{ "cells": [ { "cell_type": "markdown", "id": "b45defa6", "metadata": {}, "source": [ "# Link Plots to Features" ] }, { "cell_type": "markdown", "id": "d5ffb291", "metadata": {}, "source": [ "`Rubicon_ml` makes it easy to log plots with features and artifacts. In this example we'll walk through creating a feature dependency plot using the `shap` package and saving it to an artifact.\n", "\n", "Before getting started, we'll have to install some dependencies for this example." ] }, { "cell_type": "code", "execution_count": 1, "id": "e93423ad-ca93-415d-8dc0-051ce24f53c2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: matplotlib in /Users/nvd215/mambaforge/envs/rubicon-ml-dev/lib/python3.10/site-packages (3.6.1)\n", "Requirement already satisfied: kaleido in /Users/nvd215/mambaforge/envs/rubicon-ml-dev/lib/python3.10/site-packages (0.2.1)\n", "Requirement already satisfied: Pillow in /Users/nvd215/mambaforge/envs/rubicon-ml-dev/lib/python3.10/site-packages (9.2.0)\n", "Requirement already satisfied: shap in /Users/nvd215/mambaforge/envs/rubicon-ml-dev/lib/python3.10/site-packages (0.41.0)\n", "Requirement already satisfied: numba>=0.56.2 in /Users/nvd215/mambaforge/envs/rubicon-ml-dev/lib/python3.10/site-packages (0.56.2)\n" ] } ], "source": [ "! pip install matplotlib kaleido Pillow shap \"numba>=0.56.2\"" ] }, { "cell_type": "markdown", "id": "0e6c4ba0", "metadata": {}, "source": [ "## Set up\n", "First lets create a Rubicon `project` and create a pipeline with `rubicon_ml.sklearn.pipeline`." ] }, { "cell_type": "code", "execution_count": 2, "id": "932d5223", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RubiconPipeline(project=<rubicon_ml.client.project.Project object at 0x167a37c40>,\n",
       "                steps=[('gradientboostingregressor',\n",
       "                        GradientBoostingRegressor(random_state=1))])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "RubiconPipeline(project=,\n", " steps=[('gradientboostingregressor',\n", " GradientBoostingRegressor(random_state=1))])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import shap\n", "import sklearn\n", "from sklearn.datasets import load_wine\n", "from sklearn.ensemble import GradientBoostingRegressor\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "from rubicon_ml import Rubicon\n", "from rubicon_ml.sklearn import make_pipeline\n", "\n", "\n", "rubicon = Rubicon(persistence=\"memory\")\n", "project = rubicon.get_or_create_project(\"Logging Feature Plots\")\n", "\n", "X, y = load_wine(return_X_y=True)\n", "\n", "reg = GradientBoostingRegressor(random_state=1)\n", "pipeline = make_pipeline(project, reg)\n", "\n", "pipeline.fit(X, y)" ] }, { "cell_type": "markdown", "id": "ef941fa1", "metadata": {}, "source": [ "## Generating Data\n", "After fitting the pipeline, using `shap.Explainer` we can generate `shap` values to later plot. For more information on generating `shap` values with `shap.explainer`, check the documentation [here](https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html)." ] }, { "cell_type": "code", "execution_count": 3, "id": "b158cb8c", "metadata": {}, "outputs": [], "source": [ "explainer = shap.Explainer(pipeline[0])\n", "shap_values = explainer.shap_values(X)" ] }, { "cell_type": "markdown", "id": "596f75d3", "metadata": {}, "source": [ "## Plotting\n", "\n", "The generated `shap_values` from the above cell can be passed to a `shap.depence_plot` to generate a dependence plot. `pl.gcf()` allows the plot generated by `shap` to be saved to a variable. Using the `matplotlib` and `io` libraries, shap plots can be saved to a `byte` representation. Here, a feature and its plot are both logged with`rubicon_ml.Features` and `rubuicon_ml.Artifact` respectively. These `features` and `artifacts` are logged to the same `rubicon_ml.Experiment` that was created by calling `pipeline.fit`." ] }, { "cell_type": "code", "execution_count": 4, "id": "94c6c4b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import io\n", "\n", "import matplotlib.pyplot as pl\n", "\n", "\n", "experiment = pipeline.experiment\n", "\n", "for i in range(reg.n_features_in_):\n", " feature_name = f\"feature {i}\"\n", " experiment.log_feature(name=feature_name, tags=[feature_name])\n", "\n", " shap.dependence_plot(i, shap_values, X, interaction_index=None, show=False)\n", "\n", " fig = pl.gcf()\n", " buf = io.BytesIO()\n", " fig.savefig(buf, format=\"png\")\n", " buf.seek(0)\n", "\n", " experiment.log_artifact(\n", " data_bytes=buf.read(), name=feature_name, tags=[feature_name],\n", " )\n", "\n", " buf.close()" ] }, { "cell_type": "markdown", "id": "8ab77a88", "metadata": {}, "source": [ "## Retrieving your logged plot and features programmatically\n", "\n", "Finally, we can retrieve a feature and its associated artifact plot using the `name` argument. We'll retrieve each artifact based on the names of the features logged. With `IO` and `PIL`, after retrieving the PNG byte representation of the plot, the plot can be rendered as a PNG image. " ] }, { "cell_type": "code", "execution_count": 5, "id": "8d6fb1d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature 0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 2\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 3\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 4\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 5\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 6\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 7\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 8\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 9\n" ] }, { "data": { "image/png": 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kK6mwa8TSQ24foPEx0ta8bnKoLoB1T4nWJYVHGh3zQV43pSfGNLpmUx/L23U8fbjX99aMDPVNj/N5fVO05JBUXeu/vrgYSQ73Y5vzPEPt65JqXfTkkUbb698vZ3Ad2DW20XNz7vP0ujvFRksfzW58X3xdt/4xvt4HnvbX1xqvia970Brvfanudbx41RHV+Hg/NuW6zakBCAa6CNEupCfGaG52muJ/+v0aHyPNyU7TG19VasTSQ8p9vkQXr2r8Iets5WrIV/eDr9YyT9fxFa4k6Z97qvxe31YbWLiSpGp742Pr1xcpXStFX1d53O68X6uLra7XdsTSQ1pdbHUdU3+fp9fdqaZW+uh7m9s2X9etz9/7wNN+b8cGg7970JzHb8p731lDw3Dl6Rx/163/nm1qDUCw0EWIdiN3SJLG9UvQ7iM1GpBR99av/5duw1/yUl0QG5jh/s+kfotTXLT0m7OSdNO5ya6/jgd2jZUpRo3+gm54Hcn/h6wkXXRqvNvPnq7flBYsT5z1tXbXSiAtQd5k943Xg5sbb7/o1HivY+7G9UuQ5N6V6ul1dxPlXq+36zas39/7wNP++ry9ZwLhr+Xuw+9smrPpuOv9Esh7v+E1PT1GU977znsZyGP7um7D9+xt56cEXENraMl7PFQiseZwRAsW2pX0xBiN6h2v9MQYr+Em7qd/Fc5Wrs71fsE0/ICtrpVWbbdq+OM/t2R4ay3r7OEX1cCusa6xN55MGpSgU+t1D3q7/twxaZo35udt9fm4vMu4/glySAF/EcAIgbYEedM3PU6TBiW4bXPeL1+tGN5e91gPvw1jo6ThPU2un5vSOuLvfdBwf2x03eN5OrYpAmm5m/XKMY9h3Nt7v+E1//Dqjx4foynvfV///hqe4+26nt6zD71brtvOTwmohmBr6Xs8FCKx5nDFGKwAMQar7fE2VmPDtAwdstRqQEbjv97eM1cp9/kSj9fzNG7E2Vrma5zOOY8dkr3ev8JoSX8YlaxLB3ZwG3vl6dyG13du65Ycrf8crfvQP61LrMatOuKzdSs+RvrrhE6a9cqxRvvWXJWuUb3jPZzVfEaOk/m6pFr/3FOlX58a7zb2yteYO2+v+5riCv39Y6uqHT+1Tg5N0k0jk/2OBdqa183rB7i/90H9/ZI8vqaBtib4uq/y8Lzr8/be9zdWrP5jNPW93/C6cdHSxukZXt/3Da/r7d/jmqvSNSAj1m8NwRSJY8EiseZwRgsW2i1vfxX3TY9ztXI15Oyq8KRhS0b91jJvdh2ucQtXklQradjJ8T7DlbfrO7f1TY/TJf076JL+dSGtfutWnId/9VV2KSpKjZ5bsLpWjBwn0zc9TjcMS3a7X75aUny97vdelKYPb+qm67PqukVXfWxtdgtN/Vp8vQ/q7294bFNbE5rTctfwHjSsNZBu7Oa89z3dy3lj0ny+7xte19O/R+d7NpAagikSx4JFYs3hjDFYaNcajsvy98vY+aEwd9Nx2Rq0CDUnjDRlzEpL1H+e3ZI9f2Ns+Mkmzc1O07yi46qyB7drpTWet6/X1t/r/synVleLX8NxVk19zzRXU8Z7Ofm6rw7J49i9Ryd20jknm5p0zYaa+9q19F46/z22xnu2qVrr37aRIrHmcEYLFtq9pv6lmzskSVtn17VyOP96bu4v9ua0iDRX/dYtb4+ZOyRJH+R105qr0vVBXregDXBvreft67X1ti+Qv+Jbo3Xkw+9sTW5NaGrL3dwxaRrXv0OTW5omDUow7LVr6b1srfdsU7Xmv22jRGLN4YwxWAFiDBY8CWSsSWteJ9wfMxxraKg546yMtrrY6vYtv6bW4eu+NveeNzwvHF+7cBSJ9ykSaw5HBKwAEbCA9mN1sbVRt1NrtYx4G1Ruiq5rcQqXFhoAvtGxCgANtNY4K0+8DSpfMrGTLunfodXqANAyBCwA8KBubFDrd494G2g8/GST95MAhB0GuQNAGGGgMdA20IIFAGEmlF2UAIxBwAKAMBSqLkoAxqCLEAAAwGAELAAAAIMRsAAAAAxGwAIAADAYAQsAAMBgBCwAAACDEbAAAAAMFlEBy2w2Ky8vT+edd54uvvhiLV68WNXV1X7PW7t2rW6++WZlZ2crKytLRUVFrVAtAABoryImYJWVlWnmzJmqqalRQUGB8vLy9PLLL+vhhx/2e+7rr7+u0tJSjRo1qhUqBQAA7V3EzOT+0ksvyWq1qqCgQGlpaZIku92uBQsWaPr06crIyPB67qpVqxQdHa39+/fr9ddfb62SAQBAOxUxLVjvv/++hg0b5gpXkjRmzBjV1tZq69atPs+Njo6YpwkAANqAiEkeZrNZmZmZbttSUlLUpUsXmc3mkNQEAADgScR0EZaVlSklJaXR9pSUFJWVlRn+eDabTTabzfWz1Wo1/DEAAEDbFDEBq7UVFhZq5cqVoS4DAABEoIgJWKmpqbJYLI22l5eXKzU11fDHmzZtmnJzc10/W61W5eTkGP44AACg7YmYgJWZmdlorJXFYtHRo0cbjc0ygslkkslkMvy6AACg7YuYQe4jR47URx99pPLycte2oqIiRUdHa8SIESGsDAAAwF3EtGBNnTpVzz//vPLz8zV9+nQdPnxYixcv1pQpU9zmwJo1a5YOHDigdevWubZ98cUX2r9/v0pLSyVJO3fulCR16tRJZ599dms+DQAA0A5ETMBKTU3VsmXLVFBQoPz8fCUlJWny5MnKy8tzO85ut8tut7tte+GFF/Taa6+5fn722WclSWeddZaeeOKJ4BcPQ5RU2LXrcI0Gdo1VemJMqMsBAMCrKIfD4Qh1EZHAYrFo9OjR2rx5s5KTk0NdTruzutiquUXHZbNLphhpbnaacockhbosAAA8ipgxWGi/SirsrnAlSTa7NK/ouEoq7L5PBAAgRAhYCHu7Dte4wpVTlV3afaQmNAUBAOBHwAGrvLxcR44cUUVFRTDrARoZ2DVWpgZDruJjpIEZETOEMGyVVNj1nrmK1kAAMJjPT6iNGzdq/fr1+vzzz3XixAnX9i5dumjUqFG69tpr1bt376AXifYtPTFGc7PTNK/ouKrsdeFqTnaaOjPQvUUY1wYAweNxkLvNZtNtt92mrVu3qv7uuLg4nXbaaTpw4ICOHTsmk8mke+65R+PGjWvVokOBQe4tY8Q3AEsq7Np9pEYDMvgWYUuVVNg1Yukht67X+Bjpg7xu3FsAMIDHLsLCwkJt3bpVeXl5euONN/T222+roKBAqamp+tWvfqU333xTTz/9tAYMGKC5c+dq165drV03IsjqYqtGLD2k3OdLNGLpIa0ubt7C2emJMRrVO54AYADGtQFAcHkMWBs3blROTo6uu+46denSRcnJyRo9erTy8/NVWFgoi8WiQYMGadmyZerRo4eeeuqpVi4bodBwvE4g43f4BmB4YlwbAASXx9+mhw4d0hlnnNFo++mnny6bzaZvvvlGZ5xxhkwmkyZMmKDnnnsu6IUitBqO17mkf4Le+LLS7/gdXy0lo3rTEhUqjGsDgODyGLBSUlK0f//+Rtv379+vqKgot0WQO3fuLIvFErwKEXKeWqFe+aLStd/ZKjWuX0Kj7jtnS0nDsT60lIRe7pAkjeuXwLg2AAgCj12E55xzjl544QXXmn2S9OOPP2rJkiVKTk5W3759XdsPHz6sTp06Bb9ShIynVqiGvI3fcbaUxP/02U1LSXhhXBsABIfHZoSZM2dqy5Ytuv7669WrVy8lJCRo7969qqqq0u23367Y2J9P+9e//qVBgwa1WsFofZ5aoRry1SpFSwkAoL3xuhah2WzWo48+qo8//ljV1dU65ZRTlJub22hKhm+++UYdO3ZU586dW6XgUGmL0zR4mjrB23QKq4utrvE6ntx1YYpuHJZieG3dU6J1sLyWBZ4BABGFxZ4D1NYClqdJJiX5nHiypMKuF3ec0P9sLmt0vTVXpWtU7/iAHtvfnFj1a3NiIkwAQCRhLcJ2yNOg9bmbjmvOJt/TKaQnxujy0zu06Ov9/ubEalibE9M7AAAiCQGrHfI0aN1WK1XXum/zNHC9uYPWSyrseuEzq+5503eI8zWgnokwAQCRgu/Kt0OeBq2boiWH3EOWt5aphoPWJek9c5XPLr973jwuu4fO6IZzYvkaUN+WpncwYukgAED4ogWrHfLUCjV3TJrmjQm8Zcr59f6NX1X67fKbs8lzuHI+Tv3Q1LC2+se1lekdjFo6CAAQvhjkHqC2Nshd8rx4clMWVA5kweD3zFXKfb7E4/lx0dK8MZ4Hrjvr6JYcrUOW2jYzvQOLLANA+9A2+lvQLHWtUDF+t3njaxmcARlyTbMQF914fFdslLRxeob6psf5ra1vemDPpylC1UXH0kEA0D40KWDZbDaVlpaqU6dOiovz/MGI9sPbMjifH7LpurUlrukexg9I0Ou7K1XzU8iKjZL+MjbNa7gKNk9TVLTW9A8sHQQA7UNAY7B2796tmTNn6vzzz9eECRNUXFwsqW75nFmzZunDDz8MZo0IY9cOSXJN2xAfI+Wfn6KCd8vdvim48ctK/d/0DC2f3EnLJ3fSRzd1cwWakgq73jNXNZp+wdv2lvI0RUVrTv8QiUsHBeu1AIC2zO+fzV9++aVmzJihjh07KicnR6+++qprX+fOnVVVVaXXXntNw4cPD2qhCJy37i8ju8VWF1s1Z9NxVdfWtUhdn5Wk2ecme+0CO2Sp1bCTTdp1+OdpFlZ8VK6F75Srpta9JclXC1NLn0M4dNFF0tJBoWztA4BI5jdgLV++XBkZGVq9erVsNpvWr1/vtv+cc87Rpk2bglYgfGsYOLx9ILbkg7LhY5RU2N2mXahxSE9/YtXsc5PVPcVzo+jmb07ov1+ocIWpX58ar41fVbn2O1uShp9s8tjCNK5fgjZ+VdniD3tv00B8fsgW8Ez0zdHwHjZlrFuoeGvtG9cvIaxDIQCEA78Bq7i4WNddd50SExNls9ka7e/evbuOHj0alOLgW8PQdNv5KVrUoHtuXtFx9e8Sq3s3HXeNgbLZpTmb6sKMv3FQnoJZpw5RjaZdqKmVPvrepo++b/wekaQnPqpw/b/NLrdw5VRll976uspjC9NH39sM+bBPT4zRbeen6H/eLnfbvujdck39ZWKzgoO3dRO/LqlW0ddVOlFdq6VbLRHXChQOrX0AEKn8BiybzeZzWgKrlTl8QsFT60LBO+UeZ2P/rzUlqm0QiKprpYtXHdFfvEyT4O0x5hUd131j0jweb6mq1TOfNv/9EBctXdQ3Xov+1XgQuPPx62vuh/3grqZG25p7LW/rJg7sGqt/H2g863wktQIxIB8Ams/vIPcePXpo9+7dXvdv27ZNffr0MbQo+OepdaG6Vor18Io2DFdONbW+B3h7a8FITYhWTJT79tgoKTk+qlHAa4r/d0GK+qbHeRwEPuxkU4vWQKzPGRxacq2SCrs2fFnhtn6jk80uj+HKycglf4I5AD0SB+QDQLjwG7DGjRunDRs2uH1TMCqq7tP12Wef1QcffKDx48cHr0J45C0k3HFBiusDMS6A74j6+rD39hjDTzbpvrFpMv10fVN03bQLw06Ob3R8XIznOi7pF+9W510XpuiGYSmS6gaBf5DXTWuuStcHeXXfODTyw76l13LOxD5rXWmzAqVRrUCtMSO8p9cCAOCf35ncq6urddNNN+nTTz9VZmamzGaz+vbtq2PHjqmkpETDhw/X4sWLFR3dtlfdCceZ3FcXWzWv6Liq7D+HhNwhSW6zoF9SeMTr4slS3Xlb87p5DRfeHkNyn/Vdqmvx+vywTQ+9W+52vCTXNeKipdsvSNGNw1KaNGu8U3POMfJanmZib4qG97C5mBEeAMJbQEvl1NTU6Pnnn9fGjRu1d+9eORwO9erVSzk5ObrqqqsUG9v2x2SEY8CS/IeE+gGpoUA/7AN5jIaD7X/ZzdTsJXjCma+lf5ziY6QBDcZgjesXr/8+K9mw5++tjjVXpQf125AAgMD4DFg2m007d+5Uly5d1KtXr9asK+wEI2AFe7kW5/UTYqUrnytxfYtQqmtJ8rVUTVMeI1JaUoy4356erylGWjKxk05Lj3VbN/Hrkmr9c0+Vfn1qfKP73JRaPB3r7b77ao0EALQen01P0dHRmjVrlm655ZZ2H7CMFuwJHOtfPzZabuFKqhsQf8hSq04dmh86SirsWrvjRER8ld+I++0MOredn9KoG/SSfh0kua+b2Dc9zmOADbSWkgq7Hnvfomc+taq6tvHi2NcOSdKzxVbZ7O7jyFoSJAM5t6TCrg+/r5IcURrey+TzuGDW0ZrCrR4A4c9nwIqNjVWXLl0UQC9iqzCbzVq4cKE+++wzJSUlafz48crLy/O7LqLD4dDTTz+ttWvXqrS0VP369dOtt96q008/vZUqdxfsCRwbXr9huJI8rxnYlNDhaXqC+tfulhyt98xVYfGBZMT9DqQb1Mha6s+U71RdK9276bgstlrXfGdx0T/Pou9rotnmPEdP564utrpNMhsTJd031vNxwayjNYVbPQAig9+R6RdddJE2bdqk2toWfP/eAGVlZZo5c6ZqampUUFCgvLw8vfzyy3r44Yf9nvv0009rxYoVuuaaa/TII4+oS5cuuummm7Rv375WqLwxXxM4Buv60s/f5vO2ZmCga/I1DAn1xcdI4/on6JLCI0H9dltTtPR+l1TY3aZjcM451i05usnhMZBanPfX0zcUa2qlBZt/ft2qa6Vnf5p7zFOd9V/T+lM6lFTYtWH3CT3/mUUbvqzQ1yXVXtdodJ73dUm15mw67jbJrN1RF/ru/+dxvfCZ1XV8IOs9eppiwtu5X5dUN2s6ipZOYxHqtSsDxXqRQPjxOzp98uTJ2r59u2bPnq2rr75avXr1UkJCQqPjunfvHpQCnV566SVZrVYVFBQoLa3um2l2u10LFizQ9OnTlZGR4fG8qqoqFRYW6tprr1Vubq4kaejQoZoyZYqeffZZ/elPfwpq3Z4EewJHb9ffMC1D/zlaI2eDZHO79rwFuD9fmKpfnxrv9s3FcJhY09v9iI+Rln9oUXbfxmOknEoq7Lrr/xqHHedErf89NEk3jUx2LSHUcEkh58+SXLO9e6qlfovfh9/ZfH5LseEs+s7XrejrSo8Tze4+UiPzsUpXi1iUpIZt0tFRjedLq7JLj39Q10XpratZqtu2cltdyIuKOq6L+yb4fW95axXy9Nyr7HX3uuGalf7W3Pz8sM3V0uep5SmQbr9wms3eW720sAHhye8n+pVXXqmoqCg5HA59/PHHXo/76KOPDC2soffff1/Dhg1zhStJGjNmjB588EFt3bpVl156qcfzPvvsM1mtVmVnZ7u2xcXF6cILL9Tbb78d1Jq9cc7D1HD6A6MGJ3u7/of1lpuJi67r3qn/YR1oyPMUWEzR0slp0frqiLEfSEaMffF0PwZ0jdXU1XXfwntwszRpUIKWXNrZ7TxP3XT11dRKqz626plPrRo/IEFvfFnp+pC7pP/PPzsnZbU7ft638ctKVy3OFr/6xzZFbFRdQHtqe+OWQtNP4e03z//c8uSpw9/TZLSmaOnvn1hdz99TuGrI4ZA2/qey0fb67y1vrUIWW60K3in3eN36yzw5j/UUnry9Zg2DfqChJFxms/dWL+tFAuHL72+JGTNmuCYWDSWz2ayJEye6bUtJSVGXLl1kNpt9nidJmZmZbtv79Omj5557TpWVlR5b5IItd0iSxvVLCNrUBQ2vL8ntW2fOWd9NUZKttmkhr2Fgif0pqM1cV9qi4NaQkX+Z178f8TFyhSunV76o1B9GVrtasnx10zVUXVt3vpPN7v5z/Xths0sbv6zUhmkZOmSpbTRXWcPWqUA4JH3yg02eSr38l4n66khNwNeNi657PvExUu7QJK3yENoavr7+NHxveWsVWvhOeaMQFxtVt5i4r2PrLxRef3xYQ86gPyBDAYeSYP8xFAhfISqcWtgAuPP7qXfjjTe2Rh1+lZWVKSUlpdH2lJQUlZWV+TzPZDIpPt59bqCUlBQ5HA6Vl5d7DFg2m81tcetgrLmYnhgT1F+C9a//nrnxIso1tdLyyZ2UmhDd5JDnDCwffW/T79cfc33YtSS41ReMv8yd92P5hxaP+/+5p8oVsLx1gxqhyl73Dc5RveM9vi5NZXdI+457vsj5p8QH/CUVU4z0xk/BzxnKn/2pe9CpflfzwfIazX3Lc4uT058vTNXUX3Zwe808tQo5g11D8y9J013/d9zvsVV2af0XJ3wGP2fQ/6KJoSTYfwz54ytEhUsLG4DG2vb06y1QWFio0aNHu/7LyckJdUkt4mvZm1G945v1oZGeGKOU+OhGH3Y1tXXzQrVkeZVgfhEgu6/niTgvOvXn7Z7ul1TXehPTwn819T8AvT1OU5iipYmDOnhcH3J4T5OGnxzvt+sxNrquhbBvepzr/eBtSaG+6XG6pH8HTctK0aRB3lt/42OkyxuEK8nzUkW3X5Di8f150akJAR/bM837jawf9JuzFmVdOG/ev5OW8lUv60UC4cvvnzmffPJJQBc666yzWlyML6mpqbJYGrc8lJeXKzU11ed5NptNVVVVbq1Y5eXlioqK8tgqJknTpk1zDYqX6lqwIjlkBaurw9tf0MNPNrXo2sH8y7xvepwmDUpw68abNChBp9Yb6N7wfplipN8MrZsOQfpp8PcnVtlq6wJOjcN9HFN0VF3AsTkX4HbUHdPwvnvqblWUXAO6z+lp0rZ9NtdcV+P6J+j13ZWuFsPYKGnumLrQc9/YNM3ddNxV09wxPz/OfWPTdPebxxuNtYqNluZfnKZf9/XcMuiv9WbJpZ31h5HVenXXCX1XWqPXdlUG1HLp6brJpmiP789Aj72ob4Jioty7CGOipccnddKwnj/P1xUO3X5N4a/eULewAfDM71I555xzTkBjsII9yP13v/ud0tLStGjRItc2i8WiCy+8UPfee6/XQe7btm3TrFmztGbNGvXr18+1/ZFHHtE///lPvfrqqwE9frguldNUwViyxtd6heF4XSdfM607+bpfzn3HK+2ata600bn1u18l+bzvDdd1rH9swxpKKuz66Pu67uthJ7tP9Omv3kXvluuFHRWqqQ3OPW3p+6sp53s6tinj9iJt+aZIqxdo7/wGrNdee63RtpqaGv3www969dVXddJJJ2nKlCmaMGFC0IqU6rrsCgsL9frrr7tandatW6cHH3xQr732ms9pGsaOHasrr7xSeXl5rvqnTJmikSNHBjxNQ1sJWMESrF/+kfChEmnL1kTCPW2Jtv78AEQGv/0tvoLTb37zG1177bWGFuTN1KlT9fzzzys/P1/Tp0/X4cOHtXjxYk2ZMsUtXM2aNUsHDhzQunXrJEnx8fGaNm2annjiCXXq1El9+/bV2rVrdfz48VarvT0I1oD9YH8RwAiR2OUU7ve0Jdr68wMQGVo0oCU1NVWTJk3S3//+96C3YKWmpmrZsmUqKChQfn6+kpKSNHnyZFerlJPdbpfd7j46+re//a0cDoeeffZZHTt2TP369dOjjz6qnj17BrVmtB+MgwEA1Oe3i9CftWvX6q9//au2bNliVE1hiS5CAAAQqBZ94byqqkobNmxQenq6UfUAAABEPL9dhPPmzfO4vaysTDt27NCxY8f0xz/+0fDCAAAAIpXfgOXpW4RS3Zio3r1769Zbb9W4ceMMLwwAACBS+Q1Y27Zta406AAAA2gy/Y7AOHjyoyspKr/srKyt18OBBQ4sCAACIZH4D1sSJE7V582av+999911NnDjRyJoAAAAimt+A5W8Wh9ra2oCW0gEAAGgvWjRNgySZzWbmhQIAAKjH4yD31157ze3bg6tWrXItPVNfWVmZ9uzZo9GjRwerPgAAgIjjMWCVl5dr//79kqSoqCgdO3as0UD3qKgodejQQRMnTmy0XA0AAEB75nepnHPOOUf33Xdfu5/riqVyAABAoJgHCwAAwGAtHuQOAAAAd35bsCRp3759Wr16tT7//HOVlZV5nLrhlVdeMbw4AACASOS3Bevrr79Wbm6uXnnlFVVXV+uHH35QQkKCqqqqtH//fkVHR6t79+6tUSsAAEBE8Buwli9frri4OK1Zs0bLli2TJN12223auHGj7rrrLpWXl+uOO+4IeqEAAACRwm/AKi4u1mWXXabMzEzXNmcX4WWXXaaRI0fq0UcfDVqBAAAAkcZvwKqoqFDPnj0lSXFxcZKkEydOuPafeeaZ+ve//x2k8gAAACKP34DVuXNnlZSUSJKSkpLUoUMHfffdd6795eXlstvtwasQAAAgwvj9FmG/fv20a9cu189nnXWW/vGPf2jw4MGqra3VCy+8oH79+gW1SAAAgEjitwVr3LhxKi0tdS2VM3PmTFksFs2cOVN5eXkqLy/X7Nmzg14oAABApPC7VI4nBw8e1ObNmxUdHa2RI0e6xmi1ZSyVAwAAAhXQRKMNde/eXVdddZXRtQAAALQJAQesEydO6LPPPtOPP/6oYcOGKT09PZh1AQAARKyA1iJ88cUXdckll+imm27SnDlz9M0330iSfvzxR40cOVIvv/xyUIsEAACIJH4D1ltvvaUFCxYoKytLd999t9s6hJ07d9a5556rzZs3B7NGAACAiOI3YD3zzDPKysrSokWLdMEFFzTaP3DgQO3ZsycoxQEAAESigBZ7Hj16tNf9Xbp00bFjx4ysCQAAIKL5DVgxMTHyNZPD0aNHlZCQYGhRAAAAkcxvwDrttNP0wQcfeNxXW1uroqIiDR482PDCAAAAIpXfgHXFFVfo/fff17Jly1RWViapLliZzWbdcccd+uabb3TllVcGvVCgJUoq7HrPXKWSCtbNBAAEX0AzuS9dulSFhYWKjo5WbW2toqOj5XA45HA4dMMNN+h3v/tda9Sqd999V8uWLdO3336r7t2767rrrtPEiRN9nlNdXa2lS5dq586d2rVrlyorK1VUVKSOHTs26bGZyT1yrS62am7RcdnskilGmpudptwhSaEuCwDQhgU00WheXp5+/etf64033pDZbJbD4VCvXr00fvx4DRo0KNg1SpKKi4t1++23a9KkScrPz9e2bdt03333KTExUdnZ2V7Pq6ys1Lp16zRo0CANHTrUa3cn2qaSCrsrXEmSzS7NKzqucf0SlJ4YE9riAABtlseAtXPnTp188slKS0tzbRswYIAGDBjQaoU19OSTT2rw4MG66667JElZWVnat2+fVqxY4TNgpaSk6J///KeioqL06quvErDamV2Ha1zhyqnKLu0+UqNRvQlYAIDg8DgGa/r06W5BpKKiQn/+859dM7i3NpvNpu3btzcKUmPHjtXevXu1f/9+n+dHRUUFszyEsYFdY2VqkKPiY6SBGc1ahhMAgIB4DFgNh2XZbDa9+eabKikpaZWiGtq3b59qamqUmZnptr1Pnz6SJLPZ3PpFISKkJ8Zobnaa4n8KWfEx0pzsNHWmexAAEEQR8We889uLKSkpbttTU1Pd9hvJZrPJZrO5frZarYY/BlpH7pAkjeuXoN1HajQgI5axVwCAoAtZwLJYLDp69Kjf43r06NEK1TRWWFiolStXhuSxYZySCrt2Ha7RwK6xGtU7PtTlAADaiZAFrKKiIt1///1+j3vxxRddLVUWi8Vtn7PlyrnfSNOmTVNubq7rZ6vVqpycHMMfB8HD9AwAgFDxGrC2bNniamGqrKxUVFSUioqK9OWXXzY6Nioqyi2MBGLy5MmaPHlyQMfabDbFxsbKbDbr3HPPdW13jr1qODbLCCaTSSaTyfDronUwPQMAIJS8BqyNGzdq48aNbtv+93//1+OxzQlYTWEymZSVlaW33npLV199tWv7pk2b1KdPH5100klBe2xEJqZnAACEkseAtXz58tauw68ZM2boxhtv1Pz585Wdna2PP/5YGzdu1IMPPuh23PDhw5WTk6N7773XtW3Lli06ceKEvvjiC0l1M8InJibqlFNO0SmnnNKqzwOtwzk9Q/2QFRctdUv2uzoUAAAtFtBSOeHinXfeabRUzqRJk9yOycrK0oQJEzR37lzXtksvvVQHDhxodL3f/e53uvHGGwN6bJbKiTyri62aV3RcVfVCFmOxAACtIaICVigRsCLT1yXVunjVEdXU/rwtPkb6IK8bY7EAAEFDfwnatIPltW7hSvp5LBYAAMFCwELYKKmw6z1zlUoq7P4PDhBL5QAAQoGAhbCwutiqEUsPKff5Eo1Yekiri42ZOd+5VI4zZJlYKgcA0AoIWAg5b3NWtaQlq2FrmHOkISMOAQCtgX4ShFxL5qyqvxSOc9B6/Rnc46KlWodk/ylYVdcy4SgAIPgIWAg5T3NWBTJOqmGQ+s1ZScodkujWGlZd2/g8JhwFAAQbXYQIqkAGrjvHScX/lHfiAxgn1bBbsbpWWrXdqrF/O9KoNawhBrkDAIKNTxkETVMWW84dkqRx/RK0+0iNBmTE+u2+89StKP3cFVhfbHTdXxK22sDCGwAALUXAQlA0Z7Hl9MSYgLvtPHUr1hcXXdeq5QxUTQlvAAC0FAGrDfM0ALy1BHuxZWe34txNx2VrMM4qPkbaMC1Dhyy1boGKMVcAgNZCwGqjmtI9FwzNHbjeFM5uxcc/sOiZT62y2X9useqbHqe+6YY9FAAATcJahAGKpLUISyrsGrH0UKNw09rr79VfbNkZfIIV8koq7HQBAgDCBi1YbVCwu+cC1dSB6y3RlPFbAAAEGwGrDWqN7rlAEXwAAO0R82C1Qc2ZVwoAABiHFqw2qjW75wAAgDsCVhtG9xwAAKFBFyEAAIDBCFgAAAAGI2ABAAAYjIAFAABgMAIWAACAwQhYAAAABiNgwa+SCrveM1eppMLu/2AAAMA8WPBtdbFVc4uOy2aXTDHS3CAu2AwAQFtBCxa8Kqmwu8KVVLe24byi47RkAQDgBwELXu06XOO2YLQkVdml3UdqQlMQAAARgoAFrwZ2jZWpwUo78THSwAx6lgEA8IWABa/SE2M0NztN8T+FrPgYaU52mjqzcDQAAD7RFAGfcockaVy/BO0+UqMBGbFKJ1wBAOAXAQt+pSfGaFRvghUAAIGKqID17rvvatmyZfr222/VvXt3XXfddZo4caLPcz7//HO9+OKL+vTTT3XkyBF17dpVF110ka6//np16NChlSoHAADtScQErOLiYt1+++2aNGmS8vPztW3bNt13331KTExUdna21/M2bdqk77//Xv/93/+tXr166ZtvvtGKFSu0c+dOLV++vBWfAQAAaC8iJmA9+eSTGjx4sO666y5JUlZWlvbt26cVK1b4DFi//e1v1alTJ9fPWVlZSk1N1d13361du3Zp4MCBQa8dAAC0LxHxLUKbzabt27c3ClJjx47V3r17tX//fq/n1g9XTv3795ckHTlyxNhCAQAAFCEBa9++faqpqVFmZqbb9j59+kiSzGZzk65XXFwsSY2uh/DCGogAgEgVEV2EZWVlkqSUlBS37ampqW77A1FaWqonnnhCF1xwgXr16uX1OJvNJpvN5vrZarU2pWS0EGsgAgAiWcgClsVi0dGjR/0e16NHD8Mes6amxjWG68477/R5bGFhoVauXGnYYyNw3tZAHNcvgXm4AAARIWQBq6ioSPfff7/f41588UVXS5XFYnHb52y5cu73xeFwaN68efr888+1cuVKdenSxefx06ZNU25urutnq9WqnJwcv4+DlvO1BiLzcQEAIkHIAtbkyZM1efLkgI612WyKjY2V2WzWueee69ruHHsVyFiqv/71ryoqKtLixYvVr18/v8ebTCaZTKaA6oOxnGsg1g9ZLV0DsaTCrl2HazSwK7PRAwCCLyIGuZtMJmVlZemtt95y275p0yb16dNHJ510ks/zn3rqKa1Zs0Zz5szRsGHDglkqDGD0Goiri60asfSQcp8v0Yilh7S6mPF0AIDgiohB7pI0Y8YM3XjjjZo/f76ys7P18ccfa+PGjXrwwQfdjhs+fLhycnJ07733SpI2btyoxx57TJdccol69OihHTt2uI7t2bOnx2kcEHpGrYHIeC4AQChETMAaMmSIFi5cqGXLlumVV15R9+7ddffddzeaG8tut6u2ttb189atWyVJb7zxht544w23Y+fMmaNLL700+MWjWYxYA5HxXACAUIhyOByOUBcRCSwWi0aPHq3NmzcrOTk51OUgQCUVdo1YeqjReK6ted2a3eUIAIA/ETEGC6ET6ZN9Gj2eCwCAQERMFyFaX1uZ7NOo8VwAAASKFix45G1weCS3ZI3qHU+4AgC0CgIWPPI1OBwAAPhGwIJHzsk+62vpZJ8AALQXBCx4xOBwAACaj+YIeMXgcAAAmoeABZ+MmOwTAID2hi5CAAAAgxGwAAAADEbAAgAAMBgBCwAAwGAELAAAAIMRsAAAAAxGwAIAADAYAQsAAMBgBCwAAACDEbAAAAAMRsACAAAwGAELAADAYAQsAAAAgxGwAAAADEbAAgAAMBgBCwAAwGAELAAAAIMRsAAAAAxGwAIAADAYAQsAAMBgBCwAAACDEbAAAAAMRsACAAAwWGyoC2iKd999V8uWLdO3336r7t2767rrrtPEiRN9nrNv3z4tWrRIX331lUpLS5WamqozzzxTeXl56t27dytVDgAA2pOIacEqLi7W7bffrtNPP11LlizRmDFjdN9996moqMjneSdOnFB6erpmz56tJUuW6Oabb9a3336rmTNnqrS0tHWKBwAA7UqUw+FwhLqIQNx0002qqKjQqlWrXNv+/Oc/66uvvtLatWubdK3vvvtOU6ZM0f33369x48YFdI7FYtHo0aO1efNmJScnN+nxAABA+xIRLVg2m03bt29Xdna22/axY8dq79692r9/f5Oul5aWJkmqrq42rEYAAACniAhY+/btU01NjTIzM9229+nTR5JkNpv9XqO2tlY1NTXav3+/Fi5cqG7duunCCy8MQrUAAKC9i4hB7mVlZZKklJQUt+2pqalu+32ZM2eO3njjDUlSz549tXTpUp9dfTabTTabzfWz1Wptct0AAKB9ClnAslgsOnr0qN/jevToYcjjzZw5U1dddZUOHjyo5557Tnl5efrb3/6m7t27ezy+sLBQK1euNOSxAQBA+xKygFVUVKT777/f73Evvviiq6XKYrG47XO2XDn3+9KjRw/16NFDgwcP1qhRo3TZZZfp6aef1h133OHx+GnTpik3N9f1s9VqVU5Ojt/HAQAACFnAmjx5siZPnhzQsTabTbGxsTKbzTr33HNd251jrxqOzfInISFBffr00b59+7weYzKZZDKZmnRdBF9JhV27DtdoYNdYpSfGhLocAAA8iohB7iaTSVlZWXrrrbfctm/atEl9+vTRSSed1KTrWSwW/ec//zGs+xGtY3WxVSOWHlLu8yUasfSQVhczLg4AEJ4iYpC7JM2YMUM33nij5s+fr+zsbH388cfauHGjHnzwQbfjhg8frpycHN17772SpBUrVshisejMM89Up06ddODAAf3jH/+QzWbT1VdfHYqngmYoqbBrbtFx2ex1P9vs0ryi4xrXL4GWLABA2ImYgDVkyBAtXLhQy5Yt0yuvvKLu3bvr7rvvbjQ3lt1uV21trevnAQMGaPXq1dqwYYNOnDihjIwMnXXWWZo/f7569uzZ2k8DzbTrcI0rXDlV2aXdR2o0qjcBCwAQXiJmJvdQYyb30CqpsGvE0kNuISs+Rtqa102dacECAISZiBiDBaQnxmhudprif8pS8THSnOw0whUAICxFTBchkDskSeP6JWj3kRoNyOBbhACA8EXAQkRJT4xhzBUAIOzRRQgAAGAwAhbajJIKu94zV6mkwu7/YAAAgoguQrQJq4utrnmyTDHS3Ow05Q5JCnVZAIB2ihYshIxRLU7eJiGlJQsAECq0YCEkjGxxYhJSAEC4oQULrc7oFqeBXWNlapCj4mOkgRn8/QAACA0CFlqdrxan5mASUgBAuOFPfLQ6Z4tTw2VvWtLixCSkAIBwQgsWWl2wWpzqJiGNJ1wBAEKOFiyEBC1OAIC2jICFkGHZGwBAW0UXIQAAgMEIWAAAAAYjYAEAABiMgAUAAGAwAhYAAIDBCFgAAAAGI2ABAAAYjIAFAABgMAIWAACAwQhYAAAABiNgAQAAGIyABQAAYDACFgAAgMEIWAAAAAYjYAEAABiMgAUAAGAwAhYAAIDBIipgvfvuu7r66qs1cuRITZkyRevXr2/yNfLz85WVlaVnnnkmCBWiKUoq7HrPXKWSCnuoSwEAwFCxoS4gUMXFxbr99ts1adIk5efna9u2bbrvvvuUmJio7OzsgK6xZcsW7dy5M8iVIhCri62aW3RcNrtkipHmZqcpd0hSqMsCAMAQEdOC9eSTT2rw4MG66667lJWVpVmzZmns2LFasWJFQOfbbDYtWrRIs2fPDnKl8Kekwu4KV5Jks0vzio7TkgUAaDMiImDZbDZt3769UUvV2LFjtXfvXu3fv9/vNZ555hmlpKTo0ksvDVaZCNCuwzWucOVUZZd2H6kJTUEAABgsIgLWvn37VFNTo8zMTLftffr0kSSZzWaf5x88eFBPPfWUbr/9dkVFRQWpSgRqYNdYmWLct8XHSAMzIqbHGgAAnyIiYJWVlUmSUlJS3Lanpqa67ffmoYce0oUXXqjTTz894Me02WyyWCyu/6xWaxOrhjfpiTGam52m+J9CVnyMNCc7TZ0TY3yfCABAhAhZk4HFYtHRo0f9HtejR48WPc7WrVv14Ycf6qWXXmrSeYWFhVq5cmWLHhve5Q5J0rh+Cdp9pEYDMmKVTrgCALQhIQtYRUVFuv/++/0e9+KLL7paqiwWi9s+Z8uVc78nBQUFuvLKK5WQkKDy8nLX9qqqKpWXlzdqFXOaNm2acnNzXT9brVbl5OT4rReBS0+M0ajeBCsAQNsT5XA4HKEuwh+bzabzzz9ff/zjH3X11Ve7tr/77ru69dZbtX79ep100kkez83KyvJ57S1btig+Pt5vDRaLRaNHj9bmzZuVnJzctCfQxpVU2LXrcI0GdqUlCgAAKULmwTKZTMrKytJbb73lFrA2bdqkPn36eA1XkrR8+fJG22bOnKmpU6dqzJgxiouLC0rNbZGnIMV8VgAANBYRAUuSZsyYoRtvvFHz589Xdna2Pv74Y23cuFEPPvig23HDhw9XTk6O7r33XkneW7B69uzpt3ULP/MUpMb1S/A4n9W4fgm0ZAEA2rWICVhDhgzRwoULtWzZMr3yyivq3r277r777kZzY9ntdtXW1oaoyrbJ28SgnRKivc5nxdgqAEB7FjEBS5IuuOACXXDBBT6P2b59u9/rBHIMfuZtYtCoqLrWrPr7mM8KAIAImQcLoeVtYtDhJ5uYzwoAAA9oaoBfzolB5xUdV5XdPUgxnxUAAI0RsBAQX0GK+awAAHBHwELACFIAAASGMVgAAAAGI2ABAAAYjIAFAABgMAIWAACAwQhYAAAABiNgAQAAGIyABQAAYDACFgAAgMEIWAAAAAYjYAEAABiMgAUAAGAw1iIMkMPhkCRZrdYQVwIAQGRKSkpSVFRUqMtoFQSsAFVUVEiScnJyQlwJAACRafPmzUpOTg51Ga0iyuFsmoFPtbW1OnLkiBITEyMufVutVuXk5Oj1119XUlJSqMsJO9wf37g//nGPfOP++Nae7g8tWGgkOjpa3bp1C3UZLZKUlNRu/nJoDu6Pb9wf/7hHvnF/fOP+tC0McgcAADAYAQsAAMBgBKx2wGQy6Xe/+51MJlOoSwlL3B/fuD/+cY984/74xv1pmxjkDgAAYDBasAAAAAxGwAIAADAYAQsAAMBgzIPVRhUVFWnDhg3avXu3ysrK1KtXL1155ZWaOHFiu5nkrSkqKip0+eWX6/Dhw/r73/+uQYMGhbqksPHaa69pzZo1MpvN6tChgwYPHqyFCxcqISEh1KWF3DvvvKNVq1Zp79696tChg4YOHaqbbrpJPXv2DHVpre7777/XM888o507d2rPnj3q3bu3XnjhhUbHrVu3Tn//+9918OBB9e7dW3l5efrVr34Vgopbl7/7Y7FYtHr1am3ZskXfffedTCaTBg8erNmzZ6tv374hrBzNRQtWG7V69WolJCTo5ptv1iOPPKKRI0fqgQce0MqVK0NdWlh68sknZbfbQ11G2Pnb3/6mgoICjR07Vo8++qjuuusunXTSSaqtrQ11aSG3fft23X777TrllFNUUFCg/Px8ffXVV7rppptUWVkZ6vJa3Z49e7Rlyxb17NlTffr08XjM//3f/+mBBx7QmDFjtGTJEp1++um67bbbtGPHjlautvX5uz8HDx7U//7v/2rEiBGaP3++/vznP8tisei6667T3r17Q1AxWsyBNunYsWONtt1///2O888/32G321u/oDC2d+9ex3nnned48cUXHWeffbbj888/D3VJYWHv3r2OYcOGOd57771QlxKWHnjgAcfEiRMdtbW1rm3btm1znH322Y5PPvkkhJWFRv3fK3PmzHH813/9V6NjLrvsMsddd93ltm3atGmO3//+90GvL9T83Z+KigrHiRMn3LZZrVbHr3/9a8eCBQtapUYYixasNqpjx46NtvXv319Wq1UnTpxo/YLC2MKFCzV16lT17t071KWElVdffVU9evTQqFGjQl1KWKqpqWm0NqlzmRNHO5z9Jjra98fJvn379N1332nMmDFu28eOHatt27bJZrMFs7yQ83d/OnTo0KjbPTExUT179tSRI0eCWRqChIDVjhQXF6tr165tfjHRpigqKtKePXs0Y8aMUJcSdnbs2KFTTz1VTz75pMaMGaMRI0Zo+vTp2rlzZ6hLCwuXXnqpvvnmG61du1YWi0X79u3T448/rv79++vMM88MdXlhx2w2S5IyMzPdtmdmZqq6ulr79+9v/aLCXHl5ufbs2eO1yxXhjYDVThQXF+vNN9/UtddeG+pSwkZlZaUeeeQR5eXlscCqByUlJfrwww+1YcMG3XHHHVq0aJGioqI0e/Zs/fjjj6EuL+SGDh2qRYsW6bHHHtPo0aM1efJklZSUaMmSJYqJiQl1eWGnvLxckhr9W0tNTZUkHT9+vNVrCndLlixRVFSUpk6dGupS0AwErHbg0KFDuvPOO5WVlaWrrroq1OWEjb/97W9KT0/XxIkTQ11KWHI4HKqoqNCCBQuUnZ2t8847Tw8//LAkefx2WHvz73//W/fee68mT56s5cuXa/78+XI4HLr55pvb5SB3GGv9+vV6+eWXdccdd6hbt26hLgfNwDQNbVx5ebn+8Ic/KC0tTQsXLvQ7DqC9OHDggJ599lkVFBTIYrFIkmtsWkVFhSoqKpSYmBjKEkMuJSVFaWlpOu2001zb0tLS1L9/f+3ZsyeElYWHRYsWKSsrS7fccotr2+mnn64JEyZow4YNmjJlSgirCz8pKSmS6qYj6NKli2t7WVmZpLr3Fups2bJFDzzwgGbMmKEJEyaEuhw0EwGrDausrNTNN98si8WiwsJCusHq+eGHH1RdXa2bb7650b6ZM2fql7/8pZ566qlWryucnHLKKdq3b5/HfW19QHIgvvnmG11wwQVu27p166aOHTt6vW/tmXPsldlsdhuHZTabFRcXpx49eoSmsDCzY8cO3XHHHZowYYJmzpwZ6nLQAgSsNqqmpkZ33nmnzGazVq5cqa5du4a6pLDSv39/LV++3G3bV199pYcfflh33nmnBg8eHKLKwsevfvUrvfrqq/ryyy/Vv39/SVJpaal2796ta665JsTVhd4vfvEL7d69223bgQMHVFpaqpNOOilEVYWvnj17qlevXnrrrbc0evRo1/ZNmzbpnHPOUVxcXOiKCxPffPONbr75Zp1zzjm68847Q10OWoiA1UYtWLBA//rXv3TzzTfLarW6TeTXv39/mUymEFYXeikpKcrKyvK4b+DAgRowYEArVxR+Ro8erUGDBumOO+5QXl6e4uPj9dRTTykuLk6XX355qMsLualTp+qhhx7SokWL9Ktf/UrHjx/X3/72N3Xu3FnZ2dmhLq/VVVZW6r333pNUFzStVquKiookSWeffbY6deqkG264Qffcc4969uyps88+W5s2bdLOnTvbxQTI/u6Pw+HQ73//e8XHx+uaa67Rrl27XOcmJSXplFNOCUndaL4oR3ucsKUduPTSS3XgwAGP+9avX89f2B5s375dM2fOZKmcekpLS/XQQw/pX//6l6qrqzV06FDdeuut/LJX3ZcAXnrpJb300kvat2+fEhMTdcYZZ2j27NmNpiJoD/bv3+/1CyPLly93/UGzbt06Pf30066lcmbPnt0ulsrxd38kee0SPOuss/TEE08ErTYEBwELAADAYHylDAAAwGAELAAAAIMRsAAAAAxGwAIAADAYAQsAAMBgBCwAAACDEbAAAAAMRsACAAAwGEvlAPDLOcu9N4WFhTr99NOD9vhr1qxRSkqKLr300qA9hlH27dun5cuX66OPPlJ5ebm6deumSy65RNddd53i4+NDXR6AVkLAAhCwiy++WKNGjWq0/eSTTw7q4z733HP6xS9+EfYBy2w2a9q0abLb7fqv//ovnXTSSdqxY4eefPJJ7dy5U0uWLFFUVFSoywTQCghYAAI2YMAAjR8/PtRlGKqmpkZ2u92Q1qVHH31UFotFTz75pM4880xJdYtC9+7dW48//rjeeOONNnf/AHjGGCwAhnrzzTd1/fXX6/zzz9eoUaP029/+VkVFRR6Pu+WWW5STk6Nzzz1XF110kfLz8/Wf//zH7bisrCwdOHBAn3zyibKyslz/7d+/37V/7ty5ja7/6quvKisrS9u3b3dtW7FihbKysrRnzx49/PDDGj9+vEaOHKkdO3ZIkmw2m1atWqUrrrhCI0eO1OjRo3XLLbdo9+7dAT337du3q1evXq5w5eRseXv11VcDug6AyEcLFoCAVVZWqrS01G1bXFyckpKSJElLly7VqlWrNHLkSM2cOVPR0dF6++239ac//Un/7//9P11xxRWu81544QWlpaXpsssuU5cuXbRv3z69/PLLuv766/Xss8+qV69ekqS//OUvevjhh9WxY0dNnz7ddX6nTp2a/TzuuecexcfHKzc3V1FRUerSpYtqamr0+9//Xp999pnGjx+vK664QhaLxVXTypUrNWjQIJ/Xra6uVkJCQqPtzm2ff/65HA4H3YRAO0DAAhCwFStWaMWKFW7bxowZowcffFC7d+/WqlWrNG3aNM2ePdu1/6qrrlJ+fr4ef/xx5eTkuMLYo48+qg4dOrhdKycnR9dcc43WrFmjP/3pT5Kk8ePHa9myZercubNh3WvJyclaunSpYmN//hW4evVqffzxx3r00Ud17rnnurZffvnluvLKK/XXv/5VTzzxhM/rnnLKKdq7d6+OHj2qLl26uLY7W9EqKipUVlamtLQ0Q54HgPBFwAIQsMsuu0zZ2dlu29LT0yVJb7zxhqKiopSTk9Oolev888/XO++8ox07dmjEiBGS5ApXDodDVqtVNTU16tSpk3r37q2dO3cG9Xlcc801buHKWX9mZqYGDhzYqP7hw4fr9ddfV2VlpccWKqdrr71Wd999t/Lz8/WHP/xBJ510knbu3KlFixYpNjZWNTU1qqysJGAB7QABC0DAevXqpeHDh3vct3fvXjkcDl1++eVezy8pKXH9/+7du7V8+XJ9/PHHOnHihNtxPXr0MKZgL5zdj/Xt3btXVVVVjQJkfaWlperevbvX/ePGjVNpaamWL1+uG2+8UVJdF+q0adP03nvv6YsvvnC14AFo2whYAAwTFRWlJUuWKDra8/dnTj31VEnSwYMHdcMNNygpKUnXX3+9MjMzlZCQoKioKD300EONAldz2O12r/u8tUL17dtXt9xyi9fzAhn3ddVVV2nKlCn6+uuvZbPZdOqppyolJUVr165Vly5dlJyc7L94ABGPgAXAECeffLLef/99de/eXX369PF57Ntvv62Kigo9/PDDysrKctt3/PhxmUwmt22+BoWnpaXp+PHjjbb/8MMPTai+rv5jx47pnHPO8RoQA2UymdwGxH/xxRc6duyYJk2a1KLrAogcTNMAwBDOAeiPP/64x9aj+t2DzgDjcDjcjnn55ZfdjnPq0KGDysrKPD5ur169tGPHDlVWVrq2lZWVaf369U2qPycnRyUlJVq9erXH/Z7qCkRVVZUeeughmUwm/eY3v2nWNQBEHlqwABhi8ODBuuGGG/TEE0/ommuuUXZ2tjIyMnT06FHt2rVLW7Zs0datWyVJo0aN0qOPPqp7771XV1xxhVJSUvTvf/9b77//vnr27NkooJ1++ul65ZVXtGzZMvXp00dRUVE6//zz1aFDB11xxRW65557NHPmTI0fP17l5eVat26dfvGLXzQpFF199dX68MMPtXjxYm3btk3nnHOOkpKSdPDgQW3btk0mk6nRNygb2rNnj+bNm6fzzjtPXbt21Y8//qjXXntNP/zwg+69915lZmY2+b4CiEwELACGueGGGzRo0CD94x//0HPPPacTJ06oc+fOOvXUU3Xbbbe5juvZs6eWLFmixx9/XIWFhYqOjtaZZ56pFStWaOHChTpw4IDbdfPy8nT8+HGtXbtW5eXlcjgcWr9+vTp06KBLLrlER44c0QsvvKBHHnlEPXr00IwZMxQdHd2kbyPGxsbqr3/9q1588UVt2LDBFaYyMjI0ePBgTZgwwe81OnbsqK5du2rdunX68ccflZycrKFDh+ovf/mLfvnLXwZcC4DIF+Vo2EYPAACAFmEMFgAAgMEIWAAAAAYjYAEAABiMgAUAAGAwAhYAAIDBCFgAAAAGI2ABAAAYjIAFAABgMAIWAACAwQhYAAAABvv/Fa/5b9ba1KkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 10\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 11\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "feature 12\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import io\n", "\n", "from PIL import Image\n", "\n", "\n", "experiment = pipeline.experiment\n", "\n", "for feature in experiment.features():\n", " artifact = experiment.artifact(name=feature.name)\n", "\n", " buf = io.BytesIO(artifact.data)\n", " scatter_plot_image = Image.open(buf)\n", "\n", " print(feature.name)\n", " display(scatter_plot_image)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }