From e5b55f445db8c26118b9f5e5578ef0107e9788cf Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 26 Jun 2014 08:58:21 -0400 Subject: [PATCH] changed histogram binsize --- tutorials/python_data_entry_point.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/tutorials/python_data_entry_point.ipynb b/tutorials/python_data_entry_point.ipynb index 4d603be..a210d3a 100644 --- a/tutorials/python_data_entry_point.ipynb +++ b/tutorials/python_data_entry_point.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:b7a43c691f0f722f1924e6a62b540eb713077a2506223698ab1699c92608edbc" + "signature": "sha256:0eb0e38d29bc75ef86bf3edae32f4b70c1c1495f608d2ccc8cedf2712fd23043" }, "nbformat": 3, "nbformat_minor": 0, @@ -37,7 +37,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Last updated: 25/06/2014\n", + "Last updated: 26/06/2014\n", "Created using Python 3.4.1\n" ] } @@ -493,8 +493,8 @@ "\n", "plt.figure(figsize=(10,8))\n", "\n", - "# bin width of the histogram in steps of 0.1\n", - "bins = np.arange(floor(min(X_wine[:,0])), ceil(max(X_wine[:,0])), 0.1)\n", + "# bin width of the histogram in steps of 0.15\n", + "bins = np.arange(floor(min(X_wine[:,0])), ceil(max(X_wine[:,0])), 0.15)\n", "\n", "# get the max count for a particular bin for all classes combined\n", "max_bin = max(np.histogram(X_wine[:,0], bins=bins)[0])\n", @@ -527,13 +527,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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0SVKDaJ2d3aiXwmidnZ30uhkZGcyaNYsxY8bQtWtXIpEI1113Xa2Advrpp3PX\nXXcxYMAAMjIyGDlyJBdccEHs8YqKCsaNG8eKFSto1aoVAwcO5JlnnqGkpCTu8rrWrVvHM888Q2Zm\nJl26dIktf+aZZxgxYkTcukeOHEmfPn3YtWsX5eXlFBcXM3PmTIqLi2nbti0lJSX06NEj6eNQ15NP\nPsn06dNZv349EydO5I477mDJkiXccccdseAWiUQoLi4GYPjw4Tz//PNs37497jqDBg3i8ccf56GH\nHqJdu3Z06tSJG2+8EYANGzYk3M9bb72VmTNnsnz5cjZs2MDkyZPrvU/t2rVj7NixPPDAA+zdu5ex\nY8fSuXPnWvX37duXCy64gJdffpnHHnuMdevW8dvf/pa2bdty6aWXsnbtWp544gnWrVvH+PHjueSS\nS4DgGm8XXXRRrdevqTT1NwnUl98kIEkhcjh/k0DYjR8/ns6dO5Odnc2KFSt48MEH011SyiorK+nb\nty9Lliw56LRumPXv358XXnghLd8kYECTJKXMgNb4xowZw4033hg7H03hY0AzoElSqBjQpMYNaF5m\nQ5IkKWQMaJIkSSFjQJMkSQoZA5okSVLIGNAkSZJCxoAmSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWQM\naJKkZqV79+7MnTs33WUkNG7cOB5//PF0lyGgX79+LF++PC3P3TItzypJOuLkv5ZP6bbSRtt+dvts\nhl85/JC3E4lEqr+Kp9Fdf/31zJ07l+3bt5OTk8NNN93E+PHjE65fUlLC1KlTWbNmTaPV9MEHHzBt\n2jR+/vOfx5a99tprbNu2jTVr1pCTk8Ntt92WdNuePXuyYcMGOnXqxCOPPMLIkSMbrfZEZsyYwfLl\ny8nIyCA3N5cbbrgh7nqJav31r3/Npk2bWLBgAVdddRXf+973ALj77ru59957eeWVV5psX6oZ0CRJ\nDaJ0Wym55+U22vY3LtzYaNtuLOPGjeO5554jMzOTlStXMmjQIM4991wuvfTSuOu/9NJLDB06lDZt\n2jRKPb/4xS8oLCzkqKOOii0rKyvju9/9LmVlZbRp04acnByGDh1Kt27dDtoW4J577mHIkCEcd9xx\ntGzZ9LHiiy++4P7776eoqAiAAQMGcNlll5GTk7PfuvFqXb16NaWlpdx1111s3ryZk046iX79+nHi\niScybNgwRo8ezWeffcYxxxzTpPvlFKck6Yi0fv16rr76ajp37kxOTg5jxozZb53JkyfTq1cvOnbs\nSO/evZkGymQvAAAgAElEQVQxY0atxx9++GGOP/54OnbsyKmnnspbb711wOV19e7dm8zMzNj9li1b\n0rlz54Q1v/HGGwwaNKg+u5uUO++8kyuvvLLWsk6dOlFUVERmZiaRSITdu3fH/QLweG0BWrduTdeu\nXdMSzgDmz5/P6aefHrt/9tlnM2/evLjrxqt12bJl/OxnPwMgJyeHXr16xcJeZmYm5557LnPmzGnE\nPYjPETRJ0hFnz549fPvb3+biiy/m5ZdfJiMjI/amW1OvXr0oLCykS5cuTJ8+neuvv57Vq1fTpUsX\nVq5cyVNPPcXChQvp0qULxcXF7N69O+HyRG677TZ+9atfUVFRwZNPPsk555yTcN0PP/yQU045JaV9\nXbt2Lc8++2zCx/v3718rWMULX7179wagsLCQvLw8unfvHndb8dq+9957VFRUsHXrVk4++WSuuOKK\nlOpPJNn9qp6yrNapUyc+/vjjuG3i1Xr55Zfz+uuvA8H+bdq0iV69esXanHbaaSxevLhB9ikVBjRJ\n0hFnwYIFbNq0iUceeYSMjGCy6Pzzz99vvWuuuSZ2+9prr2XSpEksWLCAK664ghYtWlBRUcGyZcvI\nzs6ma9euQDAlFm95Iv/1X//FU089xdtvv80111zDOeecw9e//vW465aVldGhQ4fY/T179jBo0CAK\nCwsBuOmmmxg3blytANGjRw8mTZqU5JEh4fl3r776Kvn5+Tz66KMptR08eDBXXXUVAH369OHCCy+s\nFZgSWbVqFT/96U8pKSlh4cKF5OXlMXToUEaPHg0kv19lZWW1Rilbt27Ntm3b4q6bqNYzzjgDgNmz\nZ3PeeefRp0+fWJsOHTqwadOmg9bR0JzilCQdcdavX0+3bt1i4SyRKVOm0LdvX7KyssjKymLp0qWU\nlgYfdOjVqxePPfYYEyZM4JhjjmHEiBGx0ZV4yw8kEomQl5fH8OHD+c1vfpNwvaysLMrLy2P33333\n3di5YFVVVbz77ru1wll9xBsFA7j66qt59tlnueyyy/jkk0+SbltzdC4rK4uCgoKD1rBlyxZGjx7N\nlClTmDdvHoMHD2batGmxcJaKDh061Kpr586dHH300XHXPVCtZWVlvPTSS0ybNq1Wm61bt5KVlZVy\nXYfKETRJ0hHnhBNOoLi4mD179tCiRYu466xbt46bb76Zt956iwEDBhCJROjbt2+tN/sRI0YwYsQI\nysvLueWWW/jxj3/MlClTEi4/mC+//JLs7OyEj5911lmsXLmSc889FwjOSRsyZAgA77//PmeeeeZ+\nbVKd4qw7CjZ79mweeugh3nnnHdq3b0/nzp155ZVXuPvuu/fbVt2206ZNY+bMmUyfPh2A7du3J3Uu\n2lNPPcXtt98eG/mqqKigbdu29dqvnj17snDhwtjyzZs3x51GPlCtVVVVTJ48meeee4727duzbt26\nWDBesWJFWj6ZakCTJB1x+vXrx7HHHss999zDxIkTycjIYNGiRbWmObdv304kEiEnJ4e9e/cyZcoU\nli5dGnt81apVbNiwgYEDB9KmTRsyMzOpqqpKuLyukpIS5s6dy7Bhw8jMzOTNN98kPz+fN998M2Hd\nl19+OW+//Tbf//73AZgzZ07skg+zZ89m8ODBzJw5s9Z5XqlOcdattUWLFuTl5cUeW79+PWeddRYA\na9asoUePHrFgVrdt9+7dY6NeO3bsoKSkhG9+85sAjBo1ikgkwosvvrhfDeXl5bET+5ctW0bv3r1p\n1apVrXWS3a8LL7yQsWPHxu4vWrSIhx9+eL/6D1TrE088wfDhw9m1axcLFixg586ddOvWjV27drFo\n0SKmTp160DoamgFNktQgsttnN+qlMLLbJx55qisjI4NZs2YxZswYunbtSiQS4brrrqsV0E4//XTu\nuusuBgwYQEZGBiNHjuSCCy6IPV5RUcG4ceNYsWIFrVq1YuDAgTzzzDOUlJTEXV5XJBLh6aef5tZb\nb6WqqoqTTz6ZqVOn8rWvfS1h3SNHjqRPnz7s2rWL8vJyiouLmTlzJsXFxbRt25aSkhJ69OiR9HGo\n68knn2T69OmsX7+eiRMncscdd3DppZeydu1annjiCdatW8f48eO55JJLABg+fDjPP/88ffv2jdv2\nggsu4OWXX+axxx5j3bp1/Pa3v42NhG3YsIERI0bErePWW29l5syZLF++nA0bNjB58uR671O7du0Y\nO3YsDzzwAHv37mXs2LGxT8rWrD9RrYWFhdxxxx2x8BmJRCguLgZg1qxZXHTRRXTp0qXe9dVX01yp\n79BVJZozlyQ1vUgkkvBcJh2a8ePH07lzZ7Kzs1mxYgUPPvhguktKWWVlJX379mXJkiUJp5gPB/37\n9+eFF16odRmPmhL9HkRHHA8pYxnQJEkpM6A1vjFjxnDjjTfGzkdT+BjQDGiSFCoGNKlxA5qX2ZAk\nSQoZA5okSVLIGNAkSZJCxoAmSZIUMgY0SZKkkPFCtZKklGVlZSX80m2puWjM7+g8XH67vMyGJEk6\nLHiZDUmSpCOQAU2SJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmS\nJIWMAU2SJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2S\nJClkDGiSJEkhY0CTJEkKGQOaJElSyDRlQHsB+Az4sMayo4E/AquAPwCdmrAeSZKkUGrKgPYicGmd\nZfcQBLSTgbnR+5IkSc1apImfrzswCzgzev8jYBDByFoXoAA4NU67qqqqqiYoT5Ik6dBEIhE4xIyV\n7nPQjiEIZ0T/PSaNtUiSJIVCy3QXUENV9CeuCRMmxG7n5eWRl5fX+BXpsDQnP5/K0tKU27XOzmbI\n8OGNUJEk6UhWUFBAQUFBg24zDFOcecDfgWOBeTjFqUM06+mnGZabm3q7jRsZNnp0I1QkSWpOjoQp\nzpnAjdHbNwIz0liLJElSKDRlQPsN8GfgFGA98E/AZOBbBJfZ+Gb0viRJUrPWlOegjUiw/OImrEGS\nJCn00j3FKUmSpDoMaJIkSSFjQJMkSQoZA5okSVLIGNAkSZJCxoAmSZIUMgY0SZKkkDGgSZIkhYwB\nTZIkKWQMaJIkSSFjQJMkSQoZA5okSVLIGNAkSZJCxoAmSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWQM\naJIkSSFjQJMkSQoZA5okSVLIGNAkSZJCxoAmSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWQMaJIkSSFj\nQJMkSQoZA5okSVLIGNAkSZJCxoAmSZIUMi3TXYDUHM3Jz6eytDTldq2zsxkyfHgjVCRJChMDmpQG\nlaWlDMvNTbndrI0bG6EaSVLYOMUpSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWQMaJIkSSFjQJMkSQoZ\nA5okSVLIGNAkSZJCxoAmSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWQMaJIkSSFjQJMkSQoZA5okSVLI\nGNAkSZJCxoAmSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWQMaJIkSSFjQJMkSQoZA5okSVLIGNAkSZJC\nxoAmSZIUMgY0SZKkkDGgSZIkhYwBTZIkKWTCEtDGAcuAD4FfA23SW44kSVL6hCGgdQd+AJwDnAm0\nAL6XzoIkSZLSqWW6CwC2Al8CbYE90X83prUiSZKkNArDCNoW4FGgGPgUKAPeTGtFkiRJaRSGEbSe\nwL8STHV+AeQD1wEv11xpwoQJsdt5eXnk5eU1VX2SJEkJFRQUUFBQ0KDbDENAOw/4M1Aavf8qcD4H\nCGiSJElhUXfgaOLEiYe8zTBMcX4E9Ae+AkSAi4Hlaa1IkiQpjcIQ0BYDU4CFwJLosmfSV44kSVJ6\nhWGKE+Bn0R9JkqRmLwwjaJIkSarBgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJ\nChkDmiRJUsgY0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkDmiRJ\nUsgY0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkDmiRJUsgY0CRJ\nkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZFomuV5XYAOwt87yCHACUNyQRUmHizn5+VSWlqbc\nbllREcNycxuhosNb/mv5lG5L/Xhmt89m+JXDG6EiNYX8/DmUllam3C47uzXDhw9phIqk9Es2oH0C\ndAH+UWd5NvA3oEUD1iQdNipLS+sVtBbPn98I1Rz+SreVknte6sdz48KNjVCNmkppaSW5ucNSbrdx\n46xGqEYKh0Od4mwH7GqIQiRJkhQ42AjaEzVuPwTsqNP268Dihi5KkiSpOTtYQDuzxu3TgJonCVQC\nRcDPG7ooSZKk5uxgAS0v+u9LwBhga2MWI0mSpOQ/JDCqMYuQJEnSPskGtK8APwIGA52p/eGCKuCs\nBq5LkiSp2Uo2oD0FXAXkA38mCGXVquK2kCRJUr0kG9C+A1wL/LERa5EkSRLJXwdtB35bgCRJUpNI\nNqA9AtxJ8NVOkiRJakTJTnFeDHwDuBRYDuwmOPcsEv33ikapTpIkqRlKNqCVAjMSPOaHBCRJkhqQ\n10GTJEkKmUP9snRJkiQ1sGRH0D6Ms6zmOWheqFaSJKmBJBvQ/qfO/VZAH+B84L8atCJJkqRmLtmA\nNiHB8rFA14YpRZIkSXDo56C9ClzfEIVIkiQpcKgB7RsE3zIgSZKkBpLsFOcs9n0ogOi/xwJ9gYmN\nUJckSVKzlcqFamsGtL3AUmAc8IdGqEuSJKnZ8kK1kiRJIZNsQKvWAzidYDRtBbC2wSuSJElq5pIN\naB2BF4CrCaY3IfiAwf8A/wyUN3xpkiRJzVOyn+J8HDgTuAhoG/35JsE3CDzeOKVJkiQ1T8kGtCuA\nHwBvA5XRn4Losu80SmWSJEnNVLIB7SsEn+SsawuQ2XDlSJIkKdmA9mfgfqBdjWXtgf+IPiZJkqQG\nkuyHBO4A5gAbgcUE10M7k+BbBIY0TmmSJEnNU7IB7UPgJOD7wGnRZVOAl4GdDVBHJ+A5oDfBJTz+\nGfhLA2xXkiTpsJNsQHsIWAf8d53lo4Fc4N8PsY7Hgd8D10Rranfg1SVJko5cyZ6DdgOwKM7yRcCN\nh1jDUQRfuv5C9P5u4ItD3KYkSdJhK9mA9lVgc5zlpcAxh1jDiUAJ8CJB4HuW4DprkiRJzVKyU5zr\ngUHA3+os/wawoQFqOAf4v8B7wGPAPcC9NVeaMGFC7HZeXh55eXmH+LRqKnPy86ksjXeVlgNrnZ3N\nkOHDG6EiSUeCoqIlPP106u2ys1szfLifb1PDKSgooKCgoEG3mWxAexr4T6A1MDe67GJgEvDwIdaw\nIfrzXvT+KwQBrZaaAU2Hl8rSUobl5qbcbtbGjY1QjaQjxfbtVeTmDku53caNsxqhGjVndQeOJk6c\neMjbTDagPQrkEJzM3ya6rCJ6/2eHWMPfCUboTgZWEQS/ZYe4TUmSpMNWsgENYBzwIHB69P4KGu5L\n0n9IcMmO1sAa4J8aaLuSJEmHnVQCGsA2YEEj1LEY+FojbFeSJOmwk+ynOCVJktREDGiSJEkhY0CT\nJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2SJClkDGiSJEkhY0CTJEkKGQOa\nJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2SJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQ\nJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2SJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQqZl\nugtQ05uTn09laWnK7VpnZzNk+PBGqEjJWlJUBE8/nXI7X7v48vPnUFpamXK77OzWDB8+JPzP91o+\npdtS/11f9eF6Tu7eP+V29a1T+6tvX1m1ajknn3x6yu187cLHgNYMVZaWMiw3N+V2szZubIRqlIqq\n7dt97RpQaWklubnDUm63ceOsw+P5tpWSe17q/WX+/CVcNLDp6tT+6ttX5s9fzEUX+dodCZzilCRJ\nChkDmiRJUsgY0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkDmiRJ\nUsgY0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkDmiRJUsgY0CRJ\nkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkDmiRJUsgY0CRJkkLGgCZJ\nkhQyYQpoLYD3gVnpLkSSJCmdwhTQfgQsB6rSXYgkSVI6hSWgHQ9cDjwHRNJciyRJUlqFJaD9J/Bv\nwN50FyJJkpRuLdNdAPBt4B8E55/lJVppwoQJsdt5eXnk5SVcVVIDmZOfT2Vpacrtlq9axeknn5xy\nu2Wrisg9Lzfldk2taGkhT7+8sR7t/kZu7rBGqEhhlp8/h9LSypTaFBUts68cRgoKCigoKGjQbYYh\noJ0PXEEwxZkJdASmACNrrlQzoElqGpWlpQzLTT0wLZ4/n2EXXZRyu9ffn59ym3TY/mV5vYLk/PlL\nGqEahV1paWXKYWv+/MWNVI0aQ92Bo4kTJx7yNsMwxfkT4ATgROB7wFvUCWeSJEnNSRgCWl1+ilOS\nJDVrYZjirOnt6I8kSVKzFcYRNEmSpGbNgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNA\nkyRJChkDmiRJUsgY0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkD\nmiRJUsgY0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIWNAkyRJChkDmiRJUsgY\n0CRJkkLGgCZJkhQyBjRJkqSQMaBJkiSFjAFNkiQpZAxokiRJIdMy3QUI5uTnU1lamnK71tnZDBk+\nvBEqUrIKlxax8W9LUm639O/FjVBNYoVLi9j48tMpt/vb0iKG5eam3G7p34t5uvD1lNut/rRpj8vH\nRYVsXrIx5Xb/KF7dCNWER/GGNbxemHp/Wfnh2/V6vvyZv+GUM1N/HYr/vrRez1df+flzKC2tTLld\nUdEycnOHNUJFOpIZ0EKgsrS0Xm+Cszam/gdNDav8y+3kntEz5XY73qtohGoSK/9yO7nnpd7Hlsyf\nX6/n20EFuWdkp9yu4sOmPS6R7eVc0jP141LwUdPW2dQqqnaRfUbqx2Xre9vrFUS27nq2Xs9X8d6O\nlNscitLSynrt3/z5ixuhGh3pnOKUJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWM\nAU2SJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2SJClk\nDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2SJClkDGiSJEkh\nY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDJhCGgnAPOAZcBSYEx6y5EkSUqvlukuAPgSuAP4AGgP\nFAF/BFaksyhJkqR0CcMI2t8JwhnANoJgdlz6ypEkSUqvMAS0mroDfYG/prkOSZKktAnDFGe19sAr\nwI8IRtJqmTBhQux2Xl4eeXl5TVWXopYUFcHTT6fcbllREcNycxuhooZVn/37tLgY6Nk4BTWgjcXF\nLHjj9ZTbBfsXfkUfFPE0qffNlX9f06QvX/GGNbxemHqdf3p7KvPfT/31W7JiIRduHpJyuy1bylJu\nA7Cl7NN67d+WrZ826fOt/PDtej1fUdEycnOHpdyu+O9LU66z+O9LU34epU9BQQEFBQUNus2wBLRW\nwP8A04AZ8VaoGdCUHlXbt9craC2eP78Rqml49dm/ZysqGqmahlVVUcHXj85Oud3iw2T/tlduJ/e8\n1Pvmzud3NUI1iVVU7SL7jNTr3Dq3nJ4XXJZyu3eKCsk++uspt9u9+7WU2wDszqis1/7tnlvZpM+3\n9b3t9Qpa8+cvTrkNQAU7Uq6z4r0d9XoupUfdgaOJEyce8jbDMMUZAZ4HlgOPpbkWSZKktAtDQBsI\nXA9cBLwf/bk0rRVJkiSlURimOAsJR1CUJEkKBYORJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmS\nJIWMAU2SJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2S\nJClkDGiSJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJAxoEmSJIWMAU2SJClkDGiS\nJEkhY0CTJEkKGQOaJElSyBjQJEmSQsaAJkmSFDIGNEmSpJBpme4CkrVnz56U27Ro0aIRKpEkSWpc\nh01Am/PssymtXwWcMngwvU46qXEKCoE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rdu3alXCd/v3789RTT/HII4/QokUL2rRpw8033wzApk2bku7n7bffzowZM1ix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\naKcBc6LTkiRJDdrRDGh/Aj6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