From d90fe401d06297430a5f4f3f1e2881ec091ca66d Mon Sep 17 00:00:00 2001 From: SamuelDiai <38350776+SamuelDiai@users.noreply.github.com> Date: Fri, 2 Apr 2021 03:11:24 +0200 Subject: [PATCH] Delete SGL_experiments.ipynb.txt --- SGL_experiments.ipynb.txt | 552 -------------------------------------- 1 file changed, 552 deletions(-) delete mode 100644 SGL_experiments.ipynb.txt diff --git a/SGL_experiments.ipynb.txt b/SGL_experiments.ipynb.txt deleted file mode 100644 index a446296..0000000 --- a/SGL_experiments.ipynb.txt +++ /dev/null @@ -1,552 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "GraphTimeSeries.ipynb", - "provenance": [], - "collapsed_sections": [], - "toc_visible": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "EOaNFbr0OpvB" - }, - "source": [ - "# Loading data" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "8BJtmu8fNk0f", - "outputId": "a9cec9db-9864-45d8-a4c7-2dc84ca0ac65" - }, - "source": [ - "!git clone https://github.com/SamuelDiai/SGL.git\n", - "%cd SGL" - ], - "execution_count": 3, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Cloning into 'SGL'...\n", - "remote: Enumerating objects: 148, done.\u001b[K\n", - "remote: Counting objects: 100% (148/148), done.\u001b[K\n", - "remote: Compressing objects: 100% (114/114), done.\u001b[K\n", - "remote: Total 148 (delta 72), reused 96 (delta 34), pack-reused 0\u001b[K\n", - "Receiving objects: 100% (148/148), 5.90 MiB | 15.93 MiB/s, done.\n", - "Resolving deltas: 100% (72/72), done.\n", - "/content/SGL\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Ky4K-2l9N3mk", - "outputId": "3a8da0d5-f8b0-4eca-ae6e-301b1a300a0a" - }, - "source": [ - "!wget -O ./data/cancer.tar.gz https://archive.ics.uci.edu/ml/machine-learning-databases/00401/TCGA-PANCAN-HiSeq-801x20531.tar.gz \n", - "!tar -xf ./data/cancer.tar.gz -C ./data/ --strip-components=1\n", - "!rm ./data/cancer.tar.gz\n", - "!mv ./data/data.csv ./data/data_cancer.csv\n", - "!mv ./data/labels.csv ./data/label_cancer.csv\n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "df_cancer = pd.read_csv('./data/data_cancer.csv')\n", - "y_cancer = pd.read_csv('./data/label_cancer.csv')\n", - "df_cancer.drop('Unnamed: 0', axis = 1, inplace = True)\n", - "y_cancer.drop('Unnamed: 0', axis = 1, inplace = True)\n", - "\n" - ], - "execution_count": 4, - "outputs": [ - { - "output_type": "stream", - "text": [ - "--2021-04-02 00:27:05-- https://archive.ics.uci.edu/ml/machine-learning-databases/00401/TCGA-PANCAN-HiSeq-801x20531.tar.gz\n", - "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", - "Connecting to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 72856320 (69M) [application/x-httpd-php]\n", - "Saving to: ‘./data/cancer.tar.gz’\n", - "\n", - "./data/cancer.tar.g 100%[===================>] 69.48M 35.2MB/s in 2.0s \n", - "\n", - "2021-04-02 00:27:07 (35.2 MB/s) - ‘./data/cancer.tar.gz’ saved [72856320/72856320]\n", - "\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "YHHChjmDJ7_K" - }, - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import seaborn as sns" - ], - "execution_count": 5, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "umUvaSOwHjsb" - }, - "source": [ - "# Two Moons Dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "iDdNwS6XJcTE" - }, - "source": [ - "Here we show the result of the algorithm for the two moons dataset. Here there are samples in each moon and we use the hyper-parameter k=2 caracterizing the number of component of the graph (approximately). " - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 696 - }, - "id": "31qrq-XbQfaO", - "outputId": "81f52241-19a7-4bd3-928c-9b856f2a5fa9" - }, - "source": [ - "from basic_experiments import two_moons, blops, circles\n", - "g_moons = two_moons(n=50, k_sgl=2)" - ], - "execution_count": 6, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Graph statistics:\n", - "Nodes: 100 Edges: 619\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 388 - }, - "id": "jOItWg6iJ0jB", - "outputId": "cad8f276-75c0-4a71-ca60-89a4fd50d4f7" - }, - "source": [ - "plt.figure(figsize = (9, 6))\n", - "\n", - "plt.plot(g_moons['objective_seq'])\n", - "plt.xlabel('iteration')\n", - "plt.ylabel('Objective');" - ], - "execution_count": 7, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hoAP7G9CIfYJ" - }, - "source": [ - "# Blops Dataset" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 696 - }, - "id": "NCjHnTXXQzL0", - "outputId": "927f4a89-9868-4b9b-fbae-7d2a52b53209" - }, - "source": [ - "g_blops = blops(n=50, k_sgl=3, k=3)" - ], - "execution_count": 8, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Graph statistics:\n", - "Nodes: 150 Edges: 720\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 390 - }, - "id": "y_DCQlPUQtfE", - "outputId": "0cf34f0b-0c1b-4e34-a0f2-6b7b8457d20a" - }, - "source": [ - "plt.figure(figsize = (9, 6))\n", - "\n", - "plt.plot(g_blops['objective_seq'])\n", - "plt.xlabel('iteration')\n", - "plt.ylabel('Objective');" - ], - "execution_count": 9, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DLFgO5VuIWEi" - }, - "source": [ - "# Circle dataset" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 696 - }, - "id": "BSJKea0mQ4tW", - "outputId": "813c9528-631c-4b15-9b0e-15b22a980d2f" - }, - "source": [ - "g_circle = circles(n=100, k_sgl=2)" - ], - "execution_count": 17, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Graph statistics:\n", - "Nodes: 100 Edges: 550\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 388 - }, - "id": "Fj0RsRaXQwUK", - "outputId": "d8d57fd1-8b94-4648-dc9a-3c388dc94f5f" - }, - "source": [ - "plt.figure(figsize = (9, 6))\n", - "\n", - "plt.plot(g_circle['objective_seq'])\n", - "plt.xlabel('iteration')\n", - "plt.ylabel('Objective');" - ], - "execution_count": 18, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AyEeLWlfIo04" - }, - "source": [ - "# Animals dataset" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 910 - }, - "id": "DX5p90GBRAO_", - "outputId": "9f1ccd51-6a32-4753-e4db-6030e5a67108" - }, - "source": [ - "from animals import animals\n", - "\n", - "g_animals = animals(k=5, n_iter=400, alpha=0, beta=1)" - ], - "execution_count": 12, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 388 - }, - "id": "S3a7UF1ZRHL8", - "outputId": "f795a72a-7066-435f-c447-eb4838618c64" - }, - "source": [ - "plt.figure(figsize = (9, 6))\n", - "\n", - "plt.plot(g_animals['objective_seq'])\n", - "plt.xlabel('iteration')\n", - "plt.ylabel('Objective');" - ], - "execution_count": 13, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 579 - }, - "id": "0QvlAc0aRydU", - "outputId": "a1fe3d9e-c68a-44ef-ff76-0231203b9fd1" - }, - "source": [ - "animals_name = ['Elephant', 'Rhino', 'Horse', 'Cow', 'Camel', 'Giraffe', 'Chimp',\n", - " 'Gorilla', 'Mouse', 'Squirrel', 'Tiger', 'Lion', 'Cat', 'Dog',\n", - " 'Wolf', 'Seal', 'Dolphin', 'Robin', 'Eagle', 'Chicken', 'Salmon',\n", - " 'Trout', 'Bee', 'Iguana', 'Alligator', 'Butterfly', 'Ant', 'Finch',\n", - " 'Penguin', 'Cockroach', 'Whale', 'Ostrich', 'Deer']\n", - "\n", - "plt.figure(figsize=(9,9))\n", - "_ = sns.heatmap(g_animals['laplacian'], cmap=\"coolwarm\",xticklabels=animals_name, yticklabels=animals_name)" - ], - "execution_count": 14, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "1Rz1WQqgIr5p" - }, - "source": [ - "# Cancer dataset" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "jaM3yMYpOvgi", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 910 - }, - "outputId": "c59306b1-2b28-44d7-b6ad-5e165ec6c934" - }, - "source": [ - "from cancer import Cancer\n", - "g = Cancer(df_cancer, y_cancer, alpha=5e-3, beta=100, k=5, n_iter=300)" - ], - "execution_count": 15, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 606 - }, - "id": "8IXblZNydTYT", - "outputId": "42de59e3-3264-4806-c549-5e0d5a8d8380" - }, - "source": [ - "plt.figure(figsize=(10, 10))\n", - "_ = plt.plot(g['objective_seq'])\n", - "_ = plt.xlabel('Iteration')\n", - "_ = plt.ylabel('Objective')" - ], - "execution_count": 16, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - } - ] -} \ No newline at end of file