From 65053360c7533fc585bdb9f53abada1e9b39f564 Mon Sep 17 00:00:00 2001 From: Ben Zvan Date: Wed, 26 Jun 2019 09:41:11 -0500 Subject: [PATCH] Revert "Created using Colaboratory" This reverts commit 83b99c4109dce6ac7a6b5d2048e26f1ad60ef3f3. This commit was randomly created here when I connected to colaboratory --- ..._Intro_to_Visualizations_with_Python.ipynb | 219 ------------------ 1 file changed, 219 deletions(-) delete mode 100644 Attendee_Intro_to_Visualizations_with_Python.ipynb diff --git a/Attendee_Intro_to_Visualizations_with_Python.ipynb b/Attendee_Intro_to_Visualizations_with_Python.ipynb deleted file mode 100644 index 3cf5c98..0000000 --- a/Attendee_Intro_to_Visualizations_with_Python.ipynb +++ /dev/null @@ -1,219 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "Copy of Attendee Intro to Visualizations with Python.ipynb", - "version": "0.3.2", - "provenance": [], - "collapsed_sections": [], - "include_colab_link": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "cpwsxUdOthZh", - "colab_type": "text" - }, - "source": [ - "Import the California Housing dataset. \n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "fuynGZ8jDsca", - "colab_type": "code", - "colab": {} - }, - "source": [ - "DATASETS_URL = \"https://github.com/ageron/handson-ml/raw/master/datasets\"\n", - "import os\n", - "import tarfile\n", - "from six.moves import urllib\n", - "\n", - "\n", - "HOUSING_PATH = \"datasets/housing\"\n", - "HOUSING_URL = DATASETS_URL + \"/housing/housing.tgz\"\n", - "\n", - "def fetch_housing_data(housing_url=HOUSING_URL, housing_path=HOUSING_PATH):\n", - " if not os.path.exists(housing_path):\n", - " os.makedirs(housing_path)\n", - " tgz_path = os.path.join(housing_path, \"housing.tgz\")\n", - " urllib.request.urlretrieve(housing_url, tgz_path)\n", - " housing_tgz = tarfile.open(tgz_path)\n", - " housing_tgz.extractall(path=housing_path)\n", - " housing_tgz.close()\n", - " \n", - "fetch_housing_data()\n", - "import pandas as pd\n", - "\n", - "def load_housing_data(housing_path=HOUSING_PATH):\n", - " csv_path = os.path.join(housing_path, \"housing.csv\")\n", - " return pd.read_csv(csv_path)\n", - "housing = load_housing_data()\n" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "WosdC2Qq1t2e", - "colab_type": "code", - "outputId": "af80b7d0-6c88-4b82-9907-169b14bf0fc0", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 102 - } - }, - "source": [ - "h_ocean = 9136/20640\n", - "inland = 6551/20640\n", - "n_ocean = 2658/20640\n", - "n_bay = 2290/20640\n", - "island = 5/20640\n", - "\n", - "\n", - "print(h_ocean)\n", - "print(inland)\n", - "print(n_ocean)\n", - "print(n_bay)\n", - "print(island)" - ], - "execution_count": 0, - "outputs": [ - { - "output_type": "stream", - "text": [ - "0.44263565891472867\n", - "0.31739341085271316\n", - "0.12877906976744186\n", - "0.11094961240310078\n", - "0.00024224806201550387\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "hNfIJI1Y1TRY", - "colab_type": "code", - "outputId": "84cc951a-a7a4-49be-8e8e-c2d43beaae84", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 406 - } - }, - "source": [ - "# Pie chart\n", - "labels = ['<1H OCEAN', 'INLAND', 'NEAR OCEAN', 'NEAR BAY', 'ISLAND']\n", - "sizes = [44, 32, 13, 11, 0.2]\n", - "#colors\n", - "colors = ['#66b3ff','#A5D6A7', '#D7CCC8', '#FDD835', '#263238']\n", - " \n", - "fig1, ax1 = plt.subplots()\n", - "patches, texts, autotexts = ax1.pie(sizes, colors = colors, labels=labels, autopct='%1.1f%%', startangle=90)\n", - "for text in texts:\n", - " text.set_color('black')\n", - "for autotext in autotexts:\n", - " autotext.set_color('black')\n", - "# Equal aspect ratio ensures that pie is drawn as a circle\n", - "ax1.axis('equal') \n", - "plt.tight_layout()\n", - "plt.legend(loc = 'upper left')\n", - "plt.show()" - ], - "execution_count": 0, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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GTRQeRU15HfX0/dgTZqDm/oiq2rSOSgiv4fEJDcCgQYPYu3cviYmJJe4bHx9PcnIyN998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\ntYphYNgbA8HORaFxgfFlUpHXdAo4AcPAsLtUcdJ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- "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "P1i1ZlpF8w_G", - "colab_type": "text" - }, - "source": [ - "Let's move on to another type of plot that is useful for showing correlations. We would expect to see a correlation between the income and the house value, as more income would most likely mean a nicer home." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "TQ3EUT1q1s0B", - "colab_type": "code", - "outputId": "ff85fdb6-9259-414e-b591-8885f623e533", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 701 - } - }, - "source": [ - "# Set up the matplotlib figure\n", - "f, ax = plt.subplots(figsize=(12, 10))\n", - "plt.title('Pearson Correlation of Housing Features')\n", - "\n", - "# Draw the heatmap using seaborn\n", - "sns.heatmap(housing.corr(),linewidths=0.25, square=True, cmap = \"BrBG\", linecolor='black', annot=True)" - ], - "execution_count": 0, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 45 - }, - { - "output_type": "display_data", - "data": { - "image/png": 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o1h6X8/Ji766HVz7JyMggIz0dj3KehWLKay1b0dReoYLmviOHDvHehx/oJ+kX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b4+rg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c3N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\nTkSuQmCC\n", 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