From e3dc16d51f7bf31c2dd480a11319f72fa3328f02 Mon Sep 17 00:00:00 2001 From: gedeck Date: Mon, 8 Jul 2024 09:44:32 -0400 Subject: [PATCH] Created using Colab --- ModernStatistics/notebooks/Chap001.ipynb | 785 ++++++++++++++++------- 1 file changed, 561 insertions(+), 224 deletions(-) diff --git a/ModernStatistics/notebooks/Chap001.ipynb b/ModernStatistics/notebooks/Chap001.ipynb index 38e2b55..39d5ef1 100644 --- a/ModernStatistics/notebooks/Chap001.ipynb +++ b/ModernStatistics/notebooks/Chap001.ipynb @@ -32,14 +32,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "719e02f5", "metadata": { - "id": "719e02f5" + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "719e02f5", + "outputId": "b4534694-62dc-4be9-b13d-f2dbf42a8fd1" }, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m198.9/198.9 kB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m13.1/13.1 MB\u001b[0m \u001b[31m3.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m553.4/553.4 kB\u001b[0m \u001b[31m13.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Building wheel for diversipy (setup.py) ... \u001b[?25l\u001b[?25hdone\n" + ] + } + ], "source": [ - "!pip install outdated pingouin mistat --quiet" + "!pip install outdated pingouin mistat KDEpy --quiet" ] }, { @@ -64,43 +80,19 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "f3f9458d", - "metadata": { - "id": "f3f9458d", - "outputId": "7e80d4aa-ac9b-4e51-ac67-55020f694e0a" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: mistat in /usr/local/lib/python3.10/site-packages (0.1.13)\n", - "Requirement already satisfied: pyDOE2 in /usr/local/lib/python3.10/site-packages (from mistat) (1.3.0)\n", - "Requirement already satisfied: diversipy in /usr/local/lib/python3.10/site-packages (from mistat) (0.8)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.10/site-packages (from diversipy->mistat) (1.26.4)\n", - "Requirement already satisfied: scipy in /usr/local/lib/python3.10/site-packages (from diversipy->mistat) (1.13.0)\n", - "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", - "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "pip install mistat" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "127f0f1f", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "127f0f1f", - "outputId": "b35d25e3-1971-43a0-bb5b-0fac3dbc2aa8" + "outputId": "39e63dc5-07ca-4472-f284-ced33523dd32" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "0 1.008\n", "1 1.098\n", @@ -119,16 +111,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "a872f264", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "a872f264", - "outputId": "36af6609-c669-4b36-c8dd-5d283792d89b" + "outputId": "20468e4c-a986-4821-a8df-f73e6be5b327" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "1.008 1.098 1.120 0.423 1.021\n", "1.069 0.271 0.431 1.095 1.088\n", @@ -161,16 +156,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "17681551", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "17681551", - "outputId": "b93bc79e-bbc1-49e7-eb94-0e51a6d1c3db" + "outputId": "43b90ce6-2eeb-4b5f-fcde-f133ca24de8f" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0,\\\\\n", "1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1.\\\\\n" @@ -190,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "c11c22bd", "metadata": { "id": "c11c22bd" @@ -202,16 +200,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "4e357c55", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "4e357c55", - "outputId": "6d19536d-95a6-48b7-a990-50236ec5cbf7" + "outputId": "46e53c89-161f-4d26-8c8b-86f2e4a71397" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "[1 1 0 1 0 0 1 0 0 0 0 1 0 0 0 0 1 0 1 1 0 0 1 0 0 1 1 1 1\n", " 1 1 0 0 1 0 0 1 0 1 1 1 1 1 0 0 1 0 1 1 1]\n" @@ -229,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "e374b68e", "metadata": { "id": "e374b68e" @@ -241,22 +242,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "d6807159", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "d6807159", - "outputId": "76b17fc3-4161-4e36-cfe0-9c4d39d67add" + "outputId": "a43e39ed-5c46-4ca9-949f-790729924a81" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -273,22 +278,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "7d780db7", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "7d780db7", - "outputId": "336bbf78-e75b-4d1f-b25f-56b1ecf62fd8" + "outputId": "7d1c549d-e400-4582-973d-0bcbdd7db77d" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -304,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "a638fa0a", "metadata": { "id": "a638fa0a" @@ -316,22 +325,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "31b26f84", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, "id": "31b26f84", - "outputId": "c67be836-3a15-4911-f184-acb1720790ba" + "outputId": "d1e907b8-769f-4901-86a9-48ef053c82b1" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -362,22 +375,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "4feb609b", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 455 + }, "id": "4feb609b", - "outputId": "cff46676-3540-4883-8542-3bc08eb7830e" + "outputId": "84ab6325-f0f8-441b-9329-c82ec7058d9a" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -432,22 +449,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "de60e8b9", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, "id": "de60e8b9", - "outputId": "7c795814-335f-473c-f8ce-1f1f3b580217" + "outputId": "8cc8637a-b856-4091-d06e-317d15e5dec9" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -461,22 +482,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "30063470", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, "id": "30063470", - "outputId": "8fd773db-123e-4cd8-ab59-113c57824a45" + "outputId": "7bfe02a3-8488-470e-b5af-e27839ef437f" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAGdCAYAAAD0e7I1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAs5ElEQVR4nO3de3QU9cH/8c+GkEASslyzSZRAgFRA7hcxwoMWIpda5VYrlueIyIEWA4rghXhMEMqt2AcVS6HKI6iHi9qK10qhXIJCiNxR0QiYShSSWJVdkpgAyfz+8Mc+LiGYSWbZ3en7dc6ew35nMny+fuXkc2ZnZh2GYRgCAACwqbBABwAAAPAnyg4AALA1yg4AALA1yg4AALA1yg4AALA1yg4AALA1yg4AALA1yg4AALC18EAHCAZVVVU6efKkmjRpIofDEeg4AACgFgzD0JkzZ5SYmKiwsJrP31B2JJ08eVKtW7cOdAwAAFAHBQUFuvrqq2vcTtmR1KRJE0k//MeKjY0NcBoAAFAbHo9HrVu39v4erwllR/J+dBUbG0vZAQAgxPzUJShcoAwAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGwtoGVnx44duvXWW5WYmCiHw6HXX3/dZ7thGMrKylJCQoIaN26stLQ0HT161Gefb7/9VuPGjVNsbKyaNm2qiRMnqqSk5ArOAgAABLOAlp3S0lJ1795dy5Ytu+T2xYsXa+nSpVqxYoVyc3MVHR2toUOHqry83LvPuHHj9PHHH2vz5s16++23tWPHDk2ePPlKTQEAAAQ5h2EYRqBDSJLD4dCGDRs0cuRIST+c1UlMTNTMmTP14IMPSpLcbrdcLpdWr16tsWPH6pNPPlHnzp21Z88e9enTR5K0ceNG/eIXv9CXX36pxMTEWv3dHo9HTqdTbrdbsbGxfpkfAAD/aQzDUFlZmSQpKipKDofD0uPX9vd30F6zk5+fr8LCQqWlpXnHnE6n+vXrp5ycHElSTk6OmjZt6i06kpSWlqawsDDl5ubWeOyKigp5PB6fFwAAsFZZWZliYmIUExPjLT2BELRlp7CwUJLkcrl8xl0ul3dbYWGh4uLifLaHh4erefPm3n0uZeHChXI6nd5X69atLU4PAACCRdCWHX/KyMiQ2+32vgoKCgIdCQAA+EnQlp34+HhJUlFRkc94UVGRd1t8fLyKi4t9tp8/f17ffvutd59LiYyMVGxsrM8LAADYU9CWneTkZMXHx2vLli3eMY/Ho9zcXKWmpkqSUlNTdfr0ae3bt8+7z9atW1VVVaV+/fpd8cwAACD4hAfyLy8pKdGxY8e87/Pz83Xw4EE1b95cSUlJmj59uubNm6eUlBQlJycrMzNTiYmJ3ju2OnXqpGHDhmnSpElasWKFzp07p6lTp2rs2LG1vhMLAADYW0DLzt69e/Xzn//c+37GjBmSpPHjx2v16tV6+OGHVVpaqsmTJ+v06dMaMGCANm7cqEaNGnl/Zs2aNZo6daoGDx6ssLAwjRkzRkuXLr3icwEAAMEpaJ6zE0g8ZwcAAOuVlpYqJiZG0g+f5kRHR1t6/JB/zg4AAIAVKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWKDsAAMDWwgMdAACAmhiGobKyskDHQB2VlpYGOoIkyg4AIEgZhqEBAwZo165dgY6CEMfHWACAoFRWVkbRsYn+/fsrKioqYH8/Z3YAAEGvqKhI0dHRgY6BOoqKipLD4QjY30/ZAQAEvejoaMoO6oyPsQAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK1RdgAAgK0FddmprKxUZmamkpOT1bhxY7Vv316///3vZRiGdx/DMJSVlaWEhAQ1btxYaWlpOnr0aABTAwCAYBLUZecPf/iDli9frj/96U/65JNP9Ic//EGLFy/WM888491n8eLFWrp0qVasWKHc3FxFR0dr6NChKi8vD2ByAAAQLMIDHeBydu3apREjRuiWW26RJLVt21br1q3TBx98IOmHszpPPfWUHnvsMY0YMUKS9OKLL8rlcun111/X2LFjA5YdAAAEh6A+s3PDDTdoy5Yt+uyzzyRJhw4d0vvvv6/hw4dLkvLz81VYWKi0tDTvzzidTvXr1085OTk1HreiokIej8fnBQAA7Cmoz+zMmjVLHo9HHTt2VIMGDVRZWan58+dr3LhxkqTCwkJJksvl8vk5l8vl3XYpCxcu1Jw5c/wXHAAABI2gPrPzyiuvaM2aNVq7dq3279+vF154QX/84x/1wgsv1Ou4GRkZcrvd3ldBQYFFiQEAQLAJ6jM7Dz30kGbNmuW99qZr16764osvtHDhQo0fP17x8fGSpKKiIiUkJHh/rqioSD169KjxuJGRkYqMjPRrdgAAEByC+sxOWVmZwsJ8IzZo0EBVVVWSpOTkZMXHx2vLli3e7R6PR7m5uUpNTb2iWQEAQHAK6jM7t956q+bPn6+kpCRde+21OnDggJYsWaJ77rlHkuRwODR9+nTNmzdPKSkpSk5OVmZmphITEzVy5MjAhgcAAEEhqMvOM888o8zMTN17770qLi5WYmKifvvb3yorK8u7z8MPP6zS0lJNnjxZp0+f1oABA7Rx40Y1atQogMkBAECwcBg/fhzxfyiPxyOn0ym3263Y2NhAxwEASCotLVVMTIwkqaSkRNHR0QFOhGBT29/fQX3NDgAAQH1RdgAAgK2ZLjtt27bV3LlzdeLECX/kAQAAsJTpsjN9+nS99tprateunW6++WatX79eFRUV/sgGAABQb3UqOwcPHtQHH3ygTp06adq0aUpISNDUqVO1f/9+f2QEAACoszpfs9OrVy8tXbpUJ0+e1OzZs7Vy5Ur17dtXPXr00PPPPy9u8gIAAMGgzs/ZOXfunDZs2KBVq1Zp8+bNuv766zVx4kR9+eWXevTRR/XPf/5Ta9eutTIrAACAaabLzv79+7Vq1SqtW7dOYWFhuuuuu/Tkk0+qY8eO3n1GjRqlvn37WhoUAACgLkyXnb59++rmm2/W8uXLNXLkSDVs2LDaPsnJyd4v7wQAAAgk02Xn888/V5s2bS67T3R0tFatWlXnUAAAAFYxfYFycXGxcnNzq43n5uZq7969loQCAACwiumyk56eroKCgmrjX331ldLT0y0JBQAAYBXTZefIkSPq1atXtfGePXvqyJEjloQCAACwiumyExkZqaKiomrjp06dUnh4ne9kBwAA8AvTZWfIkCHKyMiQ2+32jp0+fVqPPvqobr75ZkvDAQAA1JfpUzF//OMfNXDgQLVp00Y9e/aUJB08eFAul0svvfSS5QEBAADqw3TZueqqq3T48GGtWbNGhw4dUuPGjTVhwgTdeeedl3zmDgAAQCDV6SKb6OhoTZ482eosAAAAlqtT2Tl69Ki2bdum4uJiVVVV+WzLysqyJBgAAIAVTJed5557TlOmTFHLli0VHx8vh8Ph3eZwOCg7AAAgqJguO/PmzdP8+fP1yCOP+CMPAACApUzfev7dd9/p9ttv90cWAAAAy5kuO7fffrs2bdrkjywAAACWM/0xVocOHZSZmandu3era9eu1W43v++++ywLBwAAUF8OwzAMMz+QnJxc88EcDn3++ef1DnWleTweOZ1Oud1uxcbGBjoOAEBSaWmpYmJiJEklJSWKjo4OcCIEm9r+/jZ9Zic/P79ewQAAAK4k09fsXHD27Fnl5eXp/PnzVuYBAACwlOmyU1ZWpokTJyoqKkrXXnutTpw4IUmaNm2aFi1aZHlAAACA+jBddjIyMnTo0CFt375djRo18o6npaXp5ZdftjQcAABAfZm+Zuf111/Xyy+/rOuvv97n6cnXXnutjh8/bmk4AACA+jJ9Zufrr79WXFxctfHS0lKf8gMAABAMTJedPn366J133vG+v1BwVq5cqdTUVOuSAQAAWMD0x1gLFizQ8OHDdeTIEZ0/f15PP/20jhw5ol27dik7O9sfGQEAAOrM9JmdAQMG6ODBgzp//ry6du2qTZs2KS4uTjk5Oerdu7c/MgIAANSZ6TM7ktS+fXs999xzVmcBAACwnOmyc+G5OjVJSkqqcxgAAACrmS47bdu2vexdV5WVlfUKBAAAYCXTZefAgQM+78+dO6cDBw5oyZIlmj9/vmXBAAAArGC67HTv3r3aWJ8+fZSYmKgnnnhCo0ePtiQYAACAFer8RaAXu+aaa7Rnzx6rDgcAAGAJ02d2PB6Pz3vDMHTq1Ck9/vjjSklJsSwYAACAFUyXnaZNm1a7QNkwDLVu3Vrr16+3LBgAAIAVTJedbdu2+bwPCwtTq1at1KFDB4WH1+mxPQAAAH5jup3ceOON/sgBAADgF6bLzptvvlnrfW+77TazhwcAALCU6bIzcuRIORwOGYbhM37xmMPh4AGDAAAg4Ezfer5p0yb16NFD7777rk6fPq3Tp0/r3XffVa9evfSPf/xDVVVVqqqqougAAICgYPrMzvTp07VixQoNGDDAOzZ06FBFRUVp8uTJ+uSTTywNCAAAUB+mz+wcP35cTZs2rTbudDr1r3/9y4JIAAAA1jF9Zqdv376aMWOGXnrpJblcLklSUVGRHnroIV133XWWBwSA+jAMQ2VlZYGOgTooLS0NdATYhOmy8/zzz2vUqFFKSkpS69atJUkFBQVKSUnR66+/bnU+AKgzwzA0YMAA7dq1K9BRAASQ6bLToUMHHT58WJs3b9ann34qSerUqZPS0tKqPVkZAAKprKyMomMD/fv3V1RUVKBjIITV6ZHHDodDQ4YM0cCBAxUZGUnJARD0ioqKFB0dHegYqIOoqCh+z6BeTJedqqoqzZ8/XytWrFBRUZE+++wztWvXTpmZmWrbtq0mTpzoj5wAUC/R0dGUHeA/lOm7sebNm6fVq1dr8eLFioiI8I536dJFK1eutDQcAABAfZkuOy+++KKeffZZjRs3Tg0aNPCOd+/e3XsNDwAAQLAwXXa++uordejQodp4VVWVzp07Z0koAAAAq5guO507d9Z7771Xbfyvf/2revbsaUmoH/vqq6/03//932rRooUaN26srl27au/evd7thmEoKytLCQkJaty4sdLS0nT06FHLcwAAgNBk+gLlrKwsjR8/Xl999ZWqqqr02muvKS8vTy+++KLefvttS8N999136t+/v37+85/r3XffVatWrXT06FE1a9bMu8/ixYu1dOlSvfDCC0pOTlZmZqaGDh2qI0eOqFGjRpbmAQAAocdhXPz15bXw3nvvae7cuTp06JBKSkrUq1cvZWVlaciQIZaGmzVrlnbu3HnJM0nSD2d1EhMTNXPmTD344IOSJLfbLZfLpdWrV2vs2LG1+ns8Ho+cTqfcbrdiY2Mtyw8gsEpLSxUTEyNJKikp4W4swGZq+/vb1MdY58+f19y5c5WcnKzNmzeruLhYZWVlev/99y0vOpL05ptvqk+fPrr99tsVFxennj176rnnnvNuz8/PV2FhodLS0rxjTqdT/fr1U05OTo3HraiokMfj8XkBAAB7MlV2wsPDtXjxYp0/f95feXx8/vnnWr58uVJSUvSPf/xDU6ZM0X333acXXnhBklRYWChJ3u/ousDlcnm3XcrChQvldDq9rwtfewEAAOzH9AXKgwcPVnZ2tj+yVFNVVaVevXppwYIF6tmzpyZPnqxJkyZpxYoV9TpuRkaG3G6391VQUGBRYgAAEGxMX6A8fPhwzZo1Sx9++KF69+5d7TPw2267zbJwCQkJ6ty5s89Yp06d9Le//U2SFB8fL+mHx8AnJCR49ykqKlKPHj1qPG5kZKQiIyMtywkAAIKX6bJz7733SpKWLFlSbZvD4VBlZWX9U/1//fv3V15ens/YZ599pjZt2kiSkpOTFR8fry1btnjLjcfjUW5urqZMmWJZDgAAELrq9N1YV8oDDzygG264QQsWLNCvf/1rffDBB3r22Wf17LPPSvqhXE2fPl3z5s1TSkqK99bzxMREjRw58orlBAAAwavW1+wkJSXpm2++8b7/05/+5Pe7mPr27asNGzZo3bp16tKli37/+9/rqaee0rhx47z7PPzww5o2bZomT56svn37qqSkRBs3buQZOwAAQJKJ5+yEhYWpsLBQcXFxkqTY2FgdPHhQ7dq182vAK4Hn7AD2xHN2AHvzy3N2fqwOzyIEAAC44upcdgAAAEKBqQuUV65c6T0lfP78ea1evVotW7b02ee+++6zLh0AAEA91fqanbZt28rhcFz+YA6HPv/8c0uCXUlcswPYE9fsAPZW29/ftT6z869//cuKXAAAAFcU1+wAAABbo+wAAABbo+wAAABbo+wAAABbo+wAAABbq1PZOX78uB577DHdeeedKi4uliS9++67+vjjjy0NBwAAUF+my052dra6du2q3NxcvfbaayopKZEkHTp0SLNnz7Y8IAAAQH2YLjuzZs3SvHnztHnzZkVERHjHBw0apN27d1saDgAAoL5Ml50PP/xQo0aNqjYeFxenf//735aEAgAAsIrpstO0aVOdOnWq2viBAwd01VVXWRIKAADAKqbLztixY/XII4+osLBQDodDVVVV2rlzpx588EHddddd/sgIAABQZ6bLzoIFC9SxY0e1bt1aJSUl6ty5swYOHKgbbrhBjz32mD8yAgAA1Fmtv/X8YidOnNBHH32kkpIS9ezZUykpKVZnu2L41nPAnvjWc8DeLP/W8wvef/99DRgwQElJSUpKSqpXSAAAAH8z/THWoEGDlJycrEcffVRHjhzxRyYAAADLmC47J0+e1MyZM5Wdna0uXbqoR48eeuKJJ/Tll1/6Ix8AAEC9mC47LVu21NSpU7Vz504dP35ct99+u1544QW1bdtWgwYN8kdGAACAOqvXF4EmJydr1qxZWrRokbp27ars7GyrcgEAAFiizmVn586duvfee5WQkKDf/OY36tKli9555x0rswEAANSb6buxMjIytH79ep08eVI333yznn76aY0YMUJRUVH+yAcAAFAvpsvOjh079NBDD+nXv/61WrZs6Y9MAAAAljFddnbu3OmPHAAAAH5Rq7Lz5ptvavjw4WrYsKHefPPNy+572223WRIMAADACrUqOyNHjlRhYaHi4uI0cuTIGvdzOByqrKy0KhsAAEC91arsVFVVXfLPAAAAwc70recvvviiKioqqo2fPXtWL774oiWhAAAArGK67EyYMEFut7va+JkzZzRhwgRLQgEAAFjFdNkxDEMOh6Pa+Jdffimn02lJKAAAAKvU+tbznj17yuFwyOFwaPDgwQoP/78fraysVH5+voYNG+aXkAAAAHVV67Jz4S6sgwcPaujQoYqJifFui4iIUNu2bTVmzBjLAwIAANRHrcvO7NmzJUlt27bVHXfcoUaNGvktFAAAgFVMP0F5/Pjx/sgBAADgF6bLTmVlpZ588km98sorOnHihM6ePeuz/dtvv7UsHAAAQH2Zvhtrzpw5WrJkie644w653W7NmDFDo0ePVlhYmB5//HE/RAQAAKg702VnzZo1eu655zRz5kyFh4frzjvv1MqVK5WVlaXdu3f7IyMAAECdmS47hYWF6tq1qyQpJibG+4DBX/7yl3rnnXesTQcAAFBPpsvO1VdfrVOnTkmS2rdvr02bNkmS9uzZo8jISGvTAQAA1JPpsjNq1Cht2bJFkjRt2jRlZmYqJSVFd911l+655x7LAwIAANSHwzAMoz4HyMnJUU5OjlJSUnTrrbdaleuK8ng8cjqdcrvdio2NDXQcABYpLS31PgC1pKRE0dHRAU4EwEq1/f1t+tbzi6Wmpio1NbW+hwEAAPCLWpWdN998s9YHvO222+ocBgAAwGq1KjsXvhfrpzgcDlVWVtYnDwAAgKVqVXaqqqr8nQMAAMAvTN+NBQAAEEpMX6A8d+7cy27PysqqcxgAAACrmS47GzZs8Hl/7tw55efnKzw8XO3bt6fsAACAoGK67Bw4cKDamMfj0d13361Ro0ZZEgoAAMAqllyzExsbqzlz5igzM9OKwwEAAFjGsguU3W6390tBAQAAgoXpj7GWLl3q894wDJ06dUovvfSShg8fblkwAAAAK5guO08++aTP+7CwMLVq1Urjx49XRkaGZcEAAACsYPpjrPz8fJ/X8ePHtXv3bi1YsEBNmjTxR0avRYsWyeFwaPr06d6x8vJypaenq0WLFoqJidGYMWNUVFTk1xwAACB0hMxDBffs2aO//OUv6tatm8/4Aw88oLfeekuvvvqqsrOzdfLkSY0ePTpAKQEAQLAx/TFWeXm5nnnmGW3btk3FxcXVvkpi//79loW7oKSkROPGjdNzzz2nefPmecfdbrf+93//V2vXrtWgQYMkSatWrVKnTp20e/duXX/99ZZnAQAAocV02Zk4caI2bdqkX/3qV7ruuuvkcDj8kctHenq6brnlFqWlpfmUnX379uncuXNKS0vzjnXs2FFJSUnKycmpsexUVFSooqLC+97j8fgvPAAACCjTZeftt9/W3//+d/Xv398feapZv3699u/frz179lTbVlhYqIiICDVt2tRn3OVyqbCwsMZjLly4UHPmzLE6KgAACEKmr9m56qqr/H4h8gUFBQW6//77tWbNGjVq1Miy42ZkZHifC+R2u1VQUGDZsQEAQHAxXXb+53/+R4888oi++OILf+TxsW/fPhUXF6tXr14KDw9XeHi4srOztXTpUoWHh8vlcuns2bM6ffq0z88VFRUpPj6+xuNGRkYqNjbW5wUAAOzJ9MdYffr0UXl5udq1a6eoqCg1bNjQZ/u3335rWbjBgwfrww8/9BmbMGGCOnbsqEceeUStW7dWw4YNtWXLFo0ZM0aSlJeXpxMnTig1NdWyHAAAIHSZLjt33nmnvvrqKy1YsEAul8uvFyg3adJEXbp08RmLjo5WixYtvOMTJ07UjBkz1Lx5c8XGxmratGlKTU3lTiwAACCpDmVn165dysnJUffu3f2Rx7Qnn3xSYWFhGjNmjCoqKjR06FD9+c9/DnQsAAAQJEyXnY4dO+r777/3R5Za2b59u8/7Ro0aadmyZVq2bFlgAgEAgKBm+gLlRYsWaebMmdq+fbu++eYbeTwenxcAAEAwMX1mZ9iwYZJ+uHj4xwzDkMPhUGVlpTXJAAAALGC67Gzbts0fOQAAAPzCdNm58cYb/ZEDAADAL0yXnR07dlx2+8CBA+scBgAAwGqmy85NN91UbezHz9rhmh0AABBMTN+N9d133/m8iouLtXHjRvXt21ebNm3yR0YAAIA6M31mx+l0Vhu7+eabFRERoRkzZmjfvn2WBAMAALCC6TM7NXG5XMrLy7PqcAAAAJYwfWbn8OHDPu8Nw9CpU6e0aNEi9ejRw6pcAAAAljBddnr06CGHwyHDMHzGr7/+ej3//POWBQMAALCC6bKTn5/v8z4sLEytWrVSo0aNLAsFAABgFdNlp02bNv7IAQAA4Be1vkB569at6ty58yW/7NPtduvaa6/Ve++9Z2k4AACA+qp12Xnqqac0adIkxcbGVtvmdDr129/+VkuWLLE0HAAAQH3VuuwcOnTI+43nlzJkyBCesQMAAIJOrctOUVGRGjZsWOP28PBwff3115aEAgAAsEqty85VV12ljz76qMbthw8fVkJCgiWhAAAArFLrsvOLX/xCmZmZKi8vr7bt+++/1+zZs/XLX/7S0nAAAAD15TAufjpgDYqKitSrVy81aNBAU6dO1TXXXCNJ+vTTT7Vs2TJVVlZq//79crlcfg3sDx6PR06nU263+5IXYAMITaWlpYqJiZEklZSUKDo6OsCJAFiptr+/a/2cHZfLpV27dmnKlCnKyMjwPkHZ4XBo6NChWrZsWUgWHQAAYG+mHirYpk0b/f3vf9d3332nY8eOyTAMpaSkqFmzZv7KBwAAUC+mn6AsSc2aNVPfvn2tzgIAAGC5Wl+gDAAAEIooOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNYoOwAAwNaCuuwsXLhQffv2VZMmTRQXF6eRI0cqLy/PZ5/y8nKlp6erRYsWiomJ0ZgxY1RUVBSgxAAAINgEddnJzs5Wenq6du/erc2bN+vcuXMaMmSISktLvfs88MADeuutt/Tqq68qOztbJ0+e1OjRowOYGgAABBOHYRhGoEPU1tdff624uDhlZ2dr4MCBcrvdatWqldauXatf/epXkqRPP/1UnTp1Uk5Ojq6//vpaHdfj8cjpdMrtdis2NtafUwBwBZWWliomJkaSVFJSoujo6AAnAmCl2v7+DuozOxdzu92SpObNm0uS9u3bp3PnziktLc27T8eOHZWUlKScnJwaj1NRUSGPx+PzAgAA9hQyZaeqqkrTp09X//791aVLF0lSYWGhIiIi1LRpU599XS6XCgsLazzWwoUL5XQ6va/WrVv7MzoAAAigkCk76enp+uijj7R+/fp6HysjI0Nut9v7KigosCAhAAAIRuGBDlAbU6dO1dtvv60dO3bo6quv9o7Hx8fr7NmzOn36tM/ZnaKiIsXHx9d4vMjISEVGRvozMgAACBJBfWbHMAxNnTpVGzZs0NatW5WcnOyzvXfv3mrYsKG2bNniHcvLy9OJEyeUmpp6peMCAIAgFNRndtLT07V27Vq98cYbatKkifc6HKfTqcaNG8vpdGrixImaMWOGmjdvrtjYWE2bNk2pqam1vhMLAADYW1CXneXLl0uSbrrpJp/xVatW6e6775YkPfnkkwoLC9OYMWNUUVGhoUOH6s9//vMVTgq7MgxDZWVlgY6BOvrxM7kA/OcKqefs+AvP2cGlGIahAQMGaNeuXYGOAgvwnB3Afmz5nB3gSiorK6Po2ET//v0VFRUV6BgAAiSoP8YCgkVRURFnBUJYVFSUHA5HoGMACBDKDlAL0dHRlB0ACFF8jAUAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGyNsgMAAGwtPNAB7MowDJWVlQU6BuqhtLQ00BEAABag7PhJWVmZYmJiAh0DAID/eHyMBfyE/v37KyoqKtAxAAB1xJkdP4mKilJJSUmgY8ACUVFRcjgcgY4BAKgjyo6fOBwORUdHBzoGAAD/8fgYCwAA2BplBwAA2BplBwAA2BplBwAA2BplBwAA2BplBwAA2BplBwAA2BplBwAA2BplBwAA2BplBwAA2Jptys6yZcvUtm1bNWrUSP369dMHH3wQ6EgAACAI2KLsvPzyy5oxY4Zmz56t/fv3q3v37ho6dKiKi4sDHQ0AAASYLcrOkiVLNGnSJE2YMEGdO3fWihUrFBUVpeeffz7Q0QAAQICF/Leenz17Vvv27VNGRoZ3LCwsTGlpacrJybnkz1RUVKiiosL73u12S5I8Ho9/wwIAAMtc+L1tGMZl9wv5svPvf/9blZWVcrlcPuMul0uffvrpJX9m4cKFmjNnTrXx1q1b+yUjAADwnzNnzsjpdNa4PeTLTl1kZGRoxowZ3vdVVVX69ttv1aJFCzkcDsv+Ho/Ho9atW6ugoECxsbGWHTeY2H2OzC/02X2OzC/02X2O/pyfYRg6c+aMEhMTL7tfyJedli1bqkGDBioqKvIZLyoqUnx8/CV/JjIyUpGRkT5jTZs29VdExcbG2vJ/4B+z+xyZX+iz+xyZX+iz+xz9Nb/LndG5IOQvUI6IiFDv3r21ZcsW71hVVZW2bNmi1NTUACYDAADBIOTP7EjSjBkzNH78ePXp00fXXXednnrqKZWWlmrChAmBjgYAAALMFmXnjjvu0Ndff62srCwVFhaqR48e2rhxY7WLlq+0yMhIzZ49u9pHZnZi9zkyv9Bn9zkyv9Bn9zkGw/wcxk/drwUAABDCQv6aHQAAgMuh7AAAAFuj7AAAAFuj7AAAAFuj7Fhgx44duvXWW5WYmCiHw6HXX3/dZ7thGMrKylJCQoIaN26stLQ0HT16NDBh6+Cn5nf33XfL4XD4vIYNGxaYsHWwcOFC9e3bV02aNFFcXJxGjhypvLw8n33Ky8uVnp6uFi1aKCYmRmPGjKn2IMtgVps53nTTTdXW8Xe/+12AEpuzfPlydevWzfvQstTUVL377rve7aG+fj81v1Beu0tZtGiRHA6Hpk+f7h0L9TW82KXmGMrr+Pjjj1fL3rFjR+/2QK8fZccCpaWl6t69u5YtW3bJ7YsXL9bSpUu1YsUK5ebmKjo6WkOHDlV5efkVTlo3PzU/SRo2bJhOnTrlfa1bt+4KJqyf7Oxspaena/fu3dq8ebPOnTunIUOGqLS01LvPAw88oLfeekuvvvqqsrOzdfLkSY0ePTqAqc2pzRwladKkST7ruHjx4gAlNufqq6/WokWLtG/fPu3du1eDBg3SiBEj9PHHH0sK/fX7qflJobt2F9uzZ4/+8pe/qFu3bj7job6GP1bTHKXQXsdrr73WJ/v777/v3Rbw9TNgKUnGhg0bvO+rqqqM+Ph444knnvCOnT592oiMjDTWrVsXgIT1c/H8DMMwxo8fb4wYMSIgefyhuLjYkGRkZ2cbhvHDejVs2NB49dVXvft88sknhiQjJycnUDHr5eI5GoZh3Hjjjcb9998fuFAWa9asmbFy5Upbrp9h/N/8DMM+a3fmzBkjJSXF2Lx5s8+c7LSGNc3RMEJ7HWfPnm107979ktuCYf04s+Nn+fn5KiwsVFpamnfM6XSqX79+ysnJCWAya23fvl1xcXG65pprNGXKFH3zzTeBjlRnbrdbktS8eXNJ0r59+3Tu3DmfNezYsaOSkpJCdg0vnuMFa9asUcuWLdWlSxdlZGSorKwsEPHqpbKyUuvXr1dpaalSU1Ntt34Xz+8CO6xdenq6brnlFp+1kuz1b7CmOV4Qyut49OhRJSYmql27dho3bpxOnDghKTjWzxZPUA5mhYWFklTtac4ul8u7LdQNGzZMo0ePVnJyso4fP65HH31Uw4cPV05Ojho0aBDoeKZUVVVp+vTp6t+/v7p06SLphzWMiIio9mWxobqGl5qjJP3mN79RmzZtlJiYqMOHD+uRRx5RXl6eXnvttQCmrb0PP/xQqampKi8vV0xMjDZs2KDOnTvr4MGDtli/muYnhf7aSdL69eu1f/9+7dmzp9o2u/wbvNwcpdBex379+mn16tW65pprdOrUKc2ZM0f/9V//pY8++igo1o+yg3obO3as989du3ZVt27d1L59e23fvl2DBw8OYDLz0tPT9dFHH/l81mw3Nc1x8uTJ3j937dpVCQkJGjx4sI4fP6727dtf6ZimXXPNNTp48KDcbrf++te/avz48crOzg50LMvUNL/OnTuH/NoVFBTo/vvv1+bNm9WoUaNAx/GL2swxlNdx+PDh3j9369ZN/fr1U5s2bfTKK6+ocePGAUz2Az7G8rP4+HhJqnbVeVFRkXeb3bRr104tW7bUsWPHAh3FlKlTp+rtt9/Wtm3bdPXVV3vH4+PjdfbsWZ0+fdpn/1Bcw5rmeCn9+vWTpJBZx4iICHXo0EG9e/fWwoUL1b17dz399NO2Wb+a5ncpobZ2+/btU3FxsXr16qXw8HCFh4crOztbS5cuVXh4uFwuV8iv4U/NsbKystrPhNo6/ljTpk31s5/9TMeOHQuKf4OUHT9LTk5WfHy8tmzZ4h3zeDzKzc31+bzdTr788kt98803SkhICHSUWjEMQ1OnTtWGDRu0detWJScn+2zv3bu3GjZs6LOGeXl5OnHiRMis4U/N8VIOHjwoSSGzjherqqpSRUWFLdbvUi7M71JCbe0GDx6sDz/8UAcPHvS++vTpo3Hjxnn/HOpr+FNzvNRH/qG2jj9WUlKi48ePKyEhITj+DV6Ry6Bt7syZM8aBAweMAwcOGJKMJUuWGAcOHDC++OILwzAMY9GiRUbTpk2NN954wzh8+LAxYsQIIzk52fj+++8DnLx2Lje/M2fOGA8++KCRk5Nj5OfnG//85z+NXr16GSkpKUZ5eXmgo9fKlClTDKfTaWzfvt04deqU91VWVubd53e/+52RlJRkbN261di7d6+RmppqpKamBjC1OT81x2PHjhlz58419u7da+Tn5xtvvPGG0a5dO2PgwIEBTl47s2bNMrKzs438/Hzj8OHDxqxZswyHw2Fs2rTJMIzQX7/LzS/U164mF9+ZFOpreCk/nmOor+PMmTON7du3G/n5+cbOnTuNtLQ0o2XLlkZxcbFhGIFfP8qOBbZt22ZIqvYaP368YRg/3H6emZlpuFwuIzIy0hg8eLCRl5cX2NAmXG5+ZWVlxpAhQ4xWrVoZDRs2NNq0aWNMmjTJKCwsDHTsWrvU3CQZq1at8u7z/fffG/fee6/RrFkzIyoqyhg1apRx6tSpwIU26afmeOLECWPgwIFG8+bNjcjISKNDhw7GQw89ZLjd7sAGr6V77rnHaNOmjREREWG0atXKGDx4sLfoGEbor9/l5hfqa1eTi8tOqK/hpfx4jqG+jnfccYeRkJBgREREGFdddZVxxx13GMeOHfNuD/T6OQzDMK7MOSQAAIArj2t2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArVF2AACArf0/161Dh04GQ+QAAAAASUVORK5CYII=", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -491,16 +516,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "850d07a5", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "850d07a5", - "outputId": "4edfde81-e4ae-43b4-da28-609b6b8819c7" + "outputId": "1f7dc38d-9966-4eda-c9e3-5222a79b96c8" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "0, 2, 0, 0, 1, 3, 0, 3, 1, 1, 0, 0, 1, 2, 0,\\\\\n", "0, 0, 1, 1, 3, 0, 1, 0, 0, 0, 5, 1, 0, 2, 0.\\\\\n" @@ -516,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "067a39d5", "metadata": { "id": "067a39d5" @@ -528,17 +556,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "da3f211b", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 143 + }, "id": "da3f211b", - "outputId": "026548c8-072f-48a3-d219-9f625eae516e" + "outputId": "865daa93-c456-410f-95a3-b8c4fb4ca6af" }, "outputs": [ { + "output_type": "execute_result", "data": { + "text/plain": [ + " plateID count\n", + "0 1 0\n", + "1 2 2\n", + "2 3 0" + ], "text/html": [ - "
\n", + "\n", + "
\n", + "
\n", "\n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" ], - "text/plain": [ - " plateID count\n", - "0 1 0\n", - "1 2 2\n", - "2 3 0" - ] + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "blemishes", + "summary": "{\n \"name\": \"blemishes\",\n \"rows\": 30,\n \"fields\": [\n {\n \"column\": \"plateID\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8,\n \"min\": 1,\n \"max\": 30,\n \"num_unique_values\": 30,\n \"samples\": [\n 28,\n 16,\n 24\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 5,\n \"num_unique_values\": 5,\n \"samples\": [\n 2,\n 5,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } }, - "execution_count": 18, "metadata": {}, - "output_type": "execute_result" + "execution_count": 17 } ], "source": [ @@ -598,16 +846,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "5d98ce6f", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "5d98ce6f", - "outputId": "795b7177-d0d6-4116-c03d-9e96ea230390" + "outputId": "ec78804e-f4c0-4e83-af31-c8ec634727be" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "2\n", "0\n" @@ -621,14 +872,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "5cd9915d", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "5cd9915d", - "outputId": "82d58b6d-16f4-4500-c978-aaccc5600913" + "outputId": "3b48d234-5132-4a9b-a9c2-f6071b7106fa" }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0 0\n", @@ -639,9 +894,8 @@ "Name: count, dtype: int64" ] }, - "execution_count": 20, "metadata": {}, - "output_type": "execute_result" + "execution_count": 19 } ], "source": [ @@ -650,22 +904,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "e7a9c7cc", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, "id": "e7a9c7cc", - "outputId": "cdabe3cc-552c-4d00-b8a1-7daeff8e966b" + "outputId": "7359e124-c689-4203-f9df-4d1ce8286bbf" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -682,22 +940,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "6dbc61a1", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "6dbc61a1", - "outputId": "0a543a7f-70c7-4a08-86a1-adb7258ce77c" + "outputId": "6cc945b1-b820-4b48-d5b3-5f2336139518" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -723,22 +985,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "8ad83f0c", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "8ad83f0c", - "outputId": "65ecac2d-6490-4351-8bdb-1cb136d2644d" + "outputId": "a72d62e7-7d78-4964-f1e6-34b8e29dfc5b" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -750,22 +1016,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "77f3ca1c", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "77f3ca1c", - "outputId": "b1b646e6-b502-4315-c089-ecd48dae9c4d" + "outputId": "de10d348-92e4-43f2-bded-bf9cd2720a2e" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -781,32 +1051,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "2caa90d5", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 881 + }, "id": "2caa90d5", - "outputId": "160e0fa7-0dae-4478-f547-033907dbf75a" + "outputId": "5124c4bf-dc57-4d38-8103-00946f47b2e7" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} }, { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -838,22 +1112,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "70b988a5", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "70b988a5", - "outputId": "d3124cd7-9748-42db-e96e-dd4af8a46c7e" + "outputId": "42b66006-30c8-40f8-ae63-f5c883ffc53c" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -874,16 +1152,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "fa99ed13", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "fa99ed13", - "outputId": "639c48a4-cec9-4e02-a433-4478db0fb9de" + "outputId": "9c41afc4-6f5d-4876-d0aa-38cbe1e30b33" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "0.00 0.1750\n", "0.25 0.3050\n", @@ -902,16 +1183,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "61ad31f4", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "61ad31f4", - "outputId": "9ba1b3f3-d89f-4f36-b844-e7faf6dda285" + "outputId": "02b98bb2-f485-4035-937f-047d84b3c37d" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "0.6524599999999999\n" ] @@ -923,16 +1207,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "f44c37c6", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "f44c37c6", - "outputId": "abfaf9e2-381e-4e0c-c7fa-1296e830ba0d" + "outputId": "2999dd48-c843-41e1-8d07-772d9abaa312" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "count 50.000000\n", "mean 0.652460\n", @@ -952,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "6efa425f", "metadata": { "id": "6efa425f" @@ -975,16 +1262,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "252bbcb8", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "252bbcb8", - "outputId": "667b6891-6d4f-4928-aed2-e975c69a0e21" + "outputId": "27b924cb-acb5-445a-9e56-12f1c10930e1" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "Skewness 0.4164\n", "Kurtosis -0.0080\n", @@ -1005,22 +1295,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "f72b92b9", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 455 + }, "id": "f72b92b9", - "outputId": "77913a39-eea8-4094-ab72-d8d1a4578254" + "outputId": "dbdb1ee7-eb09-42a6-e041-d19702fa47d6" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1043,22 +1337,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "f03b6765", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "f03b6765", - "outputId": "93601513-97ba-489d-fb1e-81ca80cecb57" + "outputId": "ea875622-275b-4944-99ee-c6b3c7b6afe3" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1082,7 +1380,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "e314b86e", "metadata": { "id": "e314b86e" @@ -1131,22 +1429,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "b83bd5ec", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, "id": "b83bd5ec", - "outputId": "5bb57a5e-d987-489e-aa33-37159e97d2de" + "outputId": "f91adac9-ec7c-445b-f924-898def4e9a09" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1157,22 +1459,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "1cf90363", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "1cf90363", - "outputId": "c3f14b5a-607e-441e-8199-ffd2198a3088" + "outputId": "77d24342-eedb-4ad8-c0c4-d36490e598ff" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1185,22 +1491,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "6145fba6", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "6145fba6", - "outputId": "b61132e8-263e-4892-dcce-46e46f18f780" + "outputId": "db07e755-0770-4985-d3cc-752e8ff02e3f" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1214,22 +1524,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "81324aca", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, "id": "81324aca", - "outputId": "27d007a7-921d-462e-d1ae-b489a22e925f" + "outputId": "5b1f2206-520c-4720-f269-0efa9fea8d80" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1254,22 +1568,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "1daa1499", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 433 + }, "id": "1daa1499", - "outputId": "6e7f7965-2ecb-4a46-df14-2a50ca035fa7" + "outputId": "f0e22f69-5c9e-4e89-bccc-750a2a4f06c4" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1281,7 +1599,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "e67556a7", "metadata": { "id": "e67556a7" @@ -1312,22 +1630,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "d311725f", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, "id": "d311725f", - "outputId": "84aede03-5223-4ea9-855b-03170ff30de4" + "outputId": "8ef235b6-9e28-4a25-e63b-ff666c13f6b7" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": "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", "text/plain": [ "
" - ] + ], + "image/png": "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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1356,16 +1678,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "6bef429a", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "6bef429a", - "outputId": "cd3387c8-3c6a-4fb2-dde1-1c48dcbb2c04" + "outputId": "59fb3719-3cc2-40b1-dc35-a4b24d484345" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ " 5 1 11344\n", " 15 1 5556677788\n", @@ -1388,16 +1713,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "78083b84", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "78083b84", - "outputId": "ce1b0862-a0ff-48cf-805b-fd9309e6323c" + "outputId": "870f204a-d0b6-4fd5-b6e9-f71c456e5739" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ " 5 21 01111\n", " 10 21 22333\n", @@ -1429,7 +1757,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "c81384f8", "metadata": { "id": "c81384f8" @@ -1465,16 +1793,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "f755c239", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "f755c239", - "outputId": "535cc49e-2bd2-4335-8757-7f9c925b7fac" + "outputId": "ae707f80-7431-418c-da57-506b17f3f83a" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ " untrimmed trimmed\n", "Min 210.896000 210.896000\n", @@ -1497,16 +1828,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "c1da740d", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "c1da740d", - "outputId": "2f91e599-f5ee-42f5-c567-6d2d59595bc3" + "outputId": "5861dcb0-526a-488e-a8ff-4424e49b26b2" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ " untrimmed trimmed\n", "Min 210.896000 210.896000\n", @@ -1533,16 +1867,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "f7f3b0f6", "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, "id": "f7f3b0f6", - "outputId": "c326df0e-5efc-4bdb-a823-82a61cd602f0" + "outputId": "a837e1fe-baea-4cf9-f357-273aebf11300" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "S_alpha 3.5896765570264395\n", "sigma: 3.587842846552984\n"