{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Predict steel plate faults\n", "\n", "Before proceeding, review the [API quickstart guide](https://docs.datarobot.com/en/docs/api/api-quickstart/index.html) to ensure that your client and API credentials have been properly configured.\n", "\n", "To run this notebook on your own, click the download icon in the top right of the page.\n", "\n", "* [Download training data](https://s3.amazonaws.com/datarobot-use-case-datasets/steel_plates_fault_training.csv)\n", "* [Download prediction data](https://s3.amazonaws.com/datarobot-use-case-datasets/steel_plates_fault_testing.csv)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "### Import libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "autoscroll": "auto" }, "outputs": [], "source": [ "!pip install datarobot umap-learn nbformat hdbscan" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "autoscroll": "auto" }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import datarobot as dr\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mtick\n", "import numpy as np\n", "import pandas as pd\n", "\n", "light_blue = \"#598fd6\"\n", "grey_blue = \"#5f728b\"\n", "orange = \"#dd6b3d\"" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Connect to DataRobot\n", "\n", "Read more about different options for [connecting to DataRobot from the client](https://docs.datarobot.com/en/docs/api/api-quickstart/api-qs.html)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# If the config file is not in the default location described in the API Quickstart guide, '~/.config/datarobot/drconfig.yaml', then you will need to call\n", "# dr.Client(config_path='path-to-drconfig.yaml')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Import data\n", "\n", "DataRobot hosts the dataset used in this notebook via the URL used in the snippet below. Read in the data directly from the URL into a [pandas DataFrame](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html) and display the results to verify all of the data looks correct." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "autoscroll": "auto" }, "outputs": [ { "data": { "text/html": [ "
\n", " | X_Minimum | \n", "X_Maximum | \n", "Y_Minimum | \n", "Y_Maximum | \n", "Pixels_Areas | \n", "X_Perimeter | \n", "Y_Perimeter | \n", "Sum_of_Luminosity | \n", "Minimum_of_Luminosity | \n", "Maximum_of_Luminosity | \n", "... | \n", "Edges_X_Index | \n", "Edges_Y_Index | \n", "Outside_Global_Index | \n", "LogOfAreas | \n", "Log_X_Index | \n", "Log_Y_Index | \n", "Orientation_Index | \n", "Luminosity_Index | \n", "SigmoidOfAreas | \n", "Fault | \n", "
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0 | \n", "42 | \n", "50 | \n", "270900 | \n", "270944 | \n", "267 | \n", "17 | \n", "44 | \n", "24220 | \n", "76 | \n", "108 | \n", "... | \n", "0.4706 | \n", "1.0000 | \n", "1.0 | \n", "2.4265 | \n", "0.9031 | \n", "1.6435 | \n", "0.8182 | \n", "-0.2913 | \n", "0.5822 | \n", "0 | \n", "
1 | \n", "645 | \n", "651 | \n", "2538079 | \n", "2538108 | \n", "108 | \n", "10 | \n", "30 | \n", "11397 | \n", "84 | \n", "123 | \n", "... | \n", "0.6000 | \n", "0.9667 | \n", "1.0 | \n", "2.0334 | \n", "0.7782 | \n", "1.4624 | \n", "0.7931 | \n", "-0.1756 | \n", "0.2984 | \n", "0 | \n", "
2 | \n", "853 | \n", "860 | \n", "369370 | \n", "369415 | \n", "176 | \n", "13 | \n", "45 | \n", "18996 | \n", "99 | \n", "126 | \n", "... | \n", "0.5385 | \n", "1.0000 | \n", "1.0 | \n", "2.2455 | \n", "0.8451 | \n", "1.6532 | \n", "0.8444 | \n", "-0.1568 | \n", "0.5212 | \n", "0 | \n", "
3 | \n", "1289 | \n", "1306 | \n", "498078 | \n", "498335 | \n", "2409 | \n", "60 | \n", "260 | \n", "246930 | \n", "37 | \n", "126 | \n", "... | \n", "0.2833 | \n", "0.9885 | \n", "1.0 | \n", "3.3818 | \n", "1.2305 | \n", "2.4099 | \n", "0.9338 | \n", "-0.1992 | \n", "1.0000 | \n", "0 | \n", "
4 | \n", "430 | \n", "441 | \n", "100250 | \n", "100337 | \n", "630 | \n", "20 | \n", "87 | \n", "62357 | \n", "64 | \n", "127 | \n", "... | \n", "0.5500 | \n", "1.0000 | \n", "1.0 | \n", "2.7993 | \n", "1.0414 | \n", "1.9395 | \n", "0.8736 | \n", "-0.2267 | \n", "0.9874 | \n", "0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
95 | \n", "1554 | \n", "1564 | \n", "3375744 | \n", "3375765 | \n", "134 | \n", "13 | \n", "21 | \n", "13356 | \n", "89 | \n", "111 | \n", "... | \n", "0.7692 | \n", "1.0000 | \n", "1.0 | \n", "2.1271 | \n", "1.0000 | \n", "1.3222 | \n", "0.5238 | \n", "-0.2213 | \n", "0.3509 | \n", "0 | \n", "
96 | \n", "980 | \n", "992 | \n", "333332 | \n", "333435 | \n", "970 | \n", "57 | \n", "103 | \n", "97514 | \n", "66 | \n", "133 | \n", "... | \n", "0.2105 | \n", "1.0000 | \n", "1.0 | \n", "2.9868 | \n", "1.0792 | \n", "2.0128 | \n", "0.8835 | \n", "-0.2146 | \n", "0.9980 | \n", "0 | \n", "
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98 | \n", "225 | \n", "235 | \n", "719009 | \n", "719024 | \n", "116 | \n", "17 | \n", "15 | \n", "11656 | \n", "71 | \n", "127 | \n", "... | \n", "0.5882 | \n", "1.0000 | \n", "1.0 | \n", "2.0645 | \n", "1.0000 | \n", "1.1761 | \n", "0.3333 | \n", "-0.2150 | \n", "0.2660 | \n", "0 | \n", "
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\n", "\n", " | Fault | \n", "X_Minimum | \n", "X_Maximum | \n", "Y_Minimum | \n", "Y_Maximum | \n", "Pixels_Areas | \n", "X_Perimeter | \n", "Y_Perimeter | \n", "Sum_of_Luminosity | \n", "Minimum_of_Luminosity | \n", "... | \n", "Outside_X_Index | \n", "Edges_X_Index | \n", "Edges_Y_Index | \n", "Outside_Global_Index | \n", "LogOfAreas | \n", "Log_X_Index | \n", "Log_Y_Index | \n", "Orientation_Index | \n", "Luminosity_Index | \n", "SigmoidOfAreas | \n", "
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\n", "\n", " | Steel_Plate_Thickness | \n", "X_Minimum | \n", "X_Maximum | \n", "Y_Minimum | \n", "Y_Maximum | \n", "Pixels_Areas | \n", "X_Perimeter | \n", "Y_Perimeter | \n", "Sum_of_Luminosity | \n", "Minimum_of_Luminosity | \n", "... | \n", "Edges_X_Index | \n", "Edges_Y_Index | \n", "Outside_Global_Index | \n", "LogOfAreas | \n", "Log_X_Index | \n", "Log_Y_Index | \n", "Orientation_Index | \n", "Luminosity_Index | \n", "SigmoidOfAreas | \n", "Fault | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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5 | \n", "80 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "... | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "132 | \n", "
6 | \n", "85 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "... | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "
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8 | \n", "100 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "... | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "137 | \n", "
9 | \n", "120 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "... | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "21 | \n", "
10 | \n", "125 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "... | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "5 | \n", "
11 | \n", "130 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "... | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "8 | \n", "
12 | \n", "140 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "... | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
13 | \n", "143 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "... | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "17 | \n", "
14 | \n", "150 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "... | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "25 | \n", "
15 | \n", "175 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "... | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "
16 | \n", "180 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "... | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "
17 | \n", "185 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "... | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "
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21 | \n", "250 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "... | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
22 | \n", "290 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "... | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "
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24 rows × 28 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0.650177 | \n", "0.000000 | \n", "99 | \n", "184 | \n", "0 | \n", "0 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.650177 | \n", "1.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "1.000000 | \n", "
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2 | \n", "0.660777 | \n", "0.058824 | \n", "96 | \n", "184 | \n", "3 | \n", "0 | \n", "1.000000 | \n", "0.000000 | \n", "0.030303 | \n", "0.141115 | \n", "1.000000 | \n", "0.657143 | \n", "0.983075 | \n", "0.010601 | \n", "0.989399 | \n", "2.858586 | \n", "1.010714 | \n", "
3 | \n", "0.671378 | \n", "0.114286 | \n", "93 | \n", "184 | \n", "6 | \n", "0 | \n", "1.000000 | \n", "0.000000 | \n", "0.060606 | \n", "0.200644 | \n", "1.000000 | \n", "0.664260 | \n", "0.959606 | \n", "0.021201 | \n", "0.978799 | \n", "2.858586 | \n", "1.021661 | \n", "
4 | \n", "0.674912 | \n", "0.148148 | \n", "91 | \n", "183 | \n", "8 | \n", "1 | \n", "0.994565 | \n", "0.005435 | \n", "0.080808 | \n", "0.204855 | \n", "0.888889 | \n", "0.667883 | \n", "0.953366 | \n", "0.031802 | \n", "0.968198 | \n", "2.540965 | \n", "1.027233 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
107 | \n", "0.388693 | \n", "0.533693 | \n", "0 | \n", "11 | \n", "99 | \n", "173 | \n", "0.059783 | \n", "0.940217 | \n", "1.000000 | \n", "0.147510 | \n", "0.363971 | \n", "1.000000 | \n", "0.002711 | \n", "0.961131 | \n", "0.038869 | \n", "1.040441 | \n", "1.538043 | \n", "
108 | \n", "0.381625 | \n", "0.530831 | \n", "0 | \n", "9 | \n", "99 | \n", "175 | \n", "0.048913 | \n", "0.951087 | \n", "1.000000 | \n", "0.132940 | \n", "0.361314 | \n", "1.000000 | \n", "0.002690 | \n", "0.968198 | \n", "0.031802 | \n", "1.032847 | \n", "1.538043 | \n", "
109 | \n", "0.371025 | \n", "0.526596 | \n", "0 | \n", "6 | \n", "99 | \n", "178 | \n", "0.032609 | \n", "0.967391 | \n", "1.000000 | \n", "0.107955 | \n", "0.357401 | \n", "1.000000 | \n", "0.002546 | \n", "0.978799 | \n", "0.021201 | \n", "1.021661 | \n", "1.538043 | \n", "
110 | \n", "0.360424 | \n", "0.522427 | \n", "0 | \n", "3 | \n", "99 | \n", "181 | \n", "0.016304 | \n", "0.983696 | \n", "1.000000 | \n", "0.075926 | \n", "0.353571 | \n", "1.000000 | \n", "0.002377 | \n", "0.989399 | \n", "0.010601 | \n", "1.010714 | \n", "1.538043 | \n", "
111 | \n", "0.349823 | \n", "0.518325 | \n", "0 | \n", "0 | \n", "99 | \n", "184 | \n", "0.000000 | \n", "1.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.349823 | \n", "0.000000 | \n", "0.002022 | \n", "1.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "
112 rows × 17 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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2 | \n", "1617 | \n", "1629 | \n", "183688 | \n", "183711 | \n", "201 | \n", "22 | \n", "23 | \n", "20993 | \n", "79 | \n", "126 | \n", "... | \n", "1.3617 | \n", "0.4783 | \n", "-0.1840 | \n", "0.4564 | \n", "2 | \n", "1.0 | \n", "0.749462 | \n", "0.5 | \n", "0.250538 | \n", "0.749462 | \n", "
3 | \n", "1259 | \n", "1271 | \n", "1918092 | \n", "1918128 | \n", "324 | \n", "30 | \n", "36 | \n", "30269 | \n", "65 | \n", "124 | \n", "... | \n", "1.5563 | \n", "0.6667 | \n", "-0.2701 | \n", "0.7037 | \n", "3 | \n", "0.0 | \n", "0.413906 | \n", "0.5 | \n", "0.586094 | \n", "0.413906 | \n", "
4 | \n", "11 | \n", "20 | \n", "2845229 | \n", "2845256 | \n", "182 | \n", "20 | \n", "27 | \n", "16337 | \n", "72 | \n", "109 | \n", "... | \n", "1.4314 | \n", "0.6667 | \n", "-0.2987 | \n", "0.4025 | \n", "4 | \n", "0.0 | \n", "0.191696 | \n", "0.5 | \n", "0.808304 | \n", "0.191696 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
168 | \n", "1673 | \n", "1687 | \n", "1891620 | \n", "1891638 | \n", "86 | \n", "23 | \n", "18 | \n", "6442 | \n", "28 | \n", "101 | \n", "... | \n", "1.2553 | \n", "0.2222 | \n", "-0.4148 | \n", "0.4170 | \n", "168 | \n", "1.0 | \n", "0.617201 | \n", "0.5 | \n", "0.382799 | \n", "0.617201 | \n", "
169 | \n", "18 | \n", "40 | \n", "2133912 | \n", "2133915 | \n", "54 | \n", "22 | \n", "3 | \n", "6479 | \n", "87 | \n", "158 | \n", "... | \n", "0.4771 | \n", "-0.8636 | \n", "-0.0626 | \n", "0.1715 | \n", "169 | \n", "1.0 | \n", "0.966580 | \n", "0.5 | \n", "0.033420 | \n", "0.966580 | \n", "
170 | \n", "983 | \n", "1005 | \n", "895625 | \n", "895642 | \n", "102 | \n", "42 | \n", "22 | \n", "12942 | \n", "114 | \n", "141 | \n", "... | \n", "1.2305 | \n", "-0.2273 | \n", "-0.0087 | \n", "0.6173 | \n", "170 | \n", "1.0 | \n", "0.860090 | \n", "0.5 | \n", "0.139910 | \n", "0.860090 | \n", "
171 | \n", "196 | \n", "209 | \n", "157035 | \n", "157044 | \n", "60 | \n", "20 | \n", "14 | \n", "7508 | \n", "117 | \n", "135 | \n", "... | \n", "0.9542 | \n", "-0.3077 | \n", "-0.0224 | \n", "0.2253 | \n", "171 | \n", "1.0 | \n", "0.528807 | \n", "0.5 | \n", "0.471193 | \n", "0.528807 | \n", "
172 | \n", "271 | \n", "291 | \n", "1488866 | \n", "1488885 | \n", "204 | \n", "38 | \n", "22 | \n", "23155 | \n", "105 | \n", "126 | \n", "... | \n", "1.2787 | \n", "-0.0500 | \n", "-0.1132 | \n", "0.6268 | \n", "172 | \n", "1.0 | \n", "0.682884 | \n", "0.5 | \n", "0.317116 | \n", "0.682884 | \n", "
173 rows × 33 columns
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