE4JEpWWzqjFKs1ChYDuFgAF2xQUC15lBzYCpbZVNHBNtx/HEfFZPueIj2iE62YuG6HgFNRVP8fihDVxmbzhMJ6RQqNpGASySoULYE84US2arHpvawP4bELpEKBXxH+pL/XBXLbi7HvT6epT0a5OGd3QRUwRuTObZ2xZgvWDy6uwdd8Yc/TmaLDLWFOJ+r0hM3eGva33fSFEHJ9D/wDV3BqnmML/iCie3dUSqm3Vw2fGhbJ4slC/D3pSqmfdkU300dYZ5+y0+ob6cLzeMvn13kGwfGW96zg2MZHrurl//v5XE+sbv3ioa2p9NFXnryL6lYDmx7sCVRLR3IeDV1n0xCkrXm3QyBtAKB2666WsqtuRN3DbiuRzrvV1lvTuZaNvht1yUZCrBQqjGd89WCuir8vSTbZWyhQjgYYHzRH9AY0QWW4xIIqOiaSlc8SDpXoWTZZCs1FgpVbDRCmoLteGgqpCIBorrKRKZCumgRry8hTmQrxEMBOmNBKpZDpeZQqVmcX6wQDwcomw59CYP2iI6uqLieR0D3FYo1x+XsfImdfXEWyxb5ioPrCbrjBm1Rg2hAacrNzZpDteZgOS7VmsumjjDHZ/JYjlt3vBDcN9JJQPOv1YVMBdfzE8/xmTyaIppzszIVix+eXKjPxpohXbL41F197BtMcuDcAi+8vcCHt3dxdCrHQqnWcq0f3NbRdMI4OJZhx5LJwUXLT3AN0UWDibpj/Jm5InsHkjy6p/U/5UPbOjk7X+D8YpljUznOzhf5w+fPtAg4Ln2tM3PLq/4kkvXAOxFiLBVc3Koii9Ww4SqtQ+OZlmUnuLjB3xkJMJ3L0xULMl+soakqivC4sOgLL7riBotFk4E2g3zVRhGCtrBGpuQS0iBT9kUSr4xluHs4RbVWYyJTQeCb1qr4IpBstYbluLRF/D20kK7SFTcoVGtoikLU8KXxRRu6YkEmMmXaIwE8XGZzVaq2hxFQCAd1umJBHNdXzp2fL5OKBDgzV0IV0BENcDZdpCMaZE9/Atf1KNZdLRRBS+IIaiphXeOpt6YZaosS1PykFwlqmDWHF95Oc+9IG5W6yvC9W9p56Yy/9LdQsshVHA6OZRhMhVuk6JWaw/7BZIuY4tHdPc0ZWw0aasDR4RT/5SV/KOOlY+obC3NbOqMcmcjywxPppoy+YcT79+4d4us/OcdDS1bxLpXIL1UeSnWfZD2zWiHG7Si4WInbNx2vwEr9NG0RnXTRZKQjxGS2QtG0SYY1330iFaI7HmRmsURvPIgO1BwX03Go2Q6JsA4opPNVSpbDzr44+UoN04bNbWFCusp80aRoWRi6igdsao8SVB16Ewbd8SAT80U01Z/DdWq2yNmFMj0Jg2rNYrA9gmk75KsOVQfaov44koJpc2auTEBX6Y4bDLaFwXPRVUFPIkRPIsTJ2Tzlmp9QdvTGmgMvB1IhbMfFtP2+qbaIxktnZslVfPGEaXt4nsfTb03z129Ms38wxZELGQ7We6kKVbuZTIKa2ryOpuO0XNdsuYbrtUrRl87YavDwjs6WMSLQWhU1Kr2GGOJ0uki15nK4XjEfrrtnKIpYVq6+NFE1xCFS3SdZ71yt0rrd5OyrYcNVWptX+Mu6bDkENH/GVEARRAMamvCIGAoBW7CQr5CzbAqWg+V4JOuzss7MlehPhslXK+zoS3IhU6ZqObRHg5Qsm5CuoAmXeDiIaTs8f2qGT+7po2jWmMhaDKciHJ3M05sw0BRIxjSCepRi1SZbrqEgmM1VuZCpsHcghmV7PHVsmt19KSzHTzD5io0AfnB0kge3djPUZlCsOrw1nWdbd5zhNgOAdMHk0IUsd/UnOHIhh+PB/SNtRAMa3z08yXB7jME2X2K+syfOfL2CgosDFg9fyLbMxhodTrFQNJvXcaFoNW8vlb8vrXQ+sLWj+Xjwk0dvMtRSoTW4d1OKX3hgGNt1+e2OHU0xxEp7Wnf2xpc93khUX75/iLsGEvzzT+68JnWf9BmU3AyuVGltpOpqKRsuaSnC455NqRa3g9HhFD3xIKGAyk/PZNg3EGehYFG2HC5kKgQ1lZ5ECD2gU7EcNEWhZLkUKjUiQZ1yzaE7bjSbYg1dI26oBFRBvuqQDBk4rktA80d+zNYrso5IgIJpY9qeP9eqWCPapjGbMxloC7FQtBCeR0dUx9BCBDSFHxydJF2wGWwLM5er8ubkPJGggu1CumCzULYQAl+EgF+tbOuKYugKcUNvegZu7ojhuB7Pn5rn/s0p0gWbdMF3uGgINw5dkkTu3ZTifVvaeGUs05yNtfS8v//BzXTHApRMB1URLVVTo9L56oNb+KcPb+ND2zt5+ewihq6wfyi54vt16Zh61/V4bWyRt2eL/I8PbWkRWXz1wS08dlcfJ2eLPPPifPMx1ytRLY1B+gxKbgZXkrwHvdtPzr4aNlzSOp0u8eZkrmUv5OhUjmRYx85U0RTBQqmGUR9QmC7YfHpfLwXTJhzQiARVStUamUqNmKEznauyLREhnasy1B7m7HwZy7Kp1FTGF8ps7oxxfrFMSFexXRfH9c1yKzUHXRXEQjpnT6UJ6go98SAz+RqhgErZtClXa+RMh9miSV/CIJ0z6U9Gec9gkB8cnWRzZ4wPb++iWLV55fwiADFDY3yhwh1dEdL5KoauUDJrfHxXN9+r90N9aHsnr48vsrnDl4WHdK3pwL67L8FIZ4S/Pjx1WX/UR+/suXh+QGHvQAJFiJapvYfGM/yv3ztx2XX/zL5efvdTdzaX4354Yu6SD/3N/PpDW/iD51fui1ouWTQS0tLRJDe6X0r6DEpuFitVWlYxy/9xhTEitzMbLmnd0RVt7oUsJVepsWUwybMn0miqwPM80gVftFC1HDZ1h7iQqZCveExkquwdiDGTt9jaFaVQqaLUl+mePZFmd1+cpO0x2B5BEb7gomjatMeCJAydp49Pky7Y/A/vH6Fq23xsZw8eLiXTIRbTiQhBUFcJ6RoHD08w1BalbPlGvocuZLl/c4p81fchrDkeRyYzbOuOoymCgXiI50+m6YgFcDxf1h8J6i1Tfn90cq45ZBH8faeG07oQgr86NNVMVg0xxOffM8B3D09wbKrQvK9RXSyd2rtSU25jOOOh8Qw/PbPAgbMLzUQJ8EcvnOVbf//+K46pXy5ZfOPAON/+6gMtyUJRBDu7DHZ2GYTD4Wv9lbkM6TMouVmsVGk1qqzbee9qJTZc0to/lOLx0X6++epk89jocIr2cIATM3l29yUAWmY8zRUstnQ4CFF3d0iFyFZtBlJhipUqswWLtqhBwar3dIV0HNclX6gx3B4iX7J44VSaD23vBATD7THy1Rxz+Qqm7WIENGzbZbAtRFBVeWMyR0/CYK5gsbM37u+zaUpT0HDgrK+GawsHqNQuDl787L5ezi+WGemIEdJVSqbNtq4ws/kqwcBFsQRclI8v3Xd67K5e/uzgeEuyOjiW4dce3Mz/W1f0ATy0rYNDF/wEsq07ymf29TeTy5XG1P/+Uyf4oxfONmNouMQ3nvfcfInH7xm6Lm7t3/zmNwF/ntb1RvoMSm4Wy1VaG7nKgg2oHlQUwRdHB3n/HSn+zv5+vjg6wM6eKK9fWCBqBJof4EsNW4/P5Fks+6IHz/Z44VSaquVxbr5EQNcYagtTc1xSEZ0PbO0kbmhM56rkqjbnFypk6zLzgKJSrNoXVXGK8BuINUEsFMCyfWHH5q4oVcuhO2HQEw/RFtaYK1SJGXqz36gjGsDQBDP1vjCAkuUPiOyOBXnhVJqy5eKiENQ1lEtmaPcmjMvUehNLVH1LlXs/Pr3Qosh7/tQ8H9zahaErfP0nY/z+UydbzGobTbmP3zPUXDL8v350mgP1PawGL5/LsLvvonDiah/66yVZvBsDXonk3bCcelAJRujo6NiQVRZswEoLYP9QG3v621qWmkaHUzx3YpZqzWVnb4zFosmju3v4yZk5qjUXAUQMXwJv2h69SYP5gslCqUYiFKQ3bjCZrSIQ/Ohkmvff0Ylp2Ri6ynePTPP4aD8TmQq7ehMY+gJ9CYNcyaIjFsDQNMYzVdojAZKRAOm8yVDK4NXxHB3RIIlwgOxCmYCqNudR9SWDFCo2rgfRoA7AfMGiYvlS+5G60MK0XUpVi/KSpPPl+4f41msTl0nDl7q3L0VbZj9obKHcHC2y0n7OcntQl/ZeRQ0/9tV86K8XU1rpMyi5WSxXabnm9R8KeSuxIZNW40Pnwzs6+fbrk5yYKbQ4kz91bLop9b5nU6quCBQUqw7lmsNje3o5NpkDAXd0+n5/cwWbVDSIrkCu4vjTioVOMuSLHNIFi2QoQL5a475NKfoSQd5O1y6a1xoaybDOsckcmzujZMs2w21hpnMVTFtl32CCY1P55jyqfNmmaDl0x4IcHJtrLvO9d0s7r55fYGuX35OVDGkMJxO8f1tXUzCxdyBJNKi1LNU1BjUu3WcaaguxfzDOnx283OdPUwSpiN5sMF5uiW65PahLG3139sT4Bx+6Y1Uf+uspWUiLJ8nNYLk9raDHhq2yYIMmLfA/dO4Zaefu4TYOjWc4M1dEVxV+92+Osrkj1hyx/uZkjs/u7WM6W6E7GQZUspVavcLRCKoKJWxG2iOYTo1kUOeDW9uZzZsMJENMZH1n85CuIhTwPI9YSGcmb5KrOuzoCWM7HglD4dxckcG2CM8en+ah7T3N6b+9iRDzRZOumIHjwXMnZulNBBlIBPnOkSnuG+ng8IWFlqbfTR1hTMvh269P8Luf2sX+oTZANPeFHt7ZyU/PLrYoKJf2U40Op3j6rVn+5BfvRVUUXj6Xafo07u5LcHQq1zS6heWX6Fbag1rqfvFOFXcyWUg2EpdWWht9Pws2cNJqsPRD8JsHx9nWHb9sxPrYQokdPXHCuoLA4+20RVAXlC2HbLXGQt0YdjpfZXt3HFVVODKxyHB7hICm0haBhaLJ5g7fy7Bk+n6BjuuxUDKJBlQWSx6JkE6xbJKvumiKvwyZDAcwbZeYoVO1HF446S9hzuRN5oomuYrD02/NNkeFHLqQ5ZFd3egCfjy2QK7icHy6wKnZ1mW6L9zdz4klcvYGiZDWstf1ncOT/PnBixOeGyKM3X2JZoPwSkt0K+1BDaRCqIrgvpG2ejK9/oyOjt6Q55VIbiaXVlobWTXYYMMnraWsNGL9S/cNUjJrzGZrBAIqx2fyPLKrh2zJRFPglbEMn76rl5LpkqvU+OkZ3yjWtF1UzyVu+P5945kyZs1lW0+MYtVGUwRt4QAKDpNZE0XxlYGP3dVLyXTY3RenJxGkatloCoQDKtu6/X2kNyZzfGBrR3M570Kmwvs2t1Gpubxwaq4lGfUlQ/zu37zV8nN967XJy0bWA+QrdsuxkzOFlvufPzXPv3/8Lobawi39Wcst0S23B7VcX9WNYPfu3TfkeSWSm8nSSktWWT4yaS1hpRHrx6YK3DOc4txCmW5NqxvMKliOy/nFCrv7EgQ1BUNXSIZ0dvTEKVk2+arFrv4kJ6ZyuB4cupDlo3d2czpdJBHSCQcUvntkikd396AqENS1ehwOmZLFQCrEQsEiZqi4rkfBdBhqCzebhJcKM/qTIQbawgxmKi1J51N39RIJqsv+XDt6Yped+0y9dwv8MfZPvDF92eNqjsfdm9pb+rOWYy33oHI5vwpMJBI3/LUkkhvF0kpLVlk+MmktYcsKy1m6Kpgv+uNI5gpVRodTjM2XGGwLU6zaHDg3T3tEZ3N7GEMHQxMMtYU4MVPkwmKZSFDn5ZNp7h9p58en0mzrjhMOqLx4ep5qzWWxXCMRDjZF6blKDUXx3TIuLJTwgGTIQ1WgUG8SHh1OMZOrNIUZM7kKFzIV/u3n9/LhHV0cn86zszfOp+7q48hEdtmf63PvGeALdw80E8regSRHJrLN78HjL16bvOxx70RivlZ7UN/5zneAG9OnJZHcLBpDIBuDHTd6lQUbsE9rORp+di+fnefTe3tbeokas6MQgk3tITwgFdI4OZunWnNYLFuMdMRYLNc4t1DixGyZvYMpzi+UqNZcBlMhHMdlR08c23W4szdBf9Lg6bdmm5VdLKihKZCrWIwO+2rFVEinVK0RC+nM5k0sR/D9o7N0xILNPSfXg5GOMEencgy2hfj6T87xpwfGGEiFeWRXN5btcmQiy96B5LJ9RXcPp5r9VHdvakPTlJbv9w+1yX4kiWQNaQyBjKQ6ZJVVZ8NXWsv1Ej20rYNC1cbxaMrI8cBx/KWxvz2zwJ7+BD1xnXTBpK0u/f7ond24LkwslslXXXb0xvjeGxM8uL2Hp46nAbh/c4oLixebeEeHUwggoCl0RILkKhYv18d/fHZfL44Lx2fyePjLl7P5atO5IxXSyJUt9g8mma87rR8cy/B//uhttnXHm/1Qv/rgFv6nj25b1TLdpe7lq32cRCK5/jSWB5Vaba1DWTds+KS1XC/R86fm+fjuHmZzVQAKVZv2aIBirdZcwvMHHhr15GNzV38Cz4WDY3N8au8AfckgU4tl5ktOcxDi8Zk8hq4xkAwANJNifyLIy2fnmcjW+NRdvc04SpZDfyIIXByAuFiq8cGtnRTNWjN5agq8eNrvf0oXTD64tYtnjs8297uWNv9eaZnuSu7lUmIukdx8GkKMjd5QvJQNX2uu1EtUsx2Oz+R5YHM7EV3h/HyZjojB2flCc3z7QqnGtm5/f0dTBelClQe3dfM3RyaYyVt87605dvTEiQS05uMGEkGeOT6D49EcXOgKwdbuJImQ2nSaAN/h4sRskYd3dnN8Js+9m3xLqaffmqVsuc1R9Ymwn9jaIjrHZ/LN51g6+HA1Y+VXci8/NJ5Z4RESieRG0qi0gpGkXBqss+Gvwkq9RJGgxnuGkvz07AJdCYOTs3leO7/IB7d2NX35htsjPHt8hoNjGV46s4jreZxfKJEu2M2x9u0RnZJZ47E9fbw5maNoOU2LJaAuoqjyo5NzvG9LJ5oimuIK303do1qz2dETJ2FoBDW/5lqakMya797RaCxuPMdS+6XViCeuZEh7q/HAAw/wwAMPrHUYEsk14bkulflJ/vUX9koRRp0Nn7T2D6X48v1DLccabhCW7QsoTs2WGOmIUXNoOq33xA2ePDrZtHsCvxm4nj+aSasjGmQqW2W+ZLGnP8FktorjegykQk1BxUDSaIo/zs4XGGoLN5t7+5MhgprG4QtZnjkx1zSqXZqQiqbdnCbcSHabOsIcn8kDvnQdvBZT2+VYL4a014Pt27ezffv2tQ5DIrkmhKJseIPcS9nwV0FRBHv6E+wbTDb/bSSMREhHFTDSHqI7FuD4TJ6w7vc8hXRBvtra19VIFPeNXEwg3z0yRVskSE/c4M3JHL1Jg+3dUV46M8fhC1l29yWYLZj+3pQq+MDWrqZx7+hwCttxSBeqzdcYWyjz6O7epk/g5+/u54FNKTzPY0dPnKNT/uyrn79/kM/u62ffYJIn3pjmc3984DI39ku5ndzL5+fnmZ+fv/qJEsk6xnNduZ91CRteiAF+JXGpMwT4ooedfTHeni3SEzfY3ZdgMlfh3k0pfnBstjk4sVpz+cTubuJBhY/t7KZmOy33eR6cTvt7WsKDA2fTPLClk5lctZkgvzg6wJPHphkdbmuOsm/4+/UmjKbzhaYIzs6XOHwhy5fvH+JfPHonRyZzBOrThP/FJ3ewf8j3U1xqvwRXn667ngxpr5UnnngCkH1aklubRqUluYhMWvgVxuff089fvN46GPLoVA5FgOV4lC2btrBOplJrjvA4OJbhy/cP8+Zkjh+dnGsOT9RVgaZcdNgIBxV+dCrbdJHfN9TO+YVK07sPIFu2yFUc8lW7ebzRs/X0W74SUKsnsp11ocY3DowTC2r84RK39l99cAv7h9re9XRdaUgrkawfZKV1OTJp4X9Q/917Bzk9V7rM9dz1qI8m0ciUzWb11PDtO3wh25J8GqM3dnRHeWs6z+hwO3/7drqZwKZyVbrjwctmVHVGg4wOpxhuC9EZCeAKwULdALdac0mGdQ6cXWg6rDf429MLLc/TqKZup/0piWSjIhRFKgcvQV6JOvuH2nhgcxtvTuaaUvTR4RSG7nsKPndilpfOLDbl6A313p7+OA9u6+CTe3pJhNTmfSXL5uN39vDq+QX6khcThQD6EkZTJAFw76YUBctGEfDEmzOoqsLzJ9McrDcZA+wfSDT3rJZ6JC43oPHMXPG22p+SSDYqrl2TysFLkJVWHX8/Zwcf3tHFgbOL5Cs1pvNVZvPVlkm7jWSlKYJHdnVTqNpULIeXzy3ywOZ2Xh9fRFMEM3mT9mjwMnl7KqTjuf4gSdN2mclXeWMyR0/C4JWxDPdsSjGVrTQbg8FPNr/2oa1Uba9l760xgfhSAqr/t8jtsj8lkWxYhCKVg5cgPO/KMuhbgdHRUe/VV1+9rs/52tgin/vjn152fP9gkt6EQbZi8fp4tmUf6/XxLD+zv59C2eKV8wvs6kuRKdd4z1CSYtU3us1WLF6pV1CNx8WDOrbj8OLZxea+1529cbriwZZk07BYWmpw+2+fOdXSENzYi/ul947wm49s37BJ6uxZf59v8+bNaxyJRPLuiXb2c+rIQfr6+tY6lLVg2Q8vmbRWwLZd/t2zp/jbt+ebE3vvHWmjYjm8OZnjvvrtN5bscQH0xIM8f2qOBza347ouIx1RvnN4gg9t72YyW2mp2gD2DSYxdIFTP9TYE3vvlnZ+42NXTzqu6/Hdw5N8/SdjqIpoGez47a8+IAUVEsktTLRrkJee/R67d+/eiNXWsh9+G+4qrAbX9fi3z5ziD58/w5uTOQ5dyPLBrZ04jttMOi+cmsdyPPYO+JZOjuvVRRy+NP1HJ+cYbAuTKVns6kvwV4en6IwGL3stx/Uomb4dU3v9/oZj+2rskxRFYNluy15cg5+eWeC/vzLOa2OLV20svt2YmZlhZmZmrcOQSK4JIQS/+a1DpNPptQ5l3SCT1jIs58H39FuzlCy3maTATzgvn8uwu8+Xo2/vjvLi6Yu/XBPZKp6AO3tiGLrChUyFD2/v4gN3tLF/MNl0tmiIKRzX5cFtHfz4lK82XK190kpKwedOpPmtv3yTz/3xT6/aWHy78eSTT/Lkk0+udRgSyTUhFAXbdnDd5QfUbkRk0lqGM3NF9tcdMhrJBS4mqY/t7G6xUupJGPTGg/z47dkWW6fm3CzbY09/gpCu8P2jM/QmQ5ydL/DA5nZihtpUEg63hXn53GLzOVYrT19OKdiwc2ogjW8lklsP2ad1OVI9eAmu6zWXBBvcs8m3ZWokqbxp894t7bx2fhGAOzqjTaPcBh/Z0cUzb01TrbkUTZuDYxlGh5MALBQtPrS9i786PM3ocLIpr08XTIKaoFp7Z/L0S50s8pUa/+aZUy1LhXD1xmKJRLK+kH1alyOT1iUcGs/wjQPjLccOjmV47K5enj0+C0BIV/nB0Zl6EhJ8YGsHv/6hrWztjvHyuUUiAY2fnJlrVkyN3zfT9pfnFks1OqNBDF0hEtSafofdcYNffu8I79/awf6htlWJMJYObNw/5E8ifm1s8bKEBbKxWCK51bDNKv/qc3tkn9YSZNK6hJXsjyqWX0WNDqdYqE8J7o4bbGoPA/Dt1ycYHW7j7dkC3zk83Xzch7d3slAwm8uJDUl6X8pgR0+cfMXm8IUsD23r5MXTaYpmiqrtsX/oyhXRlQY2NpYLl94nG4slklsPRVXp6uqSldYSZNK6hJVEDYulGvePtOF6Hq+M+XtDW7ui2I7L5/74QPO8L98/xKfv6iVXrbVUXF+4u5+xhXJTfbhQtOhNGNRsh0d39zTPiwb1qxrbwsoDGxuP2+iNxR/5yEfWOgSJ5NoRMlldirwil3AlUcPzp+YpW05zD2pTe4Q/eP5sy7nfODBOulglX7G5kKmwucNXDmbKVjNh3TeS4vCFLB1RnWdPzPH9ozPkKk6z2oKrD1682sDGhvHt4/cMcfemqy813m4MDg4yODi41mFIJNeGJ1WDlyIrrUtoiBraIzrfPTLdYp4LNPeg7htpYzpbWfY5OqJBnnjjYo/QPZtS5Cs2D+/oYiJb5chEjl987wj/9CNb2dwZ4/mT6cv2wa62/yQNca/MhQv+WBaZuCS3NLLSugx5RZZBUQT7h1LLNuze2RvnFx4Y5p88vA1dX/7yOZf8cXRwLIPreQykwvzcvYP811+5j//5ke0EAiq/8MAm7uxNNKstgM/s6+PIRIbXxhZW7K2ShrhX5rnnnuO5555b6zAkkmtDVlqXISutFVhOzDA6nOI/vzRGteby+niGvniQT+/t9Xux6oltqVBjKabt0REL8Pg9Q5fd9+EdXYQDCosli6NTeZ46NsN3D09xz6YU921q458uY+d0Ow1slEgkKyArrcuQSWsFliaFl84s8NyJdMsy4TcOjDM6nOTV81ke2tZBoWrjeLCnP8afHbzceX1TR5j9dX/CBsspAO/ZdLFSOjiWoeZ4fGg8s6woQw5slEhuc2SldRkyjV+BRlIQcNkyIUDU0AF4/tQ8n9jdw7/45E7+2aO7+KX3bmo578FtHYy0hS+TsS+nADw4lmnO7ALfhWO1dk4SieQ2Q1ZalyErrVVgBJb/xQnpavN2PKQ3K57GXK6Xzy5i6Ar7h5ItzcKNpuCnjs3wyT29zOQquB4crzu0O0v2sTRFSHGFRLJRkZXWZaxJ0hJC/D7wKcACzgC/5Hletn7fbwO/AjjAP/Q876m1iHEp+weT3DeS4uVzF7377t3Uune1NLEoiuCekXbuGWm/7LlWWhI8NpljT3+ixS5qdDjFfSNtUlzxLvj4xz++1iFIJNeOrLQuY60qrWeA3/Y8zxZC/O/AbwO/JYS4E/hZYBfQBzwrhNjmeZ5zhee64ewdSNGXMNg3mKyPHxEkQzovjy0A70y1d2h8kQNnF9jTn2jO6WrM0Do4luFX3reJjkiAT+7puaxCk6yenp6etQ5BIrl2ZKV1GWuStDzPe3rJtweAz9dvfwb4c8/zTOCcEOI0cC9w+Qjhm8iRiWyLNVODf/7oDvYPpVat2nNdjz8/eGFZM97GkuC27hhfvPdyhaHknSEnF0tuC2SldRnrYU/rl4H/Xr/dj5/EGkzUj12GEOIrwFcAhoZu7If8Su4TS/exVsOh8Qzfem2y5VijymqkvJWahiXvjB//+MeATFqSW4+vfe1rfO1rXwOgVimscTTrjxuWxoUQzwohji7z9Zkl5/wzwAb+a+PQMk+1bHet53lf8zxv1PO80c7Ozuv/AyzherlPrJT82iI6x2fyfPn+IfYOJN9peBKJ5DbiK1/5Cq+++iqvvvoqgXBcmuVewg2rtDzPe/hK9wshfgF4DPiI53mNxDQBLPXdGQCmbkyEq+d6uaavlPwiAY0dPXG+9doE0aDObz5yeTOxRCLZeAx1xORYkktYK/Xgx4HfAh70PK+85K6/Bv6bEOLf4QsxtgKvrEGILVzqPjHSEUER8M2DFzB0BctxV+VIsZLLxjPHLzpqrMbhXSKRSDYqa7Wn9QdAEHhGCAFwwPO8r3qed0wI8U3gLfxlw19ba+Vgg0aj8f6h1LKS9Tcnc3zh7gH+5WO70LTly3k5YVgikbwTxmYzzMzM0NfXt9ahrBvWSj14xxXu+z3g925iOKvGdT3++vAkL56eZ/9gstkM3BBTfOPAOLGgxm88smPFimup9ZKcMHzjeOyxx9Y6BInkmqn/US9ZgtzhuwTX9XhtbJH//so4r40tNl3WG03B//ibR3hzMsehC1n29Ccw6k7vDcn6355e4NB4ZsXnX4p0ar9xdHR00NHRsdZhSCTXhpS8X8Z6kLyvG640wn4ln8BHd/fww5PppouFpghOp1e3vCed2m8cJ0+eBGD79u1rHIlEcg3I5uLLkElrCVcaYf/27PJy9alclQc2t/P6+CKjwymOTuU4v1jGdb1VJR/p1H5j+OlP/X50mbQktzSy0roMeUWWcKUR9sYKAx/7kyF+dHKO923p5OhUjt19Cb7+k3OrXiKUSCSSFZGV1mXIpLWEKzURW47bMusKfLn6TK4CQMmy2dETb87ckuNEJBLJtSIUVTYXX4K8Gku4kjBiS2eUNydz7BtMsqc/wb7BJEencjSmiOQrdsvMLakAlEgk14psLr4cuae1hCsJI/YPpfil945c1hh8dCrHp+7q5Znjs83jUgEokUiuB5qmyUrrEsRFB6Vbl9HRUe/VV1+94a/TGN54Ol0koCnYrsvmjih7B5IcmchKBeA6IpfLAZBIJNY4Eonk3bN3716OHDmy1mGsFct+iMpK6x1wJaWfVACuL2SykkhuT2TdKbktOXr0KEePHl3rMCQSyXVGVlqS25LGcvHu3bvXOBKJRHI9kZWWRCKRSG4ZZNKSSCQSyS2DXB5cgaVKwTu6pCJQIpFI1gMyaS3DlYxzZeKSSCQ3C9u2cV1X9motQSatZbiSca6Utd8aPP7442sdgkRyzZxPZ0mn0/T09Kx1KOsGmb6X4UrGuZJbg3A4TDgcXuswJJJrYktfh7RxugSZtJbhSsa5kluDw4cPc/jw4bUOQyK5JnRdl0uDlyCvxjLIicK3PjJpSSS3J3JPaxnkRGGJRCJZn8iktQJyorBEIpGsP+TyoEQikUhuGWTSkkgkEsktg1welNyWfOlLX1rrECQSyQ1AJi3JbYmu62sdgkQiuQHI5UHJbcnBgwc5ePDgWochkUiuMzJpSW5Ljh07xrFjx9Y6DIlEcp2RSUsikUgktwwyaUkkEonklkEmLYlEIpHcMsikJZFIJJJbBuF53lrHcM0IIeaA8+/ioR3A/HUO53qwHuNajzGBjOudIuNaPeshpmHP8zrXOIZ1xW2RtN4tQohXPc8bXes4LmU9xrUeYwIZ1ztFxrV61mNMErk8KJFIJJJbCJm0JBKJRHLLsNGT1tfWOoAVWI9xrceYQMb1TpFxrZ71GNOGZ0PvaUkkEonk1mKjV1oSiUQiuYWQSUsikUgktwy3fdISQnxcCHFSCHFaCPG/LHO/EEL8x/r9bwgh3rNO4tohhPipEMIUQvzGzYhplXF9qX6d3hBCvCSE2LtO4vpMPabDQohXhRDvXw9xLTnvHiGEI4T4/FrHJIR4SAiRq1+rw0KI37nRMa0mriWxHRZCHBNCvLAe4hJC/OaSa3W0/j623YzYJMvged5t+wWowBlgMxAAjgB3XnLOo8APAAHcD7y8TuLqAu4Bfg/4jXV0vd4LpOq3P7GOrleUi3u0dwEn1kNcS877IfB94PNrHRPwEPDEzfideodxJYG3gKH6913rIa5Lzv8U8MObee3kV+vX7V5p3Quc9jzvrOd5FvDnwGcuOeczwJ96PgeApBCid63j8jwv7XneQaB2g2N5p3G95Hlepv7tAWBgncRV9OqfKkAEuBkKo9X8fgH8A+DbQHodxXSzWU1cPwf8ped54+D/H1gncS3l7wJ/dhPikqzA7Z60+oELS76fqB97p+esRVxrwTuN61fwq9QbzariEkL8jBDiBPA94JfXQ1xCiH7gZ4A/vgnxrCqmOg8IIY4IIX4ghNi1TuLaBqSEEM8LIV4TQvz8OokLACFEGPg4/h8gkjVCW+sAbjBimWOX/gW+mnOuN2vxmqth1XEJIT6En7Ruxt7RquLyPO87wHeEEB8E/jfg4XUQ138AfsvzPEeI5U6/7qwmptfxPe2KQohHgb8Ctq6DuDTgbuAjQAj4qRDigOd5p9Y4rgafAn7ied7iDYxHchVu96Q1AQwu+X4AmHoX56xFXGvBquISQtwF/CfgE57nLayXuBp4nvdjIcQWIUSH53k30vB0NXGNAn9eT1gdwKNCCNvzvL9aq5g8z8svuf19IcQfrpNrNQHMe55XAkpCiB8De4EbmbTeye/WzyKXBteetd5Uu5Ff+En5LDDCxU3WXZec80lahRivrIe4lpz7u9w8IcZqrtcQcBp47zp7H+/gohDjPcBk4/v18D7Wz/8v3HghxmquVc+Sa3UvML4erhWwE3iufm4YOArsXuu46uclgEUgciPjkV9X/7qtKy3P82whxK8DT+GrhL7ued4xIcRX6/f/Mb6i61H8D+Iy8EvrIS4hRA/wKhAHXCHEP8ZXNeVXet6bERfwO0A78If16sH2brAT9irj+hzw80KIGlABvujVP23WOK6byipj+jzwq0IIG/9a/ex6uFae5x0XQjwJvAG4wH/yPO/oWsdVP/VngKc9vwqUrCHSxkkikUgktwy3u3pQIpFIJLcRMmlJJBKJ5JZBJi2JRCKR3DLIpCWRSCSSWwaZtCQSiURyyyCTlkTyDhFCjAoh/uNaxyGRbESk5F0ikUgktwyy0pJsSIQQP1+fv3VECPENIcSwEOK5+rHnhBBD9fO+UJ+hdKRuK9SY+fRE/fbvCiG+Xjd5PSuE+IdLXuPvCSFeqc9h+r+FEOra/LQSye2DTFqSDUfd1fyfAR/2PG8v8I+AP8AfUXMX8F+BxvLf7wCP1M/79ApPuQN4BN8S6V8KIXQhxE7gi8D7PM/bBzjAl27QjySRbBhuaxsniWQFPgz8hVc3iPU8b1EI8QDwd+r3fwP41/XbPwH+ixDim8BfrvB83/M8zwRMIUQa6MZ3Kr8bOFi3uwpxc+ZpSSS3NTJpSTYigquPgvEAPM/7qhDiPnxj5cNCiH3LnGsuue3g/78SwJ94nvfb1x6uRCJpIJcHJRuR54DHhRDtAEKINuAl/NET4C/jvVi/b4vneS97nvc7wDytYyyu9hqfF0J0NV5DCDF8HX8GiWRDIistyYaj7uL9e8ALQggHOAT8Q+DrQojfBOa46Pb/+0KIrfiV03P4oyseXMVrvCWE+OfA00IIBagBvwacv+4/kESygZCSd4lEIpHcMsjlQYlEIpHcMsikJZFIJJJbBpm0JBKJRHLLIJOWRCKRSG4ZZNKSSCQSyS2DTFoSiUQiuWWQSUsikUgktwz/PwlTk06NQbu3AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -124,7 +124,7 @@
        "<CombObj: 83705 TFBS (151 unique names) | Market basket analysis: 282 rules>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -315,7 +315,7 @@
        "[282 rows x 7 columns]"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -342,6 +342,56 @@
     "selected.to_pickle(\"../data/GM12878_selected.pkl\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a4d8d7b1",
+   "metadata": {},
+   "source": [
+    "The strictness of the selection can be controlled via _x\\_threshold\\_percent_ and _y\\_threshold\\_percent_ as seen here:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "9ba31a53",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: x_threshold is None; trying to calculate optimal threshold\n",
+      "INFO: y_threshold is None; trying to calculate optimal threshold\n",
+      "INFO: Creating subset of TFBS and rules using thresholds\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<CombObj: 30229 TFBS (151 unique names) | Market basket analysis: 22 rules>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "C.select_significant_rules(x_threshold_percent=0.01, y_threshold_percent=0.01)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "133061b4",
@@ -368,7 +418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "d1e2de9a",
    "metadata": {},
    "outputs": [],
@@ -378,7 +428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "4a4d4645",
    "metadata": {},
    "outputs": [
@@ -558,7 +608,7 @@
        "[100 rows x 7 columns]"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -593,7 +643,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "5ceb4734",
    "metadata": {},
    "outputs": [],
@@ -603,7 +653,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "9b8b46eb",
    "metadata": {},
    "outputs": [
@@ -622,7 +672,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "6db6f2c7",
    "metadata": {},
    "outputs": [
@@ -632,7 +682,7 @@
        "<CombObj: 5686 TFBS (151 unique names) | Market basket analysis: 6 rules>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -643,7 +693,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "7974aae9",
    "metadata": {},
    "outputs": [
@@ -760,7 +810,7 @@
        "CTCF-ELK1    -6.360275  "
       ]
      },
-     "execution_count": 1,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -779,7 +829,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "5befd21a",
    "metadata": {},
    "outputs": [
@@ -798,7 +848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "5efed597",
    "metadata": {},
    "outputs": [
@@ -978,7 +1028,7 @@
        "[295 rows x 7 columns]"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1004,7 +1054,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.7.12"
   }
  },
  "nbformat": 4,
diff --git a/tfcomb/objects.py b/tfcomb/objects.py
index 2a05334..e9d8c38 100644
--- a/tfcomb/objects.py
+++ b/tfcomb/objects.py
@@ -1141,7 +1141,9 @@ def select_top_rules(self, n):
 	def select_significant_rules(self, x="cosine", 
 										y="zscore", 
 										x_threshold=None,
+										x_threshold_percent=0.05,
 										y_threshold=None,
+										y_threshold_percent=0.05,
 										plot=True, 
 										**kwargs):
 		"""
@@ -1155,8 +1157,12 @@ def select_significant_rules(self, x="cosine",
 			The name of the column within .rules containing the pvalue to be selected on. Default: 'zscore'
 		x_threshold : float, optional
 			A minimum threshold for the measure to be selected. If None, the threshold will be estimated from the data. Default: None.
+		x_threshold_percent : float between 0-1, optional
+			If x_threshold is not given, x_threshold_percent controls the strictness of the automatic threshold selection. Default: 0.05.
 		y_threshold : float, optional
 			A p-value threshold for selecting rules. If None, the threshold will be estimated from the data. Default: None.
+		y_threshold_percent : float between 0-1, optional
+			If y_threshold is not given, y_threshold_percent controls the strictness of the automatic threshold selection. Default: 0.05.
 		plot : bool, optional
 			Whether to show the 'measure vs. pvalue'-plot or not. Default: True.
 		kwargs : arguments
@@ -1178,6 +1184,8 @@ def select_significant_rules(self, x="cosine",
 			check_value(x_threshold)
 		if y_threshold is not None:
 			check_value(y_threshold)
+		tfcomb.utils.check_value(y_threshold_percent, vmin=0, vmax=1, name="y_threshold_percent")
+		tfcomb.utils.check_value(x_threshold_percent, vmin=0, vmax=1, name="x_threshold_percent")	
 
 		#Check if measure are in columns
 		if x not in self.rules.columns:
@@ -1186,11 +1194,11 @@ def select_significant_rules(self, x="cosine",
 		#If measure_threshold is None; try to calculate optimal threshold via knee-plot
 		if x_threshold is None:
 			self.logger.info("x_threshold is None; trying to calculate optimal threshold")
-			x_threshold = tfcomb.utils.get_threshold(self.rules[x])
+			x_threshold = tfcomb.utils.get_threshold(self.rules[x], percent=x_threshold_percent)
 
 		if y_threshold is None:
 			self.logger.info("y_threshold is None; trying to calculate optimal threshold")
-			y_threshold = tfcomb.utils.get_threshold(self.rules[y])
+			y_threshold = tfcomb.utils.get_threshold(self.rules[y], percent=y_threshold_percent)
 
 		#Set threshold on table
 		selected = self.rules.copy()
@@ -1845,6 +1853,7 @@ def calculate_foldchanges(self, pseudo=None, threads=1):
 	def select_rules(self, contrast=None,
 						   measure="cosine", 
 						   measure_threshold=None,
+						   measure_threshold_percent=0.05,
 						   pvalue_threshold=0.05,
 						   plot = True,
 						   pseudocount = 10**-10, 
@@ -1860,6 +1869,8 @@ def select_rules(self, contrast=None,
 			The measure to use for selecting rules. Default: "cosine" (internally converted to <prefix1>/<prefix2>_<measure>_log2fc).
 		measure_threshold : tuple, optional
 			Threshold for 'measure' for selecting rules. Default: None (the measure is estimated automatically) 
+		measure_threshold_percent : float between 0-1
+			If measure_threshold is not set, measure_threshold_percent controls the strictness of the automatic threshold. If you increase this value, more differential rules will be found and vice versa. Default: 0.05.  
 		pvalue_threshold : float, optional
 			The p-value threshold for selecting rules. Default: 0.05.
 		plot : boolean, optional
@@ -1877,6 +1888,9 @@ def select_rules(self, contrast=None,
 		tfcomb.plotting.volcano
 		"""
 		
+		tfcomb.utils.check_value(measure_threshold_percent, vmin=0, vmax=1, name="measure_threshold_percent")
+		tfcomb.utils.check_value(pvalue_threshold, vmin=0, vmax=1, name="measure_threshold_percent")
+
 		#Identify measure to use based on contrast
 		if contrast == None:
 			contrast = self.contrasts[0]
@@ -1899,7 +1913,7 @@ def select_rules(self, contrast=None,
 		#Find optimal measure threshold
 		if measure_threshold is None:
 			self.logger.info("measure_threshold is None; trying to calculate optimal threshold")
-			measure_threshold = tfcomb.utils.get_threshold(self.rules[measure_col], "both")
+			measure_threshold = tfcomb.utils.get_threshold(self.rules[measure_col], "both", percent=measure_threshold_percent)
 
 		if plot == True:
 			cp = self.rules.copy() #ensures that -log10 col is not added to self.rules