CHEM1_0.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "CHEM1.0.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyNzZSoGOPu2qLOHfcKyi8v1",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/omwtbarca/Chem1.0/blob/main/CHEM1_0.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# rdkit!"
      ],
      "metadata": {
        "id": "uxjV8NNFrL4Z"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lzlYD0rNrI8B"
      },
      "outputs": [],
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## *rdkit*\n",
        "> 和许多软件一样，输入源自Wikipedia的smiles码\n",
        "* 生成分子结构式，\n",
        "* 可以输出分子质量\n",
        "* 可以检索分子中元素或者基团（本质就是ASCII码中的元素）\n"
      ],
      "metadata": {
        "id": "LTQmpCfvYuTb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install rdkit\n",
        "from rdkit import Chem\n",
        "from rdkit.Chem import Draw\n",
        "from rdkit.Chem.Draw import IPythonConsole\n",
        "from rdkit.Chem import Descriptors\n",
        "from rdkit.Chem import AllChem\n",
        "from rdkit import DataStructs\n",
        "import numpy as np\n"
      ],
      "metadata": {
        "id": "oR4yfmKXOcqh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4c19bfc8-2b4b-4077-b775-c450bdf01d42"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting rdkit\n",
            "  Downloading rdkit-2022.3.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (22.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 22.7 MB 120.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from rdkit) (7.1.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from rdkit) (1.21.6)\n",
            "Installing collected packages: rdkit\n",
            "Successfully installed rdkit-2022.3.4\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "m = Chem.MolFromSmiles('C1=CC2=C(C=C1)C1=CC=CC=C21')\n",
        "m"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        },
        "id": "MR2HKaf-OHQM",
        "outputId": "8782615e-a668-464d-ee27-6a751b517b30"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x7fc3279b2f30>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mol= Chem.MolFromSmiles('COCOCCC')\n",
        "mol\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        },
        "id": "kTlCuEQbPG_A",
        "outputId": "60a37415-4d2b-4a98-e522-ffd6b3cf37d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x7fc3279ae7b0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "smiles=Chem.MolToSmiles(mol)\n",
        "smiles"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "SSZQHL8lQ_Lm",
        "outputId": "77c14373-aeed-48e4-e933-afac86ac32b4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'CCCOCOC'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mol= Chem.MolFromSmiles('CC(=O)NCCC1=CNc2c1cc(OC)cc2CC(=O)NCCc1c[nH]c2ccc(OC)cc12')\n",
        "mol"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        },
        "id": "6qFbW6-FViPU",
        "outputId": "a7fa9f13-8199-43c2-cd9a-c29a220334c8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x7fc3279cc990>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mt1 = Descriptors.MolWt(mol)\n",
        "mt1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eFQkrvRvXdcL",
        "outputId": "2a61d43d-f6f6-4521-db42-08a999760200"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "462.55000000000024"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mol= Chem.MolFromSmiles('C1CCCC1C')\n",
        "mol"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        },
        "id": "K873eXUAU-NB",
        "outputId": "f2f1f1fe-12bf-474f-f316-3e5ff4b19f1f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x7fc3279c8120>"
            ],
            "image/png": "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\n"
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mol= Chem.MolFromSmiles('CCCCCC')\n",
        "mol"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        },
        "id": "uendD8RIQtJz",
        "outputId": "8de200a8-a661-4097-f67e-4042bef94298"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x7fc3279ccc10>"
            ],
            "image/png": "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\n"
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mt1 = Descriptors.MolWt(mol)\n",
        "mt1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yMNbreUjRKOa",
        "outputId": "c12fed43-eb37-4220-9108-5c3dbbcdb137"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "86.178"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "smiles_list=['CC(=O)OCCC(/C)=C\\C[C@H](C(C)=C)CCC=C',\n",
        "      'CC[C@H](O1)CC[C@@]12CCCO2',  #信心素……\n",
        "      'CC(C)[C@@]12C[C@@H]1[C@@H](C)C(=O)C2',\n",
        "      'OC[C@@H](O1)[C@@H](O)[C@H](O)[C@@H](O)[C@H](O)1'] #吡南葡萄糖\n",
        "mol_list=[]\n",
        "for smiles in smiles_list:\n",
        "  mol=Chem.MolFromSmiles(smiles)\n",
        "  mol_list.append(mol)\n",
        "img=Draw.MolsToGridImage(mol_list,molsPerRow=4, subImgSize=(800, 400))\n",
        "img"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 258
        },
        "id": "sG_Y7hXXS60x",
        "outputId": "273e80c1-1428-4d29-8013-e7c0cc9b52c9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.Image object>"
            ],
            "image/png": 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          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* 组成搜索"
      ],
      "metadata": {
        "id": "Rssn_fNuchH9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pattern= Chem.MolFromSmiles('O')\n",
        "for mol in mol_list:\n",
        "  print(mol.HasSubstructMatch(pattern))"
      ],
      "metadata": {
        "id": "Os_cM7wbcc32",
        "outputId": "73c3f0b9-a623-4b59-cbf8-4b40e162a8de",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True\n",
            "True\n",
            "True\n",
            "True\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pattern= Chem.MolFromSmiles('C(=O)O')   # A哪些有酯基\n",
        "for mol in mol_list:\n",
        "  print(mol.HasSubstructMatch(pattern))"
      ],
      "metadata": {
        "id": "KgUea3JIdESF",
        "outputId": "17bdde43-06b0-4cc3-9d36-59ed55f15bc2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True\n",
            "False\n",
            "False\n",
            "False\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pattern= Chem.MolFromSmiles('C(=O)')   #哪些有羰基\n",
        "for mol in mol_list:\n",
        "  print(mol.HasSubstructMatch(pattern))"
      ],
      "metadata": {
        "id": "G7YFaPZndURC",
        "outputId": "48687adb-6651-4539-dd0a-f2393357c7e3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True\n",
            "False\n",
            "True\n",
            "False\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## fp and Tanimoto Simiilarity\n",
        "eg:{α-Thujone}\n",
        "\n"
      ],
      "metadata": {
        "id": "G5FIVJuJfHYA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "α_Thujone=mol_list[2]\n",
        "α_Thujone"
      ],
      "metadata": {
        "id": "P9i9qyYZfG1N",
        "outputId": "5230c11b-e68f-4cce-8262-95fa9ccde3d7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>"
            ],
            "image/png": 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1a8RiMZfLlUgkE2cdgMuXL/v5+bW3t0dHR6ekpIy5vxVNTPjPiZQpFAryInTKlCkTcLn7QSkUiqSkpJUrV4rF4tWrVwcFBQHAnTt3qK7rf1599dW8vDw+n3/48OH169cPNUIA6SiMUfQ/tbW1KSkpb775ppmZWVxc3OTJk2/durVw4cLy8nKqSxtBW1tbUFBQXFwcjUZLTEw8duyYUCgEgKqqKqpL+8WCBQtyc3N5PF5qauqGDRswSfUKtXe4ELWeP3+elZW1YcMGe3t78kqTTqevXr26uro6Ly+PHDBkZGQUGxsrk8moLnZwlZWVs2bNAgBLS0uRSERuzMrKAoDAwEBqaxvoxx9/5PF4ALB+/fre3l6qy0HqgTFqcORy+bVr1z755JN58+axWCwLCws6nc5gMFgsVkhISFVVVd87xWLxli1byHidPXv2tWvXKCx7UDk5OZMmTQIADw+P+/fv920vKysDAGdnZwprG8qlS5e4XC4AkG1SqstBaoAxaiiqq6uTk5MDAgI4HI65uXnfwndGRkZsNjskJOTu3buDfvDSpUvOzs4AwGQyY2NjpVKplisfFEEQiYmJZMRHRERIJJL+e2UyGZPJZDKZE7MRfeHCBTabDQAbN27EJNUDGKP6rKGh4fjx42+99ZaFhYWpqanSLEZjY2M2mx0aGnrv3r3hjyORSGJjY8nMcnV1vXr1qnbqH4pYLF6xYgUAMBiMxMTEQd/j5OQEABUVFVquTUXnz58nn7733nvvUV0LGi+MUX3T3t4uEom2bdvm7OxMNjwHdoiTARodHf3o0SPVj1xUVDRjxgyyWbplyxalBqDWVFZWzpw5U6kzdKClS5cCwKlTp7RZ26jk5eWRSbp161aqa0HjgjGqDwbt7hz0jiK5tlt0dHRdXd0YTtTZ2RkbG8tgMADAycnp4sWLav8uwxuqM3SgrVu3AkBSUpLWahuD3Nxccv2n7du3U10LGjuMUR02VHenJgK0v8uXL7u4uAAAjUbbuHEj+Yg3TRu+M3Sgb775BgDefvttLdQ2HufOnSOTdOfOnVTXgsYIY1THDN/dOSgWi8Vms2NiYurr69VVRnd3d2JiIhncjo6OBQUF6jryoPo6Q5lM5lCdoUp++OEHAFi4cKFGC1OLrKwscoL/73//e6prQWOBMaobzpw5Q47u5HA45KJBqiADdMuWLY2NjZqo6ubNm3Pnzu1rlpJPzVS7/p2h+fn5Kn6qvr4eAKytrTVRktqdPHmSTNIPP/yQ6lrQqGGM6oCWlhYajTaqeZksFovD4Wzfvr25uVmjtcnl8sTERPKy1MHBgXySqBrl5OSYmpoCgIeHR01Nzag+S37w2bNn6i1JQzIzM8nlC3bv3k11LWh0MEZ1g5ubm4oBymaz2Wz2pk2bnjx5orXySktLvby8yAJCQ0PVklyj7QwdyNPTEwAuX748/mK04/jx42SSxsfHU10LGgWMUd1w8OBBPp8/YoCSLVBK2l9ks5QcwSMQCLKzs8dzNLFY/Oabb8JoOkMHIp8jkpqaOp5KtKxvnfyEhASqa0GqwhjVDe3t7eS8l2FaoNu3b29paaG2zrt3777++ut9zdKnT5+O4SAVFRVkZ6iVlZXqnaEDffTRRwDwxz/+ccxHoMT3339PDin79NNPqa4FqQRjVGcEBwcPHA1KBuiOHTsoD9A+vb29ycnJ5LRxGxubEydOjOrjp0+fHnNnqJJjx44BQHBw8HgOQglyTVI6nX779m2qa0EjwxjVGfn5+f2v69lsNo/He//9958/f051aYOorq5esmRJX7O0qalpxI+QnaHknbTIyMjxz5IqLi4GAKFQOM7jUOLgwYMpKSlUV4FUgjGqM3p7e62srACAw+HweLzdu3draICRuhAEkZycTEa/ubl5cnLyMG9WS2eoko6ODhqNZmJi0tPTo5YDIjQojFFdEh8fz+fzP/nkE+1MHFKLmpoaHx8fslm6bNmyQedQqaszdCB7e3sAqK6uVuMxEVKCMapjdHGtX4IgDh8+TC6SYmZmptQs7esMnTNnzjg7Qwfy9vYGgHPnzqn3sAj1hw8R0TG6+DQ0Go0WFRVVVla2YsWK1tbWmJiYgICAR48e9fb2xsXFrVy5sq2tLTIysrCw0MHBQb2nJpekmjgPZUJ6Sfd+JpGOEggEp06d+uc//2lubp6bm+vq6jp79uykpCQGg/HVV1+lp6ersj7AaJExOqEeyoT0D8Yo0qq1a9dWVFQEBwe3tbXV1NTQ6fSQkJCAgAANnQ5bo0gL8Dn1iAIymczR0bG7u/vp06cAQKPRFi9evH79+lWrVpHzoNTlwYMH06ZNs7Ozq6urU+NhEeoPYxRRYMuWLX//+9+Li4sJgjhw4MDRo0c7OjoAYNKkSeHh4Zs2bZozZ45aTkQQBI/Hk0qlYrF4xNm0CI0NxijStsLCwtdff93e3r62tpbc0t7enp2dnZaWlp+fT27x9PRcs2bNmjVrVF8VcChubm63b9++fv06uaYfQmqHfaNIq8Ri8apVq2g0WkxMTN9GPp8fFRUlEonKy8tjY2OtrKyuX7++detWOzu7sLAwciTpmM+I3aNI0zBGkVaRDx0xMTH57W9/O3DvrFmzEhMT6+rqjh8/7uPjI5PJMjMzfX19Z82alZSU1NTUNIYzYowiTcMYRdqTnZ199uzZrq4uFxeXYYaImpiYhIaGikSihw8fJiYmTpky5c6dO3FxcS+//PLy5cszMzN7e3tVPynGKNI0jFGkJU1NTevWrevs7OTxeL/73e9U+cjLL78cGxtbU1MjEolCQ0MVCsXZs2fDwsKmTp0aFxf34MEDVQ6CMYo0DW8xIW1QKBTe3t5FRUXd3d0sFuvJkyfkc5JHpaGh4bvvvjt48GB1dTUA0On03/zmNxs3bly5ciX5IKNBtba2mpubc7nc9vb2UT2IBSEVYYwibdi3b19sbKxEIqHRaAEBAWfPnh3zoRQKRVFRUVpa2pEjRzo7OwHA1tY2LCxsw4YNrq6ug37Exsamqamprq7Ozs5uzOdFaEiUzeZHBuPevXvkKs4AYGpqevbsWbUc9vnz58nJyR4eHn3/mT09PZOTkzs6OpTe+dprrwGApp8CjQwW9o0izerp6QkKCpJKpX1b3njjDbUc2czMbOPGjSUlJdeuXdu4cSOfz79+/XpMTIydnV1MTAy5ZjMJu0eRRmGMIs368MMP79+/T95bZzAYq1evHqYfc2zIRmhjYyM5TEosFh84cMDT01MoFCYlJbW0tEyfPh0wRpHGYN8o0qDi4uJf//rXXV1d5B/5fH5BQUHfo5g1pLKyMjU1NSUlpbm5GQBYLJanp2dRUZG/v39ubq5GT40ME8Yo0hSpVDpz5sza2tq+/2MCgeDx48faObtMJsvKyvr222//9a9/kQW4uLiUlZVp5+zIoDCpLgDprXfffZd8wDL5RxaL1X8CqKaZmJhERERERERUV1cfOnTozp07J0+e1NrZkUHB1ijSCJFItHLlSnJAEonNZpeVlU2bNo3CqhDSBIxRpH6tra3Ozs7kWqJ93N3db9y4QVVJCGkO3qlH6hcdHU2uH9pH9QmgCOkcjFGkZmlpaQUFBf0HigJAT09PWFgYVSUhpFF4UY/Uqb6+fubMmUpNUQDw8/PLy8ujpCSENA1bo0htCIJYtWqVTCZT2m5qarp582ZKSkJICzBGkdrs2bOnrKxMLpcrbScIwt/fn5KSENICHDeK1KOiomLXrl19E5b6MBiMsLAwExMTSqpCSAuwNYrUQC6XD3o5DwAcDmfDhg3aLwkhrcEYRWpw+vTpe/fuEQQxcBeXy50/f772S0JIazBGkRoEBATs2rWLz+dzOJz+201MTNavX49rziP9hgOekNp0dHR8+eWXiYmJBEGQnaQcDqekpIRcpw4hfYUxitTs6dOn8fHxBw8elMvlM2bMKC0tpboihDQLYxRpRENDQ0JCQlBQkLe3N9W1IKRZ2DeKxqKhoYHH4x06dEhp+yuvvPLOO+8AgEAg2Lt3L2YoMgQYo2gsCIKQSCQDR9pLJBKl2fQI6T2MUYQQGheMUYQQGhecDIrGrqam5j//+U//LQMv8xHSexijaOw+++yzzz77jOoqEKIYXtSjsfv6668lL7K1taW6KIS0DVujaOyMjIyUZn8iZICwNYoQQuOCMYoQQuOCMYoQQuOCc+rRWPT09JSVldnb21taWvbfXl5ebmpqam9vT1VhCGkfxihCCI0LXtQjhNC4YIwihNC4YIwihNC4YIwihNC4YIwihNC4/D9ZgbyvF23qmwAAARV6VFh0cmRraXRQS0wgcmRraXQgMjAyMi4wMy40AAB4nHu/b+09BiDgZYAARiDmgfIbGNkYEkBizBCaGcFXUAHRLBA+ExOEz8TCpmACEodJgDRqgDSycEBoJpgGRjCfgZEbaCEjE9BkFkZmFgYWVgZWNgY2dhZGNg4GDk4OJg4uBlZmBi5mBlZuFkYRJmYWZlZWNlZmLg7xWVC3ggHPJyV/hyZ/n/0gzte13A4xFzvtQOzLUqoO6jNv24PYWQbW9jxuD/eC2Pcfl9j7PzsNVs9R9XDfpJ+tYPatPTf2Z5kk7wOxV5i4HXDWcQCLyz9eut9p3xywORpP+A7URkk6gNisrv52IjOWgsUVZk3Yz+cgcQDEFgMALE82iQlMzp0AAAFvelRYdE1PTCByZGtpdCAyMDIyLjAzLjQAAHicfZNLTgMxDIb3cwpfoJEfiRMvWPRFQYgZCQp3YM/9hT1VSYsikrGUWF/s+Hdmghhvh5evb/gdfJgmAPznMzP4FEScXiEWsDuenmfYn7e7q2e/fMzndyAGEj/j857dnpfXq4dgD5JYtGCDDaZqDVsDTLiOfpQd5ESNs3nQxGpUy4CTlSvVqnr+VKko0YDLznk6IcYaiSkqqwOwrKAVVWTYUCrGpjoA1UEPlDNKy0FiVq02IGuQlNSEVeIMM7WGA7IFKQlNTfOqT0Ed1m2XmGzFLHvhzLmU0TUJYYENu+asVV0rMaU8kpxoLZ2Rc/TSY0vFPAIZniI5sVWUCC61GY0KOs6Hu/5fXsRumQ/9RcTk3nffgPT2krfOH8Pj6YF6L8NZesfITXtfyK128cmt3Udoq9O6mOxGt5pROOhGmgiabxSgcHaHrAD9uWmUf1ts7K+/jq+nHwvCq77yWbCYAAAAxXpUWHRTTUlMRVMgcmRraXQgMjAyMi4wMy40AAB4nB2OQapDMQhFt9Lhe5CI3kSNPAofMunsL6C8nXTx1ZKB4Xg9+n7d7/13C3aWrMc+9plvH8//s9Drxn58ji4kCG8dNHyFtKszzcljzZY9nmarXUyhZoxCGpVP5EPAOckkHFEMJAszGhMsxLVdgzBMpUIei9eqkHq4NSEXNSkTGFOQBDFS0+ujEQUw1ZIgPchL8sow0V/GIlGZASlxH8Rh8UOubLn//HwBWV822nf72pIAAAAASUVORK5CYII=\n"
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mw=Descriptors.MolWt(α_Thujone)\n",
        "mw"
      ],
      "metadata": {
        "id": "Gox41A0ClT4F",
        "outputId": "11068e66-020f-43b3-f07a-35850b6013a6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "152.23699999999997"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "bi={}\n",
        "fp=AllChem.GetMorganFingerprintAsBitVect(α_Thujone,2,nBits=1024,bitInfo=bi)\n",
        "fp_arr=np.zeros((1,))\n",
        "DataStructs.ConvertToNumpyArray(fp,fp_arr)\n",
        "fp_arr"
      ],
      "metadata": {
        "id": "lUwOeDyWhHsy",
        "outputId": "ecd92cc3-3923-4d98-ece9-02f49996b41a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0., 1., 0., ..., 0., 0., 0.])"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.nonzero(fp_arr)"
      ],
      "metadata": {
        "id": "KI5OIUP1jrAP",
        "outputId": "702108de-cd06-40ee-f0a8-623798309a9d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([   1,   33,   36,  150,  153,  181,  204,  283,  285,  292,  314,\n",
              "         356,  370,  438,  450,  519,  650,  660,  679,  900,  926,  928,\n",
              "         940, 1019]),)"
            ]
          },
          "metadata": {},
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "list(fp.GetOnBits())"
      ],
      "metadata": {
        "id": "hFhM1-cqomAw",
        "outputId": "164442f0-dc30-4aca-92aa-8aaf54f6b23d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1,\n",
              " 33,\n",
              " 36,\n",
              " 150,\n",
              " 153,\n",
              " 181,\n",
              " 204,\n",
              " 283,\n",
              " 285,\n",
              " 292,\n",
              " 314,\n",
              " 356,\n",
              " 370,\n",
              " 438,\n",
              " 450,\n",
              " 519,\n",
              " 650,\n",
              " 660,\n",
              " 679,\n",
              " 900,\n",
              " 926,\n",
              " 928,\n",
              " 940,\n",
              " 1019]"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "prints=[(α_Thujone,x,bi) for x in fp.GetOnBits()]\n",
        "prints"
      ],
      "metadata": {
        "id": "gatCw9JskZLz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "658b42e4-780c-42f2-b06c-5fb8e7170ae2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  660,\n",
              "  {1: ((1, 0),),\n",
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              "   283: ((0, 1), (2, 1)),\n",
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              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  679,\n",
              "  {1: ((1, 0),),\n",
              "   33: ((0, 0), (2, 0), (7, 0)),\n",
              "   36: ((3, 0),),\n",
              "   150: ((1, 1),),\n",
              "   153: ((5, 2),),\n",
              "   181: ((1, 2),),\n",
              "   204: ((3, 1),),\n",
              "   283: ((0, 1), (2, 1)),\n",
              "   285: ((7, 1),),\n",
              "   292: ((6, 2),),\n",
              "   314: ((9, 1),),\n",
              "   356: ((8, 0),),\n",
              "   370: ((8, 1),),\n",
              "   438: ((6, 1),),\n",
              "   450: ((3, 2),),\n",
              "   519: ((5, 1),),\n",
              "   650: ((9, 0),),\n",
              "   660: ((4, 2),),\n",
              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  900,\n",
              "  {1: ((1, 0),),\n",
              "   33: ((0, 0), (2, 0), (7, 0)),\n",
              "   36: ((3, 0),),\n",
              "   150: ((1, 1),),\n",
              "   153: ((5, 2),),\n",
              "   181: ((1, 2),),\n",
              "   204: ((3, 1),),\n",
              "   283: ((0, 1), (2, 1)),\n",
              "   285: ((7, 1),),\n",
              "   292: ((6, 2),),\n",
              "   314: ((9, 1),),\n",
              "   356: ((8, 0),),\n",
              "   370: ((8, 1),),\n",
              "   438: ((6, 1),),\n",
              "   450: ((3, 2),),\n",
              "   519: ((5, 1),),\n",
              "   650: ((9, 0),),\n",
              "   660: ((4, 2),),\n",
              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  926,\n",
              "  {1: ((1, 0),),\n",
              "   33: ((0, 0), (2, 0), (7, 0)),\n",
              "   36: ((3, 0),),\n",
              "   150: ((1, 1),),\n",
              "   153: ((5, 2),),\n",
              "   181: ((1, 2),),\n",
              "   204: ((3, 1),),\n",
              "   283: ((0, 1), (2, 1)),\n",
              "   285: ((7, 1),),\n",
              "   292: ((6, 2),),\n",
              "   314: ((9, 1),),\n",
              "   356: ((8, 0),),\n",
              "   370: ((8, 1),),\n",
              "   438: ((6, 1),),\n",
              "   450: ((3, 2),),\n",
              "   519: ((5, 1),),\n",
              "   650: ((9, 0),),\n",
              "   660: ((4, 2),),\n",
              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  928,\n",
              "  {1: ((1, 0),),\n",
              "   33: ((0, 0), (2, 0), (7, 0)),\n",
              "   36: ((3, 0),),\n",
              "   150: ((1, 1),),\n",
              "   153: ((5, 2),),\n",
              "   181: ((1, 2),),\n",
              "   204: ((3, 1),),\n",
              "   283: ((0, 1), (2, 1)),\n",
              "   285: ((7, 1),),\n",
              "   292: ((6, 2),),\n",
              "   314: ((9, 1),),\n",
              "   356: ((8, 0),),\n",
              "   370: ((8, 1),),\n",
              "   438: ((6, 1),),\n",
              "   450: ((3, 2),),\n",
              "   519: ((5, 1),),\n",
              "   650: ((9, 0),),\n",
              "   660: ((4, 2),),\n",
              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  940,\n",
              "  {1: ((1, 0),),\n",
              "   33: ((0, 0), (2, 0), (7, 0)),\n",
              "   36: ((3, 0),),\n",
              "   150: ((1, 1),),\n",
              "   153: ((5, 2),),\n",
              "   181: ((1, 2),),\n",
              "   204: ((3, 1),),\n",
              "   283: ((0, 1), (2, 1)),\n",
              "   285: ((7, 1),),\n",
              "   292: ((6, 2),),\n",
              "   314: ((9, 1),),\n",
              "   356: ((8, 0),),\n",
              "   370: ((8, 1),),\n",
              "   438: ((6, 1),),\n",
              "   450: ((3, 2),),\n",
              "   519: ((5, 1),),\n",
              "   650: ((9, 0),),\n",
              "   660: ((4, 2),),\n",
              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))}),\n",
              " (<rdkit.Chem.rdchem.Mol at 0x7fc3279bd440>,\n",
              "  1019,\n",
              "  {1: ((1, 0),),\n",
              "   33: ((0, 0), (2, 0), (7, 0)),\n",
              "   36: ((3, 0),),\n",
              "   150: ((1, 1),),\n",
              "   153: ((5, 2),),\n",
              "   181: ((1, 2),),\n",
              "   204: ((3, 1),),\n",
              "   283: ((0, 1), (2, 1)),\n",
              "   285: ((7, 1),),\n",
              "   292: ((6, 2),),\n",
              "   314: ((9, 1),),\n",
              "   356: ((8, 0),),\n",
              "   370: ((8, 1),),\n",
              "   438: ((6, 1),),\n",
              "   450: ((3, 2),),\n",
              "   519: ((5, 1),),\n",
              "   650: ((9, 0),),\n",
              "   660: ((4, 2),),\n",
              "   679: ((4, 1),),\n",
              "   900: ((8, 2),),\n",
              "   926: ((4, 0), (10, 0)),\n",
              "   928: ((10, 2),),\n",
              "   940: ((10, 1),),\n",
              "   1019: ((5, 0), (6, 0))})]"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Draw.DrawMorganBits(prints,molsPerRow=4,legends=[str(x) for x in fp.GetOnBits()], subImgSize=(800, 400))"
      ],
      "metadata": {
        "id": "_L1RTCeXktS9",
        "outputId": "bf2fca0f-11b0-4034-d954-a62da54c0d57",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=3200x2400 at 0x7FC329C206D0>"
            ],
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l0pQVe1YAAACAxS6VStXX109ZHBoaqkkxAABVm/7cypOspeSBBx4IAliwpAlgAcuFABYAAADAktTU1DRlpVAoFAqFmhQDADBXisXi+Ph4ratgbuiABUueABawXAhgAQAAACxJmmABAEtMqVTK5XI9PT0DAwNxHNe6HHZWPp9/6qmnstnsvvvuW+tagF1FAAtYLgSwAAAAAJaq5ubmKSuFQkHHCABg0SkWi7lcrru7e2xsLIRQLpdHRkZqXRQ764EHHojj+KCDDkomk7WuBdhVBLCA5WJKACuZTEZRVKtiAAAAAJhDyWSyoaFhyqImWADAojM+Pj4Rvdoin89rgrXYmT8Iy4EAFrAsxHFcLpcnr2h/BQAAALCUNDU1TXndrlgsaoIFACwujY2NicTzHuJXKhVNsBY7ASxYDgSwgGXB/EEAAACApS2ZTNbX109Z1AQLAFhcoihqamqasqgJ1mIngAXLgQAWsCwIYAEAAAAseTM2wZoyxAcAYIFraGhIJpOTVzTBWuweeOCBIIAFS50AFrAsCGABAAAALHmaYAEAS0AURY2NjVMWNcFavIrF4qOPPppIJA488MBa1wLsQgJYwLIggAUAAACwHDQ3N09pglUqlTTBAgAWlxmbYA0PD9eqHnbGI488UiwW99tvv+mvCgBLiQAWsCxMCWAlEolEwl+AAAAAAEtNIpFoaGiYsqgJFgCwuMzYBGt4eFgTrMXo/vvvDyEccsghtS4E2LXkD4ClL47jKQEs7a8AAAAAlqqmpqbpTbBGR0drVQ8AQBU0wVoyJgJYa9eurXUhwK4lgAUsfeVyecqKABYAAADAUjVjE6x8Pl+TYgAAqhNFUVNT05TF4eHhSqVSk3qomgAWLBMCWMDSN6X9VRDAAgAAAFjSNMECAJYATbCWBgEsWCYEsIClTwALAAAAYFlJJBKNjY1TFjXBAgAWHU2wFrs4jh966KEQwiGHHFLrWoBdSwALWPoEsAAAAACWm8bGRk2wAIDFbnoTrDiONcFaRDZu3JjP51etWtXe3l7rWoBdSwALWPqmBLCiKJqyVQUAAABgiZmxCdbQ0FBNigEAqFpzc/OUFU2wFhHzB2H5EMAClr4pASztrwAAAACWg8bGxkTieffAy+XyyMhIreoBAKhCfX39lGdbmmAtIhMBLPMHYTkQwAKWuHK5HMfx5BUBLAAAAIDlIJFINDQ0TFnM5/NTbhYBACxwTU1NU1Y0wVosdMCC5UMAC1jiprS/CgJYAAAAAMtGU1PT9CZYo6OjtaoHAKAKMzbByufztaqH2RPAguVDAAtY4gSwAAAAAJatKIoaGxunLGqCBQAsOtObYI2MjJTL5ZoUw+wJYMHyIYAFLHECWAAAAADLWWNjoyZYAMBiV19fn06nJ6/EcTw8PFyrepiN3t7enp6elpaWPfbYo9a1ALucABawxE0PYCWTyZpUAgAAAMD8m7EJ1tDQkCZYAMDiognWojPR/uqQQw6JoqjWtQC7nDYwwBI3JYCVSqVscQCAeXbnnXdeeumlIYQTTjjh1FNPrXU5AADLTmNj4/DwcKVS2bJSqVRGRkamB7MAABasurq6dDpdLBa3rEw0wWppaalhVWyD+YOwrAhgAUtZpVKZfGctmD8IANTC6Ojod77znRDCQQcdVOtaAACWoyiKmpqaBgcHJy/m8/mGhgav6gEAi0hTU1Mul5u8MpEpN/5lYdrSAavWhQDzwQhCYCmbPn9QAAsAmH+rV6+e+MOaNWtqWwkAwLLV0NAw5cHkRBOsWtUDAFCFiSZYk1fiOM7n87Wqh23TAQuWFQEsYCkTwAIAauWKK64YHR2d+PPuu+8+cWts//3333LCjTfeOKVVJwAAu04URdMHDubz+TiOa1LPMpTL5T7wgQ984AMf+PSnP13rWgBgEWtubp6yMjIyUi6Xa1IM2yaABcuKABawlAlgAQA10dvb++EPf/jII4+88MILR0dHU6nU7rvvnslk9tprr0qlcs011/zFX/zFmWeeefvtt9e6UgCAZWTGJljDw8O1qme5aW5u/tnPfnbllVf29vbWuhYAWMSy2eyUJlghBE2wFqCRkZGNGzdmMpnJ72QCS5gAFrCUCWABADXxq1/9qlKp9PX1ff7znz/mmGO+9rWv7bbbbnvssccll1xy/PHHn3322XfeeWcI4aqrrqp1pQAAy8iMTbCGh4c1wZofE68lBIO5AWCnzdgEa/pDMWrrgQceqFQqBx54oKeTsEz4Tx1YyqbsNZPJZBRFtSoGAFg+DjvssAsuuGD9+vUbNmx4+umn/9t/+28T6+eff34IYfXq1evWrTv00EOPPvrompYJALDsNDQ0DA8PT57RM9EEq6mpqYZVLWE//vGPDz744IMPPnjix3322Wfjxo377bfflhNuvfXWVatW7bPPPjUqEAAWpWw2m8lkCoXC5MV8Pt/W1lajipjBAw88EMwfhOVEAAtYsuI4njLxWsAcAJgfa9eu3XJvpaen52tf+9q//Mu/hBDe/va3/7f/9t9aWlpqWh0AwPIVRVFTU9PAwMDkxeHh4YaGhkTCvIi594UvfOHJJ5886aSTzj///HXr1u21114hhAMOOCCO41/+8pf/+q//etttt/3N3/zNJz7xiVpXCgCLTFNTU19f3+SV0dHRpqYmz8IWjvvvvz8IYMFy4ldKYMkyfxAAWAieeOKJiy+++MgjjzzqqKP+4z/+49e//nWtKwIAWNYaGhqSyeTklYkmWLWqZwl75JFHnnjiiUqlcs0117zmNa/58Ic/XKlUQgi33XbbiSeeePbZZ992223BYG4AqMpEE6wpi/l8vibFMKOJANYhhxxS60KAeRIZbw8sVaOjo/39/ZNXWltbGxoaalQOALAc3X333WeeeebAwMAPfvCDVCp1+umnp9Ppf//3fz/55JNrXRoAwPI1MjIypQlWFEW77babJlhzq7+//ze/+c3EYO677757aGhoy6FUKrVmzZpDDz103bp1hx122AknnBBFUQ1LBYDFqFAo9Pb2TllcsWKFfgQLxKGHHnrffffdeeedL37xi2tdCzAfBLCAJWtoaGhK0r+zs3P62wAAALvIvffee8YZZ/T397/61a/+5je/GUJ45zvfed1119XV1V1yySVHH310rQsEAFi+Nm/eXC6XJ680NTU1NzfXqp4lr1KpXHvtte973/uKxeJhhx122WWXNTY21rooAFj0ent7C4XC5JX6+vq2trYalcOflUqlpqamYrE4ODho2wPLhBd6gCXLCEIAoIaGh4ff9a539ff3JxKJ888/f2Lx/PPPj6JobGzsIx/5yNjYWG0rBABYzqZnrYaHhycG5LErPPvss5/5zGdaWlo+8pGP3HPPPZ/85Cf92waAnTd9SzM6OlosFmtSDJM9+uij4+Pjq1evlr6C5UMAC1iypgSwEomENvIAwLxpbGz8j//4j8MOO+z0009ft27dxOLhhx9+yimnvOhFL/rBD35QV1dX2woBAJaz+vr6Ka/qxXE8PDxcq3oWnTiOR0dHZxmieuaZZ9785jdv3LjxYx/72Mc+9rEVK1Zcdtlln/70p3d1kQCw5GUymWw2O2VxynwY5kcch5GRyuBgeXCwnM+X77nnvhDC2rVra10XMH80gwGWrClt5JPJZK0qAQCWpwMPPPAnP/nJ0NDQ5MXPf/7zbW1t6XS6VlUBADChqampv79/8srw8HBjY6NX+LYtjuORkZF8Pl+pVGYzt/HZZ599y1ve8uSTT+61115nnXVWJpP567/+63/4h3/45je/2dbWtqVZLABQnebm5vHx8ckrY2NjxWLR3ad5MDRUfvLJ8Y0bx3t6imNjlUQiRNEfD1155W0hhHR6v9tvH1q9um7FivSWQ8BSJYAFLE2lUimO48krNpoAwPzLZDKdnZ2TV1asWBFCKJfL0uEAALVVX1+fz+cn91CP4zifz7e0tNSwqgVubGxsYGAghDDR+2pkZGS7AawLLrjgiSeeCCF84hOfyGQyIYR3v/vdF1100VNPPfXlL3/5jW98o84QALAz0ul0NpudksHK5/Pt7e21KmnJK5fjRx8dW79+eGioFEJUKv2xJ+jk3qDPPvtICKGlZb/f/374nnuGE4nokEMaDjussaFB1h+WLP95A0vTlPmDIYQpXeUBAGqlUCh0d3dP6YwFAMD8a2pqmrIyMjIypas6E8bGxrq7u/v7+yuVyuTJg1Me90530UUXvfe97z3wwAPf9KY3TaxkMpn/+l//65o1a37yk59IXwHAzpueh55oglWTYpa2OA733z/y3e9u/u1vB3K5YqkUb0lfTfHccw+HEHbf/cBKJS4U4rGxyt1357/3vc033jgwPj6rIc7AohNN6RADsDTk8/kpDzU7Ojqmj8EGAJhn5XK5t7d34qleNptta2sz4wYAoIZ6enqmPJ5sbGzUBGuy8fHxwcHBcrk849OEurq62TTYGBwcnPxvtVQqjY+PNzY2zmWhALCM5XK5sbGxySvZbLajo6NW9SxJuVzpmmtyw8PlYnE7EYs4jj/2sUPGxoa+9KV7mpqe93+FZDIkk9EJJ7SuWVO/K4sFasCNfmBp0gELAFiA4jjO5XJbeiqMj4/39vZO37cAADBvNMHahkKh0NPTk8vlSqXS1t7lHh8fn9wQa2umZNpSqZT0FQDMoelNsMbHxzXBmkMPPDBy2WU9AwOl7aavQgj9/c+NjQ01N3dOSV+FEMrlUCjE118/8Mtf5splvXJgSRHAApamKQ8yoyhKJpO1KgYAYMLg4OCUO1+lUqmnp2fKG4oAAMyburq6dDo9eSWO43w+X6t6FohisdjX19fX11csFrc7RsNuFgBqLpVK1dXVTVmcMiuGqt1889DNNw9uPZE+1cT8wVWrDtzaCcVi/OST45dd1mscISwlAljA0jQlgCV9BQAsWBNtsYaHh2tdCADAMjW9Cdbo6OiybYJVKpX6+vp6e3vHx8dn84wxjmNbWQBYCGZsglUoFGpSzFJyww0D998/PJvGV1s8++zDIYTdd99qACuEUCrF/f3Fyy+XwYKlQwALWILK5fKU20PmDwIAC0Fra2tbW1sURdMPDQ4O9vf3z/Y1OgAA5o4mWBPK5XJ/f39PT88so1eTP2jCEQDUXCqVqq+vn7K4DLc0c+uOO4Yefni0VNqxW3bPPfdI2GYHrAmVSsjnS1dd1WcWISwNAljAEjSl/VUQwAIAFoz6+vqOjo5EYobfxUZHR3t7e5dtrwUAgBqa3jFiZGRk+WzMyuXywMBAd3f32NhYFa8ExHE8MjKyKwoDAHbI9L6emmDtjCefHF+/fnhH01fhTx2wVq06YLtnlsuhv790ww0D1dQHLDACWMASJIAFACxkmUymq6trSpeFCcVisaenx30xAIB5ls1mp2/PlkPHiEqlMjQ01N3dPTo6Gsdx1Q1ZJz4+t7UBADtqxiZYQ0NDNSlmsRsdrfzqV7kq0lchhOee2/4Iwi1Kpfjxx8eeeGKsigsBC4oAFrAECWABAAtcMpns7OycfkcshFCpVHp7e4eHh+e/KgCA5WzGJljT7zItGXEcDw0Nbd68eXh4eGeiV1uMj4/PSWEAwM6Y3gSrUCj4n+kq3HDDQHXtUEdGBgcHu7PZhvb2PWb5kWIx/s1vBopFcXZY3ASwgCVIAAsAWPiiKGpra2ttbZ3x6ODg4MDAgC4CAADzJpvNZjKZKYtLsglWHMfDw8ObNm3K5/NzEr3a8p07/z0AwE6asQnWktzS7FLd3cWnnhovl6vZJj377EMhhFWrDoiiaPafKpcrd93l/0ywuAlgAUvQlABWMpncoS0OAMC8aWho6OjoSCRm+NVsZGSkr6+vUqnMf1UAAMvT9I4Ro6OjS6wJ1sjIyObNm4eGhuY8618sFsvVtYkAAOZUc3PzlOdimmDtqFtuGaxu+GD40/zBVatmNX9wi1Ip3HvvcKHgTiAsYgJYwFJTqVSmPKfU/goAWMiy2WxXV9eMO5ZCodDT01MsFue/KgCAZWhpN8EaGxvbtGnT4OBgpVLZRZ1WR0ZGdsXXAgA7JJlMTm+CNTQ0VJNiFqPBwdLmzdXfjnv22YdDCLvvvmMBrBBCHIcHHhit+rpAzQlgAUuN+YMAwKKTTCa7urrq6uqmHyqXy729vaOjbr4AAMyH5ubmKStLoAnW2NhYd3d3f3//rotehRDiOLZrBYAFoqmpaUoTrGKxqAnWLN1//+jObJmee+6RsOMdsEIIpVJ8771mOsMiJoAFLDUCWADAYhRFUXt7+/QHfiGEOI77+/sHBwfnvyoAgOUmk8lks9kpi4u3Cdb4+PhE9KpUKu266NUWlUqlUCjs6qsAANulCdbOeOSR0cpOTAKc6IC1atUBVXx2dLQyMLC4o/+wnAlgAUuNABYAsHg1NTV1dHRMeUNxwvDwcF9fX2Vnbv8AADALTU1NU1ZGR0cX3VToiWHWuVxufqJXE+I4NoUQABaIGZtgjY2N1aqexWJ4uDw+Xv39t2JxvK/vqWQyvWLFvtV9w9NPi7PDYiWABSw1AlgAwKKWzWa7urqSyeT0Q+Pj4729vYt9Ag4AwAK32JtgFYvF3t7evr6+YrE4b9GrLcbGxub/ogDAdJpgVWfTpmJiJzIUmzY9WqmUV6zYJ5VKV/HxUil+6imTImGxEsAClpopjyQTiURiZzZKAADzLpVKdXV1TX/sF0IolUo9PT3eVgQA2KWmD4YeGxtb+E2wSqVSX19fb29voVCoYQpqdHS0VpcGACZrbm6e0gSrVCq5rbRtvb3FYrH6fdTE/MHddz9wZwqo+rNAbQklAEtKHMflcnnyivZXAMBilEgkOjo6po+/CSHEcZzL5bywCACw66TT6cXVBKtUKuVyuZ6envHx8do2oIrjeHh4uIYFAABbJBKJhoaGKYvuKW1bLlfamc3Uc889HEJYtar6ANbISPUDEIHaEsAClhTzBwGApaS5ubmtrW3Kq4oT8vl8Lpcz3gUAYBdZLE2wyuVyf3//RJPUGm4Ooz/JZDLT/9UBALXS1NQ0vQmWdpXbMDq6U/mnp566P+xcB6xKJa6IYMHiJJcALCkCWADAElNfX59KpXK53JQ2nyGEsbGx3t7e9vb2ZDJZk9oAAJawdDpdV1c3ZUbP0NBQR0dHLld65pnxZ58t9PUVR0biUqlSqYRkMqTTicbGZFdXavfds3vumWls3LWbtEqlMjw8PNFuqibRq4nEVaVSmWgYlslkZhyiDQDU0EQTrCn9KfP5fH19fa1KWuDK5WrST5VK+cEHb7rhhu/cffcvGxra/vCH9S972ZurKyCKQrkcJxIzvJAJLHByCcCSIoAFACw96XS6s7Mzl8tN77hQLBZ7enra29szmUxNagMAWMKam5unBLDGx8d//ONNPT1xHIdy+XmZp3I5lMuVsbFKb2/xscfGK5W4qSl56KENBx3UkMnM8fOzOI7z+XytoleJRKJSqaRSqbq6ukwmk8lkZuzYCgAsEE1NTSMjI5P3DBNNsGSwZrSjG5tnn33ot7+99NZbfzg42B1CSCZTo6MD1177f/P53Fln/e90upp4ur0VLFJyCcCSIoAFACxJyWSys7NzcHBwZGRkyqFKpdLb29vc3NzU1FST2gAAlqqJjNGUDNa++1aee247HywWKyGEgYHSbbcN3Xbb0KGHNr74xU3p9Bw8SYvjeHh4OJ/Pz3PuSugKABavRCLR2NiYz+cnL2qCtTWZTGI2p42NDf3+9z+/5ZYfPPDAjRMbs913P/CYY8489ti3PvHE7//93z9y660/fOaZB/7Lf7m4s3OvHSogjqNUykYLFqWohlPhAeZcd3f35AxWFEWrVq2qYT0AAHNrZGRkYGBgxkMNDQ0tLS2ehAEAzKFisdTT0z1l8aabQm/vDnxJKhWSycTLX9663351VVcSx/Ho6OjQ0FAcx/NzV38idJVMJuvr6yeGDNpqAsAiValUNm/ePGUL0dbWJoM13Q03DNx//9QXICf7wx823HDDd373u8vGx4dDCPX1LS984WuOPvqMtWtP2HLOpk2PXnjhOZs2PdrU1PGBD1x00EHHzr6AbDZx9tkrq64fqCEBLGBJee655yb/tZZOp7u6umpYDwDAnCsUCrlcrlKpTD+UyWTa29sTiVm9qAcAwLYND5d/8YvcfvuVVq163l30np5w8807/G3pdLR6dfYVr2iroqXB2NjYwMDAPESvJiJWiUQik8lMNLuytwSApWFoaGhKE6xkMrlixQoB6ynuvXf41luHSqWpm67+/k233vqDG2/87ubNT4QQoiix//5HHHPMGUcd9aZstmH69wwP93/tax+8//7rE4nUmWf+9xNP/KtZFrDbbunTT/dwExYlASxg6SiVSt3dz3slsb6+vq2trUblAADsKuVyua+vb/rw5RBCMplsb29Pp9PzXxUAwFLS01O86qq+YrFSXx9OPDFMeTR5882hp2eHvzOZjJqbk6ee2llfP9tU09jY2ODgYKVS2XV38iceu0ZRlM1mha4AYKmqVCrd3d1T3uhrbW1taJghPLScbdpU+OlP+4rFP269SqXCfff95pZbfnDXXT+rVEohhLa2VS972ZtPOOGdK1bsu+2vqlTKl1/+hV/84sIQwgknvOvtb/98MrmdW3ZRFF7wgqajj26eg38SYN4JYAFLx9jYWC6Xm7zS3Nzc1NRUq3oAAHadOI77+/vHxsamH4qiqLW1VQ95AICqbd5cvOqq3i0P3l7ykrDnns87oa8v/Pa31XxzIhEaGpKnn97V0LCdkNP4+Pjg4GC5XN4V9/Anh66y2Wwmk0kmk3N+FQBgQdEEazYqlfjii58rl8Mzzzx4yy0/uOmmS4eGekMIqVTmhS987dFHv+Www16VSOzAxum22y7/5jf/plgcO+CAoz7wga+1tKzYxsmZTHTSSe17753d2X8MoBYEsIClI5/PDw0NTV5pb2+vq6urVT0AALva9P3PFg0NDa2trfNcDwDAEtDfX7r88p5C4c93zhsawoknhiltoaprghVCSCSipqbkm97UlcnM/LCzUCgMDg6WSqW5vXu/5dnqxHjBbDYrdAUAy0ocx5s3b9YEa9v6+/v/4R8u/vGPv/GHP2yYWNl994OOOeaM4457e1NTR3XfuXHjPV/+8nv6+p5ub9/9v/yXr++zzwu3dmYyGZ1zzspkUiQOFiUBLGDp6O/vHx0dnbyyYsWKVCpVq3oAAObB+Ph4Lpeb8Te7bDbb1tZmggwAwOwVCvF//mf3yEh5yvbqRS8Ke+/9vJVcLtx4Y5VXSSajVasyp5wy9RlesVgcHBwsFotzdd9e6AoAmGz6u3yaYE2oVCq/+tWvvvWtb/3whz8cGRkJITQ0tBxxxBtf/vKzVq9+wc5//9BQ70UXnfvQQzen09l3vet/HX30W2Y8bb/96l796vadvxxQEwJYwNLR09NTLBa3/BhF0apVq2pYDwDA/CiVSrlcrlQqTT+USqXa29tF0gEAZunqq3MbN46Xy1Nvmzc0hFe9Kkx5NHnrrWHz5iovlEpFRx7Z/IIXNE78WCqVBgcHC4XCzt+xnxy6mhgvmE6nd/I7AYClYcYmWC0tLY2NjbUqqeY2btx4ySWXfPWrX3388cdDCIlE4sQTX7X//m984Qv/Ip2eyzE7pVLhkkv+7re//V4URa95zYf+8i//Loqe99pkKpU45ZT2lSszc3hRYD4JYAFLx3PPPTf577RUKrVixbbmKAMALBmVSqW/v398fHz6oSiK2trazGUGANiuJ58cv/baXLE48z3zF74wrF79vJWBgXD99dVfLpWKzjxzRX19GBoaGhsb25l79VtCV+l0OpvNZrNZoSsAYEbTm2AlEonddtttuTXBGhsbu/LKKy+66KJrr712Yhu2evXqt7/97R/84Af33Xff9evzd96Z39q2cGfccMN3vve9T5fLxcMOe9V73/vlhoaWLYe6utJvelPXnF8RmDcCWMASUS6XNz//lcO6urr2dl06AYBlZGhoKJ/Pz3ioqampubl5nusBAFhEKpXwve9tHh4ub+2E+vpw0klTm2D97ndh06Yqr9jQEL34xYnOzkoIoYob9RNPSeM4nuh0JXQFAMyGJlh33HHHt771re985zt9fX0hhLq6ulNPPfXcc8896aSTtqTQSqX4kks2j41VtvlNVXr44Vu/+tX3Dw317Lbbfh/60Dd23/3AEEIqFb3hDR2rVml/BYuYABawRIyPj0/sk7bwlBEAWIZGR0cHBgZm/EWvrq6ura1tub3OCAAwSw89NPrb3w4Wi9t6zPaCF4R9933eSnVNsDKZcOCBYZ99QhSFRGL752+xJXSVTqfr6uoymUwm4ykdALBjhoeHBwcHJ68shyZYfX19P/jBD7785S+vX79+YuWII44499xz3/72t8/4PPHxx8euu66/VNolaYpc7pmvfOWv/vCHDXV1TX/1V//ykpe8bp99siefrK8ELG4CWMASMX2z2NbWVl9fX6t6AABqpVgs5nK5cnmG5g3pdLq9vT2ZTM5/VQAAC9z3vtc9NFTa9jnZbDjppDBlM3XbbeG552Z7lVQq7LdfOPDAHYteJRKJSqWSSqW2hK6W9vNRAGCXiuO4u7t7yr2jpdoEq1wuX3fddRdddNHll19eLBZDCKtWrTrzzDPf+973Hn744dv+7NVX5zZuHC+Xd0mgYnx85Bvf+Nidd/4kiqLTTvv49773hbo6t+xgcRPAApaIgYGBkZGRyStdXV36rgMAy1OlUsnlcoVCYfqhRCLR1taWzWbnvyoAgAVr8+biVVf1bbv9VTodXvGKEEKY8sbf4GC4/vqw3RvtyeSfo1ezycMLXQEAu85yaIL14IMPfu9737v44ouffPLJEEIymTzxxBPPPffc008/fZYPEIvF+Ac/6M7ny7soUhHH8dVXf/myy/5HHFfe+ta3fv3rX29oaNglVwLmhQAWsET09vZOecS4atWqpbRNBADYIXEcDw4OTkmob9Hc3NzU1DTPJQEALFg33TR4333DlW3lr8LLXhY6O//YtmrKPac77gjPPLPVD0ZRWL06rF0boiikUtu6xOTQVTqdzmaz7m4BALvCjE2wlsb9osHBwcsvv/zb3/72tddeO5GFOOSQQ84555xzzjln5cqVO/ptQ0PlH/2oZ3x8m9vEnZBKRZXKLZ/4xDkDAwMvfOELL7/88n2nTLwGFg8BLGCJ2LRpU2XSTbJkMrnbbrvVsB4AgIVgZGRkYGBgxkP19fWtra0e6QEAhBAuuWRzPj/DBOctDjggHHjgH+NTcTw1gDU0FH7zmxmaYEVR2H33cNhhIZWauetVHIdSKaRSUSqVyGaz2Ww2k8kkZj+bEACgWkuvCdYdd9xx0UUXXXLJJfl8PoTQ0tJy2mmnvfvd7z755JN35mv7+0tXXNFbLFa2HdavQioVHXdc68EH1z/00EOnnXbaAw880NXV9R//8R8nnnjiHF8JmBcCWMBSUKlUNm3aNHklm812dHTUqh4AgIWjUCjkcrkZbxFlMpn29nZP+ACAZa5QqHzrW5u28UStvT0cc8x25gbeeWd4+unnreyxRzj00JBOz/DBUikkEqFYDJs3h82bw/Bw8q1v9SYhADCvttEEa3R0NJ/P5/P50dHRYrEYx3Ecx4lEIplMZrPZhoaGidMWyD2lZ5555tvf/vb//b//95FHHplYOeKII84999x3vvOdjY2Nc3KJfL78k5/0Dg9P+bdVvSgKqVR00kntq1dnJ1YGBwff9a53XXnllalU6nOf+9z5558/N1cC5pEAFrAUFIvFnp6eySuNjY0tLS21qgcAYEEpl8u5XK5YLE4/lEwm29vb0+n0/FcFALBAPPdc4ec/zxUKMyewstnwyleGTGY7XzI8HH796zCR4urqCocfHrLZ5w0c3BK66u4OPT2huzuMjf3xUCIRnXPOylRqsXabAAAWqemt0+M47unpqVQqcRxvreNTFEWJRCKO4+bm5hUrVrS2ts5LsVMVCoVf/OIX3/72ty+77LJSqRRC2HPPPd/1rne9//3vX7NmzZxfrlSKr79+4Iknxkqlnc1XpFJRQ0Pyda9rb2t73nTqcrn86U9/+otf/GII4dxzz/2Xf/mXzHb3oMBCIoAFLAXTN4itra0NDQ21qgcAYKGJ47i/v39sy1O+SaIoamlpsXcCAJathx4a/e1vB4rFGW6VR1E47rjQ1jZ15uCM7rorjIyEww4LjY1/jF6VSiGKQrkcentDd3fYvDmMjs7wwUwmcfrpnVOewAEAzIPNmzdPaes0NDQ0NDQ0y48nk8lkMrnnnnvO51ya++6771vf+tbXv/717u7uEEI2m33jG9941llnvf71r0+ldu2GauPG8d/8ZqBYrMy4ddyuRCJKJMKLXtT4ohc1b6192KWXXvre9753ZGTkuOOO+8EPfrBq1aqdqhiYRwJYwFIwODg4PDw8eaWzs1MqHABginw+v7U7aA0NDbV6YREAoLbWr8/fdtvQjC0eDj007LPPdoYPblEshom+ouVyqFT+mLjq6Zk5dDVZNhu9+tUde+zhXhYAMN+Gh4cHBwcnr1Qqlc2bN2+t/dWMEolENpvdb7/96uvr57rAPxsYGPj+97//rW9967e//e3Eyrp169797ne/973v7erq2nXXnaJSCQ88MHLnnflSKS4WK7NMW6TTURyHgw9ueMlLmurrtzO68fe///3pp5/+hz/8Yc8997zsssuOPPLIOagb2PUEsICloK+vb3x8fPLKypUrF8jkaQCABWV8fDyXy834m2Amk2lvb7eJAgCWmzvuGLrjjvz09ZUrwxFHzCp9FcchikKlEnK58NRTobc3PP9Vwe3IZKJXvap99ersDnwGAGCnjY2NPfroo62trcnn73h2qAnWhCiKoijaY489Vq5cOac1hkqlctNNN33729/+zne+MzIyEkJoa2s788wzP/CBD7zkJS+Z22vtkKefHn/wwdEnnxyvVOKJSdOTb7hFUUgmo0QiKpcru+2WOfjghv32q0unZztyuqen54wzzvj1r39dV1f31a9+9d3vfveu+YcA5pIAFrAUTOmPmkgk5nx7BwCwZJRKpVwuVyqVph9KJpMdHR27uls7AMCCcscd+TvumPqIsb4+vPKVYUe3RQ8+GB56aIcLyGSik05q33tvASwAYP4MDg4++uijcRzX19e3tbVNPhTH8aZNm3aoCdaEZDLZ2tq67777RrOZ37w9Tz311He/+92vfvWrjz/+eAghkUi86lWvOuuss97ylrc0NDTs/PfPlYGBUm9vqb+/lM+XxsbiSiVks1FTU7K5OdnZme7sTFf3tmOpVPqbv/mbf/mXfwkhfPSjH/0//+f/JGfZlxWoEQEsYJEpFCrPPlvYvLnY01PM58vj43EUxSeeWJm8kUunM11dnbWrEQBgoYvjuL+/f2xsbPqhKIra2trq6urmvyoAgJrYsGH4ttsGJ73cFxKJ8IpXhKamHf6qXC7ceOMOfyqTSbzude2rVhlBCADMk/7+/scff3wiYhVF0YoVK6a8j5fP56eMJpylRCLR1NR0wAEHVJ3BGhsbu/LKKy+66KJrr712Isyw9957v+Md7/jgBz+47777Vvedi9dFF13013/914VC4bWvfe33vve99vb2WlcEbJUAFrA4lErxY4+N3XvvSF9fIZlMTJ6p3NISXvGK55385JOhpye7bl3DPvvUGaEDALA1Q0ND+fwM03ZCCE1NTc3NzfNcDwBATTzyyOiNNw4WCn/u8fCSl4Tddw9V3FaK43DNNWF8fMc+lU5Hb35zV0uLLqQAwHwYGhp65JFHJje4qq+vn5LsieN4yvyZ2UskEq2trfvvv/+OfvCOO+741re+9d3vfre3tzeEUFdXd+qpp5577rknnXTSnLTUWqRuvPHGt7zlLZs2bTrggAOuuOKKdevW1boiYGZ+owMWumIx3rAhv2HDcByHUikOIZTLz2t5Ov1lxKGh8PTT493dhUQiOuKI5rVrG8SwAACma25uTqVSAwMD09/MyefzxWKxvb19Od/eAgCWiZaWVAh/3g7ttVdYtaqa9FUIIYrCkUeGm24KOzSxp1wOTU0GygAA82F8fPzRRx+dMl5wdHS0qakpnU5vWYmiqLGxsbomWJVKZXBw8Nlnn919991nc34ul/vP//zPr3zlK7///e8nVo444oizzjrrrLPO6ujoqKKAJeb444+//fbb//Iv//L2228/+uijv/Wtb51++um1LgqYgQ5YwIL2+ONj118/UC7HE9GrGR18cDjooOet3HJL6O7+459TqSibTbzqVW27766LOwDADIrFYi6Xm/GNxlQq1dHRkUzuwOPAOA65XKm3t9jfXxoYKBcKlTiOU6lEY2OyvT3Z3p5esSKdTgt1AQALSKkUf+Mbz008hWxpCccfH3Zk+zNVHIfNm8Ptt+9ABqu5OfX2t6+o/pIAALMTx/H9998/NjY2PSRQV1c3Je0Ux/GmTZsqO5QrnySRSBx00EGNjY1bO6FSqfzqV7+66KKLrrjiikKhEELo6Oh4y1ve8qEPfeiFL3xhdRddwsbGxs4999xvf/vbURR98pOf/B//4394bRIWGgEsYIEqleLrruvfuHF8G9GrCUccEfbY43krv/xlGB193koqFR1ySOPRRzdrhQUAMF2lUsnlchO3uqZIJBJtbW3ZbHbb3xDH4amnxh98cGTjxvEQohDiUmnqr5vJZJRMRuVypb09deCBDQceWF9XZ3MGACwI//Efm/v7y6lUOPHEkM2GnXyYVSqF3t7ZZrCiKBxySMMJJ7Tu1CUBAGbhueeee/bZZ7eWqdptt91SqedN0BoeHh4YGKj6ctls9tBDD52eE3rooYcuueSSiy+++MknnwwhJJPJE0888dxzzz399NMnd+FiijiO/+f//J+f+tSnKpXKGWeccfHFF28j3wbMPwEsYCEaHi7/5Cd9w8Pl7aavQgivfGVobv7zj+Vy+OlPZzgtlYo6O9Ovf31HJiMPDgAwg8HBweHh4RkPNTc3N00f/BxCCKFSie+7b/Suu4bK5bhQmO0vmOl0VKmE/farO/LI5uZmA3cAgBq7/fah9evzL31p6OqqcvjgFLPPYGUyiZNOatt77+3k3QEAdlKpVLr77ru30dGqvr6+vb198kocx5s3b56xb/psJJPJ3XfffeXKlRM/jo6O/uQnP7nooouuvfbaiZTCwQcf/J73vOecc87Zcg7b9bOf/ewd73hHf3//4Ycffvnll++33361rgj4IwEsYMEZGipffnnP2Fg8m7+goii8/vXPaws/MBCuv37mk5PJ0NycOu20zmxWrwUAgBmMjIwMDg7OuA2rr69vbW2d8s7ik0+OX399f6GwrYHR25BIhEQiWreu8aUvbUqlpOQBgJrp7y/9/vc9a9bEz2/6sFPiONxyS+jp2c5p6XR09tkrEwl7IQBg19q4cWN3d/e2n76tWLFiSg+qnWyClUwmDz/88Lvuuuuiiy665JJL8vl8CKGlpeW0005797vffdJJJ5mjV4WHH374tNNOu//++zs7O//jP/7jVa96Va0rAkIQwAIWmtHRyg9/2DM6Wp7lX06NjWHKpuKpp8Jdd231/GQytLWlTzut0xM+AIAZFQqFXC4349uQ6XS6vb09mUyGEIrF+De/6d+4cbxY3NlfKlOpKJtNvPa17V1dmswDALVRKBS6u3vnpPfVhHI5PPZYePDBsO17XIlEWLu28bjjWubswgAAMymXyxs2bNhG+6sJdXV1HR0dUxY3bdpUXROsnp6en/70pz/5yU8ee+yxiZUjjjji3HPPfcc73rG1VuvM0tDQ0FlnnXXFFVekUqnPfe5z559/fq0rAgSwgIWkUgmXX97T11fcbm/2LVauDEcd9byVBx4IDz+8rY+kUtFee2Vf85r2bZ0EALCMlcvlXC5XLBanH0okEh0dHePjiZ/8pHdkpFJd46sZpVLR8ce3HnRQ/Vx9IQDALFUqle7u7u0+j5y9OA633hq6u7d/ZioVnXnmiqYmE5kBgF2rp6dn48aN297wpFKprq6uOI6TyedtTna0CVaxWLz55pt/+tOfXnfddRPJrT322OOss8563/ved8ABB1RXP9PFcfzZz372H//xH+M4fte73vW1r32trq6u1kXBsjZ3/ZQBdtrvfjfU31/aoZtd0/Px+fx2PlIqxU89NX7//SNr1zbsWH0AAMtDMpns7OwcGBgYHR2dcqhSqfT29t5zTxgamuPXeUql+MYbB0ZHyy98oTcgAYB5lcvl5nZnE0VhbGz7pyWT0YEH1ktfAQDzoKenZ9vpqyiKOjo6EjN1BG1oaBgeHi6VStu9ymOPPXbVVVddeeWVfX19IYRMJnPsscf+xV/8xUc+8pGGBk/l5lgURf/9v//3tWvX/tVf/dV3vvOdxx577Ic//OGqVatqXRcsXwJYwELR01O8777hHW2i0Nw8dWVoaPufKpXim28e3GefbEODO1wAADOIoqitrS2VSg1N213FcXzooaGpKdxzT5i7PhEhhFAqxXfckU+lEoce6pYcADBPhoaGisXinE+K6Ora/k2qZDIcddS0e1sAAHOtUqlMf8tuira2ti2Nr+I4jqJoy6Eoipqamvr7+7f22Xw+f/XVV1911VXr16+fWNl///1POeWUN77xje3t7YlEYnh4WABrF3nrW996yCGHnH766TfddNNLX/rSH/3oR0dNGR4EzBcBLGCh+M1vBmafvprI31cqUztgVSpheHhW31CpxDfdNHjyyQYRAgBsVVNTUzqd7u/vn/6K5D77hKamcMcdYXx8Lq9YKsW33jrY2prca6/sXH4vAMBMxsfHh4eHdz59Fcdh0jPKEEJYsSI8/vi2PpJOR694RVs2O0OTCQCAuTUyMhJN2aw8X319fV1d3ZZzpp9cX1+fz+enNMGqVCobNmz46U9/+tOf/nRsbCyE0Nzc/OpXv/oNb3jDi170osmnDQwMrFixYk7+WZjuhS984W233XbmmWded911L3/5y//t3/7tnHPOqXVRsBwJYAELwsaN44OD2+9cusVLXhKefjo8++zUANbISJjlHbNKJTz55Hh/f6mtzd+EAABblc1mOzs7c7nc9D7znZ3hhBPCbbeFgYG5vGKpFP/yl7kzz9ytocHzSABgFyqXy3MyfLBSCaOjIZsNqUk3mTo7QyKx1XahqVS0Zk39fvvV7eSlAQBmY2RkZBt7nnQ63dbWtu2E1pQmWJs3b/7Zz372ox/96Omnnw4hJBKJo4466pRTTjnppJPq6mbY4Wy3/xY7qaur6+qrr/7MZz7zxS9+8T3vec/NN9984YUXplKegcK88p8csCDccUe+WNyBu12bNoW99w65XEinn7eez+/ARSuVcNdd+RNPbNuBzwAALD+pVKqrq+uZZ/oSicKUQ/X14dhjw+9/H559di6vWCrFv/51/xve0DGXXwoAMEkcx319fTv/PaVS6O4Od90VXvzisPvuf15PpUJbW5jxCslkWLEiffzxrTt/dQCA2RgbG5ve3XxCIpHo6OjYdvpqQn19fS6Xu/baa6+66qrf/va3E1+4cuXK173udW9+85v32GOPbXy2WCxWVzmzl0qlvvCFL+y///5//dd/fdFFFz3xxBOXXnppe7tZQDB/vE8M1N7gYLm3d8c2Xs88Ezo6wvQ9w9DQDnxJpRI//vjY7OceAgAsW5VK+NWvSg8+OMOhVCq89KVh7dqpY3d28nKbNhU2bpzT6YYAAJMMDAyUy+WdbH9VLof77gu33x7K5dDTM/VoV9cMH0mlos7O9Otf35Fwbx4AmC+FwtR36rZoa2tLzG5fEkXRVVdddcEFF9xwww2pVOrkk0/+8pe//JOf/OSv//qvt52+mlAul3egYqp17rnn/upXv1q1atXVV1995JFH3nvvvbWuCJYRv+QBtffoo6Mh7NjdrnI5PPts2Guvqes71AErhBBF4cknPdgDANiO++4bKZXihx4Kd9wRZrxddsAB4cgjp3Yn3RnFYvzb3w7O2dcBAEwyOjo6Nja2M+mrSiWMjYUbbgh/+MMfVzZvnnrOihVTV1KpaI89Mqee2plKzV10HQBge7bW/qqpqSmbzc6m/VVvb+8HPvCBz372s4cddtinPvWpq6+++gtf+MJRRx01m8+GEKIo2loNzLnjjjvu9ttvP/LIIx999NGjjz76sssuq3VFsFwIYAG199hjY1Wk3p98MnR2Tl3c0QBWsRg/9pix0wAA2zIxuHliYPQzz4QbbwwjIzOctnJlOOGE0NQ0Z9cdHa1oggUAzLlSqTQwMLAz6atSKfT2huuue14v9pGRqXuktrbnxdNTqehFL2p83es6kknpKwCg9tLpdHNz8ywTVC0tLaeeeur3v//9b3zjG29605ua5vAGELvAnnvuef3117/73e/O5/NvfvObL7jgAgE4mAcCWECNVSpxLlfN4OdcLkxvibqjAawQwrPPGjsNALAtGzeOTb5FMzgYbrhhhiE7IYTGxnD88TM0e6hOsVjZsGF4br4LACCEEEIcx319fTuTviqXw8MPh1tuCaXS1ENTNkiJROjoCCGEdDrR1pZ64xs7X/KS5qqvCwBQtWQyOX2ls7NzlumrEEI6nT7llFNe8IIXVFdAHMezHHTIXKmrq/vmN7/5z//8z4lE4otf/OJpp502OKjZPOxa/poDaqy/v1T1a39TstqjozPc+dqu8fHyRDsHAABm9MADo4XC8zZehUK49dbwyCMznJxOh5e9LBxwwNxc+rnnxgsFWzUAYM7kcrmq3/6vVEKhEG6+eeZdUAihu3vqysqVUVNT8oQTWs44Y0VX19xNawYA2BGZTGbyj1EUdXR07GgiKoqi5ubmxsbG6mqYHgJjHpx33nlXXXVVe3v7T37yk+OPP/7xxx+vdUWwlAlgATU2MFDekq/fc89w0EGz/WA6/bwu7qGq9lchhGQyMTi447ktAIDlIY7D00/PMAewUgn33x82bAjT+0dEUVi7NrzkJWHnb6wlk9FTT5lCCADMjXw+XygUqmt/FUVRJpMulVrr6jLJZMhkoumPLHt6pm6NVq9OvOMdux1wQP2su0sAAMy9urq6yXGrlpaWVCpVxfckEonqMljptCR6zbz2ta/93e9+t27durvvvvvII4/85S9/WeuKYMkSwAJqbHS0Uqn88dbUwEDYZ58ZBgvOaPp06WJVswSjKIyMGHsMADCz3t7iNp4X/uEP4aabwtjYDIf23DMcd1yor9+pqxcKsQAWADAnCoVCPp+vOn3V2Ni4YkXXmjUNp57aefbZq04+uf2II5r326+uqyvV0pJsbk62tKTa29Pj44nnf7BcLpfn6J8AAKBK9fX1W7oh1NXVNTQ0zH744BTVZbCq7pvFnDjggANuueWW008/vbe393Wve90Xv/jFWlcES1M1yVaAOVQs/rnvez4fRkfDihVh06btfzCOQ3d3aG0NW9qm7r572Guv8NRTO1pCbAQhAMDW9PQUt/2Ysq8v3HBDOPLI0NY29VBra3j5y8Ptt4fe3uoL2LSpUP2HAQBCCCFUKpVcLld1+qq9vT2bzW5ZSaWivfbK7rVXdvrJQ0ND+ec3aS8UCvU7mUkHANg5jY2NExuhZDLZ1tZWdfpqwkQGK4QwPDw8y/NbWlp25orsvObm5h/96Ef/83/+z7/7u7+74IIL7r777q997Wu2qTC3dMACFpYnnwx77z2rM/v7wy23hF//+s+t3aMovPjFYe3aoKk7AMBcyeVKpdJ2HlWOjYXf/jZs3DjDoUwmHHNMWL26+gLyeU0jAICdVV36KoqiVCq1YsWKyemrbctseVPwT8bHtfMEAGosiqKJrlednZ2JWU6i2aYd7YMlgLUQRFF0/vnnf//7329sbPzud797/PHHb5zxdh5QLQEsoMZSqUQU/fn+1zPPhK6uUFc3q88mEuElL5katzrggHDUUWGHRlen0xJbAAAzGxycVf6pUgm//324554w/clmFIXW1uoLKJdDuaxfKQBQvaGhoWKxuKMBrCiK6urqurq6ksnk7D+VyWSmtJQQwAIAFoKurq729vbUDj0/26ZEItHa2jqbOFc2m50eUqdWzjjjjJtuumm//fa78847jz766FtvvbXWFcHSIYAF1Fh9fSKZ/PNtqVIpPPdc2HPPWX02mw0NDTOs77ZbOOGE0NQ0yxKi+np/GQIAzKxQqGz/pD95/PFw662hWHzeYl9fuOee6guIomBgNABQtfHx8eHh4SrSV21tbVUM6ImiKJ1OT16pVCqlUmmHvgQAYM7V19fPvqnnbMRxPDAwUKls58ZRIpFYuXLlHF6XnXf44Yffdtttr3rVq5555plXvOIVX//612tdESwRMgdAjbW0JOP4eXeyNm6c7RTC0dFwww2hp2eGQ01N4YQTwqpV2/+SUqnS0jJneX8AgCVmR2f1dHeH668PQ0N//HF0NNx++w5/yWRRtFMfBwCWs3K5vKPDB6MoSiaTXV1ddbPs0D7N9EebmmABALVVKpUGBwd3NFm+NXEcVyqV7u7u4eHh7Z6cSCQ6Ojrm5LrMoc7Ozl/84hfnn3/++Pj4e9/73g984APFKa9UAjtOAAvY5crl8uDg4NaOtrenyuXnpeN7e0MyGdrbZ/XlhUK49dawefMMh1KpcOSR4aCDtvMNmUwikzGCEABgZpOblc7SyEi48cbw3HOhXA633x528oFjpRJXUQMAQBzHfX19O/SRKIqy2eyKFSt2ZjrP9ABWoVCo+tsAAHbSxKZoRxuCbk2lUikWi5s2bZpNj89EIrH77rvPVfCLuZVKpb7whS98+9vfrquru+iii04++eTu7u5aFwWLmwAWsMslEonR0dFyuTzj0WQyam1NT1ncuDHstddsv79SCXfeGcrlMOMVDj44HHFESCa3+vGVK42dBgDYqsbGan5tLJXC7beHG28M/f07W0AcR+LyAEAVBgYGyuXy7J81RlHU3Nzc3t6+k88I0+l0IvG8HZQOWABADeVyue0OCpylOI7z+XxPT88st1iZTGbFihVzcml2kXe9613XXnvtqlWrrr/++mOOOeaee+6pdUWwiAlgAbtcFEX19fUjIyNbO2H//bPPvysVnnwy7LnntlJTUxSL4ZlnwpNPhrGxGY7usUc4/vjQ0DDDoUwmWrOmyn7yAADLQXt7KlHVL45xHLbeBXUHNDT4vRUA2GGjo6NjY2OzfDQYRVEikejs7GxsbJyTq2cyz3vfL45jTbAAgJrI5/OFQmHn219NjB3s7e3N5/OJRCI5i2d4iURiv/320/5q4Tv22GNvv/32o4466tFHHz3mmGN++MMf1roiWKzcyAbmQ0NDw+jo6NaOrllTP2X7NTYWcrmwatUOXOKpp0JnZ7j++pDLzXC0pSWccELo6pq6Xi6H1asFsAAAtqqjI51K1fI3x46O6gcAAQDLU7FYHBgYmOWDxkQiMdGbIZ2e2qO9atOnEGqCBQDMv0KhkM/n5yR9VSwWu7u7J4Y177bbbvX19dv+SCKR2GOPPRpm7I7AwrPnnntef/3155xzTj6fP+OMMy644IK56poGy4oAFjAfUqlUIpHY2p2mtrZUW9vU52obN4bVq3fgEj09IZUK9fXhppvCxo0znJDJhJe9LBxwwJ9Xoijss0/WRBsAgG3Ybbd0uVyzGy7JZNhjj6nPLwEAtiGO41wuN/veV/X19R0dHYnqen5uxZQOWCEEHbAAgHlWqVRmvynahjiOR0ZGent7y+VyuVweGBjYtGlTPp/fxkcSiUR7e/vKlSt38tLMp2w2e/HFF3/1q19NJpNf/OIX3/jGNw4MDNS6KFhkBLCAeVJfX7+NJlhHHNGUTj8vCPXss6GlJexQ3/eJwYWVSvj978OGDWF6MjuRCGvXhsMPDxP9tpLJ6MUvbtqBCwAALD/ZbKK5uWY9qKIo2ntvASwAYAfkcrlZvq+fSCQ6OjpaWlrmvIZUKjVlLs+cjP4BAJi9OUlfVSqVvr6+Lb1FR0ZGtrurSSQSra2t++67705empo499xzr7rqqvb29quuuuplL3vZgw8+WOuKYDERwALmSX19/fj4+Nbuf+27b11Dw/NuS8VxePrpsOeeO3CJxx4L9933xz//4Q/hllvCjO8W7rNPOPbYUF8f9tgj09k5Z73lAQCWqoMOqk+latM0NJtNGEEIAMze0NDQbKJOURSl0+kVK1ZMb1U1V0whBABqaGhoqFgs7kwAK47jUqnU09OzQ3uYRCLR2dm5//77V31dau41r3nNbbfdduihhz744IPHHnvsNddcU+uKYNEQwAKqt0NzoxOJRDabHRsb29oJr3hF65QHe08+GVav/mO3qtkol8Pkcnp7w403hsHBGc7s6AgnnBCOOWZH+msBACxXBx1UX5N+DalUtG5dfQ0uDAAsToVCYXh4eDbpq8bGxq6urrkdOziFKYQAQK2Mj4/PZlO0DZVKZXR0dPPmzaVSafafSiQSe++99+rVq6u+LgvEmjVrbrnllr/8y7/s6+t7/etf/8UvfrHWFcHiIIAFVK9QKOxQ7L2+vn5kZGRrR1etyhxwwPOaKwwOhkIhdHVVX+HwcPjtb8Ozz85wKJsNo6O5bUxFBABgQkNDcu+9s7OPxc+htWsl5gGAWalUKrOZsxNFUXt7e3Nz866uRwcsAKAmyuXyTg4fjOO4v7+/v79/9h9JJBJNTU3r1q3r2pmneiwkTU1NP/zhD7/whS/EcXzBBRe84x3v8FAVtksAC6jetgNV02Wz2UqlUiwWt3bCcce1NDUlo0kP9zZuDO3tO1VkqRRuvz3cf3+YvtWc2EEOztgjCwCASY46qjmZnNcEVioVrVvXWFfnl1YAYFa2+6AxiqJUKrVixYrp0ahdIZFIpNPpySulUqlcLs/DpQGAZSuO476+vp35eLlc7unp2cZAm8miKJoYgLP//vsffPDB87PLYt5EUXT++edfccUVLS0t3/ve94477rgnn3yy1kXBguZeNlC9urq6YrG4Q3eO6uvrt5GPTiajN7yhI5v9cwTr8cfDQw/tZJkhhPDII+G228KM0a/h4eG+vr5KpTIHlwEAWKLa2lIHHFA3nxmsRCJ6yUua5u1yAMCiNjQ0VCwWtxHAiqKorq6uq6srmUzOW1XTn0GaQggA7FIDAwPlcrm69lcTUapkMjkRq9rGsOYoipLJZCKRaGtrO/DAAw877LDW1tadqJoF7S/+4i9uvPHG/fff/6677nrpS1/6m9/8ptYVwcIV7Uz7QYCBgYFkMtnUNNtnYxPB+d122y3a+gybXK50xRW9hcLcJ6Kam8NRR0UNDTP8vZdKpdrb21Op1JxfFABgaSgU4ksv3Tw2Nh+x9VQqOvHEtv32q5uHawEAi934+Pi2219FUdTa2lpfXz+fVYUQxsfHp7SgqK+vb2trm+cyAIBlYnR0dGBgoLqn/1EUNTc3NzY2TvxYKBSGhoaGh4dHR0e39GKY6CdaV1fX2NjY1NTU0NCwjYd9LDF9fX1vfetbf/nLX2az2QsvvPC9731vrSuChUgAC9gpxWIxl8vttttus/9Ib29vY2NjXd22HqcNDJSuvLJvfHwu+7KnUlFLS/KUU9pHRwfHx8ennxBFUVtb27YLAwBYzp59tvCzn/WVSrv2t8hUKtp337pXvaptl14FAFgayuVyd3f31u5yT/Rv6OjoqMlLd3Ecb9q0aXJtiURi5cqV818JALDkFYvF3t7eKh79R1EURVFHR8eU6ckwRblc/vSnP/3FL34xhHDuuef+67/+q/+fgSkEsICd1dPT09LSkslkZnn+2NhYpVJpaGjY9mnj45Vrrsl1dxeLxTn4ayqdjvbdt+6EE1pTqSiEMDQ0lM/nZzyzqampubl5568IALAk3XvvyO9+NzgnO7QZJZOhvT192mmd8znuEABYpOI47unp2dqcnUQikclk2traatibobe3d8rYwRUrVmjBDgDMrTiOu7u7q+hqEEXRxH5pGwMHYbLvfve773//+0dHR0844YQf/OAHO9SkA5Y8ASxgqmKxmEgkksnkLM8fHh4uFou7qH36ffeN3HrrYKUSyuUq/7JKpaJUKnr5y1v33fd5ra220Yi1rq6utvfmAAAWsttuG7r77uFd0QcrkQhNTam//MvObNZdPwBg+/r7+8fGxma8vTNljE6t5PP5oaGhySstLS01rwoAWGL6+voKhcKOPvePoqihoaGlpWUXVcVSdeedd55++ukbN27ce++9L7vssiOOOKLWFcFCIYAFTDU0NBTH8ez3W5VKpbu7e8WKFbsoHT82VrnjjqEHHxwNIezQc76JZleHH974ohc1Tfx5ion5iTO+EJBOp9vb22efQgMAWFbuuit/1135uc1gpVJRW1vqlFM6pK8AgNnY2st1C2qMTrFY7OnpmbxSV1fX3t5eq3oAgKVnaGhoeHi4ivRVe3t7NpudkxriONbXYFl55pln3vzmN99yyy2NjY3f+MY33vKWt9S6IlgQBLCAqUqlUm9v78qVK2f/kVwul81mtztVcGeMjVUefHD0/vtHRkbKURQVi5UZT4uikEpFlUpobU0demjDgQfWzxi92qJSqfT19RWLxemHEolEW1vbXG09AQCWmCeeGLvuuv5yOVQqc/BLZSoV7btv3Ste0WryIAAwG8Visbe3d8b01cRrdQtnjM6mTZsqlT/fyIqiaNWqVTWsBwBYSgqFQl9f3w498Y+iKJVKdXR07Px+qVAojI+PFwqFcrlsFN1yMz4+/qEPfejrX/96FEWf/OQn/5//5/9ZODtwqBUBLGAGvb29jY2NdXV12z81hBBCoVCoVCqzP39n5PPlZ54pPPvseG9vcWQkLhYrcRyiKGQyicbGZFdXevfd03vska2vn+3/xsdxPDg4ODIyMuPR5ubmpqamuSsfAGDpGBoqX3ttfy5XLBar/70ymYySyfDyl7ftv/98bCYBgCUgjuPu7u7pTc0X5hidXC43NjY2eaWzszOTydSqHgBgyZiYUTM56r1dc7JfGh4enshdpVKpbDabyWQymYwOWMvTRRdd9JGPfKRYLL7hDW+45JJLWltba10R1JIAFjCDkZGR8fHxZdUOfWRkZGBgYMZD9fX1ra2tNo4AADN67LGxm28eLBTirfUo3ZpUKorjcMghDUce2ZTJeEMOAJitvr6+QqEw5c723I7RmUPTbzo1NTU1NzfXqh4AYMno7e0tFouzf9wfRVFbW9vO91MYHBycCF3peEQI4Ze//OVb3/rWvr6+c8455+KLL651OVBLAliwEPX29ubz+SiKVq9eXZMC4jjevHnzihUrltXOqVAo5HK5GV8UyGQyC6p3PQDAghLH4YknxjZsGO7uLiaTYdsNsRKJKJmMUqmwdm3DYYc11tXZYgEAO2BoaGh4eHjybe05HKOzK5RKpe7u7skrmUyms7OzVvUAAEvDxHSXWT7rj6IomUx2dHQkk8ldXRjL0KOPPvqRj3zk4osvNmubZU4ACxaiQw45ZHBwcI899rj99ttrVcPAwEAqlWpsbKxVATVRLpdzuVyxWJx+KJlMtre3p9Pp+a8KAGCxGB2tbNw4vnHjeHd3MZ8vhxAnk1EUhXI5VCpxNptob0/ttVd2772zXV22VQDADisUCn19fVPSVxPNy2tY1XZt3rx5ysDEVatW6bYOAFRtbGysv79/9umrbDbb1tZm+wGwS6VqXQAwg7322uu+++5bs2bNHH5nHMeVSmX2wfbGxsZlGNBMJpOdnZ39/f1jY2NTDpXL5d7e3tbW1vr6+prUBgCw8NXXJw46qP6gg/64XyoW47GxShyHTCbSlh4A2EmVSiWXy01JX83JGJ1dLZvNjoyMTF4ZHx9f+GUDAAtTuVzeofRVS0tLQ0PDrq4KAPe/YUGYMvZuYvLg3AawxsfH+/v7Z39+KpVant2eoihqb29vbm6efiiO4/7+/oGBgfmvCgBgMUqno+bmZEtLsq5O+goA2FmTe19NjB1csWLFoogxZTKZKSuFQqEmlQAAi10cx319fbM5c2LsYFdXl/QVwPxwCxwWhH/6p3/6wAc+8Mgjj0z8OCWA9eSTT/793//9N77xjZ25RF1dXalUKpVKO1fpctHU1NTR0TFjL9aRkZHe3t4pmTkAAAAAdp3BwcFSqTQRwJoYo9PV1TX7Xu+1lc1mp6yMj4/XpBIAYLEbGBgol8vbbX81sV9asWJFKmUiFsA8EcCCBeHqq6++8sorX/nKV37gAx949NFHtwSw7r333o9+9KPHH3/8v//7v//whz/cyavU19ePjo7ORb3LwsSNvBk3poVCoaenR5oNAAAAYB6MjY2NjIxsSV+1tLS0t7fP+OLcwpRIJKZ0mi+VSuVyuVb1AACL1MjIyNjY2GzSV83NzYtrvwSwBESznA4L7Do9PT2vfvWrN23aNPFjMplcu3btPffcs27duvvuu2/Lafvss88111zT1NRU9YUmmjaZ/rJDJsYOjo2NTT8URVFbW9uiaHQPAAAAsEiVSqWenp44jqMoSiQSHR0di7GRw9DQUD6fn7zS1tZWX19fq3oAgEWnWCz29vZu++F+FEVRFHV0dEwJfwMwDwSwYKHYtGnThg0b1q9fv379+ptuuml0dLSzs/Pkk08+9E9aWlpqXePyNf0e2RZNTU3Nzc3zXA8AAADAchDHcU9Pz0SzqEwms3gbOYyPj/f19U1eqa+vb2trq1E5AMAiU6lUuru7J1otbE0URel0ur29XS8GgJoQwIIF58orr/zwhz/c1dXV19f3rW996+Uvf3mtKyKEEEZHRwcGBmb8OzObzS7e238AAAAAC1Z/f//o6GgURU1NTTvTGL7m4jjetGnT5DtLiURi5cqVNSwJAFhE+vr6CoXCNp7sR1HU0NCgmwNADUm/wsLy85///CMf+cjee+/9/e9/P47j97znPbfeemutiyKEEOrr6zs7O5PJ5PRD4+PjW97FBAAAAGBOjIyMjI6OTowdXNTpq/CnjhSTVyqVSqlUqlU9AMAiMjQ0tN30VXt7u/QVQG0JYMECct11133wgx8sFovnn3/+gQce+Na3vnV0dPTss8++5557al0aIYSQTqe7uroymcz0Q6VSqaenZ3x8fP6rAgAAAFh6isXi4OBgOp1esWLFjHdjFp1sNjtlxa0kAGC7CoXC8PDw1tJXEyHvFStWTN9p1ESxWMzn8729vfY5wDJkBCEsFL/5zW/OOeec8fHxtWvXXnPNNYlEYtOmTcccc8zY2FhnZ+fll1++Zs2aWtdICCHEcTw4ODgyMjLj0ebm5sX+RiYAAABAzRUKhfHx8ebm5loXMmeKxWJPT8/klbq6uvb29lrVAwAsfJVKpbu7u1KpzHg0iqL6+vrW1tZ5rmqKUqk0sXMrFAqJRCKbzWaz2UwmE0VRbQsDmGc6YMFCkcvlJsLpn/70pxOJRAhh5cqVZ599dghht91229rWivkXRVFra+vWtrNDQ0P9/f2yrQAAAAA7I5PJLKX0VQghnU5P3PTbQmcIAGDb+vr6ttH7qq2trVbpqziOR0dHBwYGNm/e3NfXVygU6urqVqxYsWLFipaWlmw2K30FLEM6YMECsnHjxm984xt///d/v2Wlt7f3K1/5yt/+7d8ukMahTFYoFHK53IzZuHQ63d7enkwm578qAAAAABamXC43NjY2eaWzs3NpDFgEAObcxDyW6U/zoyhKJpMdHR01fA4Vx3F/f38mk8lms6lUqlZlACwoAlgA1SuXy7lcrlgsTj+UTCbb29vT6fT8VwUAAADAAjQyMjIwMDB5pampaYk1+gIA5sTY2NiME1eiKMpms21tbVpMASw04qgA1Usmk52dnQMDA6Ojo1MOlcvl3t7elpaWhoaGmtQGAAAAMFf+6q/+6v777w8h/OxnP2tra5t86L777vvd73438efjjjvuwAMPnM0X5vP5H/zgBxN/3muvvU4++eS5LHehmt7sqlAo1KQSAGAhK5VKW0tfefAEsGAJYAHslIkZ26lUamhoaMqhOI4HBgaKxWKtJnADAAAAzIlkMvmHP/yhpaVlSvoqhHDDDTd89rOfnfjz//pf/2uWAaxcLvepT31q4s8nnnjiMglgpVKpZDJZLpe3rBQKhTiOdbAAALaI4ziXy01ZjKIokUgYvQKwkCVqXQDAUtDU1NTR0ZFIzPCX6sjISG9vb6VSmf+qAAAAAObE6tWrQwhr1qypdSGLXjabnbIyPj5ek0oAgIVpYGCgXC5Pbn8VRVEmk+nq6pK+AljIBLAA5kY2m+3s7EylZugsWCgUenp6isXi/FcFAAAAUIXf/OY3X/rSlwYHByd+nAhg7b///hM/xnF83XXXXXrppTWrb9EyhRAA2IaRkZGxsbEp6avGxsatdQEAYOHw1zTAnEmlUl1dXXV1ddMPlcvl3t7esbGx+a8KAAAAYEf9+Mc//tKXvvTSl77085///ODg4JYOWJVK5ZprrjnllFPe+c53/r//7/87+ekgs6EDFgCwNcVicXBwcPL+KpFIdHR0NDc317AqAGZphk4tAFQtiqL29vahoaF8Pj/l0MTQ7qamJhtlAAAAYCGL4/hXv/pVCCGfz1944YXf/e533/CGN4QQNmzYcOyxxz755JMTp23cuPHuu++uZaGLUCKRSKfTkxull0qlcrmcTCZrWBUAUHOVSqWvr29L+iqKolQqpfEVwCIigAUw95qbm1Op1MDAwPTXQPP5fLFYbG9vj6KoJrUBAAAAbFsURb/+9a83bNjwu9/9bsOGDevXr7/kkktCCD//+c9Xrlx5wgknHHTQQYcffvjhhx9+4IEH3nzzzbWud5HJZrOTA1ghhEKhUF9fX6t6AICFoL+/f3L6qrGx0fv8AIuLABbALlFfX59KpXK5XLlcnnJofHy8p6envb09lfKXMAAAALAQtba2nnDCCSeccEIIobe399RTT3366adTqdRXv/rVo446qtbVLW6ZTGbKyvj4uAAWACxnQ0NDhUJhIoA1MWtl+thiABY4HQsBdpV0Ot3V1TX9nloIoVQq9fb2jo+Pz39VAAAAALM3MDDwjne848knn/z6178eQjjrrLM2bNhQ66IWt0wmM6UzuntEALCcFQqF4eHhOI4nxg6uWLFiKaWvisXi8PDwyMhIrQsB2OUEsAB2oUQi0dnZ2djYOP3QxDDvfD4//1UBAAAAzMbg4ODb3va2u++++y//8i9POumks88+e2ho6J3vfOfDDz9c69IWsSiK0un05JVKpVIqlWpVDwBQQ5VKJZfLTaSv6urqurq6kslkrYvaWeVyeWRkpL+/f9OmTf39/aVSaQn8QwFslwAWwC7X0tLS2to65dXGCUNDQ5OnegMAAAAsEBPpq/Xr16fT6Y9//OMhhI985CPNzc29vb1ve9vbNm7cWOsCF7HpbS00wQKA5amvr69SqURR1NbW1tbWNuOzpEUhjuPx8fGhoaGenp6enp7x8fFMJtPV1bVixYrW1tal1NMLYGsEsADmQ0NDQ0dHRyIxw9+6o6Ojvb295XJ5/qsCAAAA2Jrrrrvu3nvvDSG8853v3HfffUMIHR0d73//+0MI3d3dN9xwQ23LW9SmP4MsFAo1qQQAqKHBwcFisZhMJru6uurq6mpdTjUKhcJE6GrTpk3Dw8OJRKK1tXXlypXt7e0NDQ0aXwHLSqrWBQAsFxNJ/1wuVywWpxwqFos9PT3t7e2ZTKYmtQEAAABMcdppp+27776f/OQnP/axj21ZPPfcc6+++urPfe5zRx111PSP3H777anUrO459/X1zVWdi1E6nU4kEpVKZcuKDlgAsNyMjY0NDw/X1dUt3sZX5XJ5cHAwm822tLSk0+lF+k8BMFcic68A5lMcxwMDA6Ojo9MPRVHU0tLS0NAw/1UBAAAAzCiO4ynP0qasfPWrX/3sZz+7M5c48cQTv/vd7+7MNyxGuVxubGxs8kpnZ6d38wBg+cjn84lEwlMhgCXDCEKAeTUxxrulpWX6oYls1sDAwPxXBQAAADCj6Z0M9DaYE9OnEGqCBQDLSlNTk/Q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          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Do some comparisons  3rd VS 2nd"
      ],
      "metadata": {
        "id": "BBdmrMfTl5PF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "Chalcogran=mol_list[1]\n",
        "img=Draw.MolsToGridImage([Chalcogran,α_Thujone],molsPerRow=4, subImgSize=(800, 400))\n",
        "img"
      ],
      "metadata": {
        "id": "tAoOQFMTl2iR",
        "outputId": "99672af8-921d-4910-df50-ec34f08302be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 258
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.Image object>"
            ],
            "image/png": 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          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "fp2=AllChem.GetMorganFingerprintAsBitVect(Chalcogran,2,nBits=1024,bitInfo=bi)\n",
        "print('Chalcogran',list(fp2.GetOnBits()))\n",
        "print('α_Thujone',list(fp.GetOnBits()))\n",
        "common=set(fp2.GetOnBits()) & set(fp.GetOnBits())\n",
        "combined=set(fp.GetOnBits()) | set(fp2.GetOnBits())\n",
        "print(\"common\",common)  #交集与并集\n",
        "print(\"combined\",combined)\n",
        "print((len(common)/len(combined))*100,'%')  #相似率\n",
        "print(DataStructs.TanimotoSimilarity(fp,fp2))   #官方的相似率"
      ],
      "metadata": {
        "id": "3IKuBoTdoJU7",
        "outputId": "fc2d7463-c695-4459-8e11-a8a7cdf96211",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Chalcogran [2, 4, 33, 36, 46, 80, 96, 104, 138, 280, 294, 301, 354, 367, 415, 430, 656, 662, 708, 840, 922, 926, 950, 959, 1017, 1019]\n",
            "α_Thujone [1, 33, 36, 150, 153, 181, 204, 283, 285, 292, 314, 356, 370, 438, 450, 519, 650, 660, 679, 900, 926, 928, 940, 1019]\n",
            "common {33, 1019, 36, 926}\n",
            "combined {1, 2, 900, 4, 519, 650, 138, 656, 660, 150, 662, 280, 153, 922, 283, 285, 926, 415, 928, 33, 36, 292, 294, 679, 940, 301, 46, 430, 181, 438, 950, 314, 959, 450, 708, 840, 204, 80, 96, 354, 356, 104, 367, 370, 1017, 1019}\n",
            "8.695652173913043 %\n",
            "0.08695652173913043\n"
          ]
        }
      ]
    }
  ]
}