|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "code", |
| 5 | + "execution_count": null, |
| 6 | + "id": "2142be9e-460c-45af-88aa-d356954b0caa", |
| 7 | + "metadata": {}, |
| 8 | + "outputs": [], |
| 9 | + "source": [ |
| 10 | + "import pygwalker as pyg\n", |
| 11 | + "import pandas as pd" |
| 12 | + ] |
| 13 | + }, |
| 14 | + { |
| 15 | + "cell_type": "code", |
| 16 | + "execution_count": null, |
| 17 | + "id": "7384b136-9098-482d-8914-1663547dc6ae", |
| 18 | + "metadata": {}, |
| 19 | + "outputs": [], |
| 20 | + "source": [ |
| 21 | + "df = pd.read_csv(\"https://kanaries-app.s3.ap-northeast-1.amazonaws.com/public-datasets/bike_sharing_dc.csv\")" |
| 22 | + ] |
| 23 | + }, |
| 24 | + { |
| 25 | + "cell_type": "code", |
| 26 | + "execution_count": null, |
| 27 | + "id": "45cbe3c8-6606-498b-a741-455425798cc9", |
| 28 | + "metadata": {}, |
| 29 | + "outputs": [], |
| 30 | + "source": [ |
| 31 | + "pyg.component(df).bar().encode(x=\"season\", y=\"sum(casual)\")" |
| 32 | + ] |
| 33 | + }, |
| 34 | + { |
| 35 | + "cell_type": "code", |
| 36 | + "execution_count": null, |
| 37 | + "id": "cf5f40ff-a2ed-44c6-9f85-d633b75fa020", |
| 38 | + "metadata": {}, |
| 39 | + "outputs": [], |
| 40 | + "source": [ |
| 41 | + "component = pyg.component(df)\n", |
| 42 | + "component_0 = component.encode(x=\"season\", y=\"sum(casual)\")" |
| 43 | + ] |
| 44 | + }, |
| 45 | + { |
| 46 | + "cell_type": "code", |
| 47 | + "execution_count": null, |
| 48 | + "id": "a98cf2a9-5286-4f4a-9279-d51a69d166bb", |
| 49 | + "metadata": {}, |
| 50 | + "outputs": [], |
| 51 | + "source": [ |
| 52 | + "component_0.bar()" |
| 53 | + ] |
| 54 | + }, |
| 55 | + { |
| 56 | + "cell_type": "code", |
| 57 | + "execution_count": null, |
| 58 | + "id": "d81d0c87-4c6f-42f8-8d22-8b32fc61384f", |
| 59 | + "metadata": {}, |
| 60 | + "outputs": [], |
| 61 | + "source": [ |
| 62 | + "component_0.area()" |
| 63 | + ] |
| 64 | + }, |
| 65 | + { |
| 66 | + "cell_type": "code", |
| 67 | + "execution_count": null, |
| 68 | + "id": "b5f1b05a-4b43-4f73-9558-1ce2edae81a3", |
| 69 | + "metadata": {}, |
| 70 | + "outputs": [], |
| 71 | + "source": [ |
| 72 | + "component_0.line()" |
| 73 | + ] |
| 74 | + }, |
| 75 | + { |
| 76 | + "cell_type": "code", |
| 77 | + "execution_count": null, |
| 78 | + "id": "9d8f9721-688f-4ade-aaaa-577be9bda56a", |
| 79 | + "metadata": {}, |
| 80 | + "outputs": [], |
| 81 | + "source": [ |
| 82 | + "component_0.trail()" |
| 83 | + ] |
| 84 | + }, |
| 85 | + { |
| 86 | + "cell_type": "code", |
| 87 | + "execution_count": null, |
| 88 | + "id": "901ecec4-cddc-4b74-afac-c82a7c52e98e", |
| 89 | + "metadata": {}, |
| 90 | + "outputs": [], |
| 91 | + "source": [ |
| 92 | + "component.scatter().encode(x=\"feeling_temp\", y=\"temperature\", color=\"humidity\")" |
| 93 | + ] |
| 94 | + }, |
| 95 | + { |
| 96 | + "cell_type": "code", |
| 97 | + "execution_count": null, |
| 98 | + "id": "98bb748f-0aaf-4b43-acbe-0524eafe10af", |
| 99 | + "metadata": {}, |
| 100 | + "outputs": [], |
| 101 | + "source": [ |
| 102 | + "component.circle().encode(x=\"feeling_temp\", y=\"temperature\", color=\"humidity\")" |
| 103 | + ] |
| 104 | + }, |
| 105 | + { |
| 106 | + "cell_type": "code", |
| 107 | + "execution_count": null, |
| 108 | + "id": "80c52a23-b3e3-4957-860f-21dd80b6ef47", |
| 109 | + "metadata": {}, |
| 110 | + "outputs": [], |
| 111 | + "source": [ |
| 112 | + "(\n", |
| 113 | + "component\n", |
| 114 | + " .rect()\n", |
| 115 | + " .encode(x='bin(\"feeling_temp\", 6)', y='bin(\"temperature\", 6)', color=\"MEAN(humidity)\")\n", |
| 116 | + " .layout(height=400, width=460)\n", |
| 117 | + ")" |
| 118 | + ] |
| 119 | + }, |
| 120 | + { |
| 121 | + "cell_type": "code", |
| 122 | + "execution_count": null, |
| 123 | + "id": "4cbf2edb-8bef-4190-986f-62b48517e7f4", |
| 124 | + "metadata": {}, |
| 125 | + "outputs": [], |
| 126 | + "source": [ |
| 127 | + "component.arc().encode(theta=\"SUM(registered)\", color=\"season\")" |
| 128 | + ] |
| 129 | + }, |
| 130 | + { |
| 131 | + "cell_type": "code", |
| 132 | + "execution_count": null, |
| 133 | + "id": "f622848b-6122-4ee4-a7b1-d8521520b63f", |
| 134 | + "metadata": {}, |
| 135 | + "outputs": [], |
| 136 | + "source": [ |
| 137 | + "component_0.bar().explorer()" |
| 138 | + ] |
| 139 | + }, |
| 140 | + { |
| 141 | + "cell_type": "code", |
| 142 | + "execution_count": null, |
| 143 | + "id": "aafdd3b4-6819-480f-9c34-70c8d1aa410e", |
| 144 | + "metadata": {}, |
| 145 | + "outputs": [], |
| 146 | + "source": [ |
| 147 | + "component_0.profiling()" |
| 148 | + ] |
| 149 | + }, |
| 150 | + { |
| 151 | + "cell_type": "code", |
| 152 | + "execution_count": null, |
| 153 | + "id": "bff819f3-209d-4a78-b723-103b70dfb2a5", |
| 154 | + "metadata": {}, |
| 155 | + "outputs": [], |
| 156 | + "source": [] |
| 157 | + } |
| 158 | + ], |
| 159 | + "metadata": { |
| 160 | + "kernelspec": { |
| 161 | + "display_name": "Python 3 (ipykernel)", |
| 162 | + "language": "python", |
| 163 | + "name": "python3" |
| 164 | + }, |
| 165 | + "language_info": { |
| 166 | + "codemirror_mode": { |
| 167 | + "name": "ipython", |
| 168 | + "version": 3 |
| 169 | + }, |
| 170 | + "file_extension": ".py", |
| 171 | + "mimetype": "text/x-python", |
| 172 | + "name": "python", |
| 173 | + "nbconvert_exporter": "python", |
| 174 | + "pygments_lexer": "ipython3", |
| 175 | + "version": "3.11.7" |
| 176 | + } |
| 177 | + }, |
| 178 | + "nbformat": 4, |
| 179 | + "nbformat_minor": 5 |
| 180 | +} |
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