diff --git a/.gitignore b/.gitignore index 9be43b8..ab59a67 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ *.csv .* +venv/ test/ data/ build/ diff --git a/Plotly/bar.ipynb b/Plotly/bar.ipynb new file mode 100644 index 0000000..62846bd --- /dev/null +++ b/Plotly/bar.ipynb @@ -0,0 +1,1212 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "import math\n", + "import numpy as np\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Colored and Styled -- Grouped(Stacked) Bar Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "rgb(158,202,225)", + "line": { + "color": "rgb(8,48,107)", + "width": 1.5 + }, + "opacity": 0.6 + }, + "name": "SF Zoo", + "text": [ + "gi: 20", + "or: 14", + "mo: 23", + "ti: 5", + "ra: 16" + ], + "textposition": "auto", + "type": "bar", + "uid": "8325a0bf-f6b1-4337-907a-96856cd48394", + "x": [ + "giraffes", + "orangutans", + "monkeys", + "tigers", + "rabbits" + ], + "y": [ + 20, + 14, + 23, + 5, + 16 + ] + }, + { + "name": "LA Zoo", + "type": "bar", + "uid": "d86180ce-9b1b-4206-9edc-540c8304f6c2", + "x": [ + "giraffes", + "orangutans", + "monkeys", + "tigers", + "rabbits" + ], + "y": [ + 12, + 18, + 29, + 8, + 21 + ] + } + ], + "layout": { + "bargap": 0.15, + "bargroupgap": 0.05, + "barmode": "group", + "legend": { + "bgcolor": "rgba(0, 0, 255, 0)", + "bordercolor": "rgba(0, 0, 255, 0)", + "x": 0, + "y": 1 + }, + "title": "SF and LA Zoo Bar", + "xaxis": { + "tickangle": -45, + "tickfont": { + "color": "rgb(107, 107, 107)", + "size": 14 + } + }, + "yaxis": { + "tickfont": { + "color": "rgb(107, 107, 107)", + "size": 14 + }, + "title": "number", + "titlefont": { + "color": "rgb(107, 107, 107)", + "size": 16 + } + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace0 = go.Bar(\n", + " x = ['giraffes', 'orangutans', 'monkeys', 'tigers', 'rabbits'],\n", + " y = [20, 14, 23, 5, 16],\n", + " name = 'SF Zoo', \n", + " # 显示为横向的Bar，但此时要改变x、y的顺序\n", + " # orientation = 'h',\n", + " # 直接在图上显示text的内容\n", + " textposition = 'auto',\n", + " # Text的内容Hover Text\n", + " text = [\"gi: 20\", \"or: 14\", \"mo: 23\", \"ti: 5\", \"ra: 16\"],\n", + " marker = dict(\n", + " opacity=0.6,\n", + " color='rgb(158,202,225)',\n", + " line=dict(color='rgb(8,48,107)', width=1.5),\n", + " )\n", + ")\n", + "trace1 = go.Bar(\n", + " x = ['giraffes', 'orangutans', 'monkeys', 'tigers', 'rabbits'],\n", + " y = [12, 18, 29, 8, 21],\n", + " name = 'LA Zoo',\n", + " # 显示为横向的Bar，但此时要改变x、y的顺序\n", + " # orientation = 'h',\n", + ")\n", + "\n", + "data = [trace0, trace1]\n", + "layout = go.Layout(\n", + " title='SF and LA Zoo Bar',\n", + " xaxis=dict(\n", + " # 旋转X坐标角度\n", + " tickangle=-45,\n", + " tickfont=dict(size=14, color='rgb(107, 107, 107)')\n", + " ),\n", + " yaxis=dict(\n", + " title='number',\n", + " titlefont=dict(size=16, color='rgb(107, 107, 107)'),\n", + " tickfont=dict(size=14, color='rgb(107, 107, 107)')\n", + " ),\n", + " legend=dict(\n", + " # X/Y值标定图例的位置，范围从0到1\n", + " x=0,\n", + " y=1,\n", + " bgcolor='rgba(0, 0, 255, 0)',\n", + " bordercolor='rgba(0, 0, 255, 0)'\n", + " ),\n", + " # stack就是上下罗列\n", + " barmode='group',\n", + " bargap=0.15,\n", + " bargroupgap=0.05\n", + ")\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='grouped-bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Customizing Individual Bar" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": [ + "rgba(204,204,204,1)", + "rgba(222,45,38,0.8)", + "rgba(204,204,204,1)", + "rgba(204,204,204,1)", + "rgba(204,204,204,1)" + ] + }, + "type": "bar", + "uid": "0b236864-accf-4ef0-82b4-172c8938900a", + "width": [ + 0.8, + 0.5, + 0.8, + 1, + 0.5 + ], + "x": [ + "Feature A", + "Feature B", + "Feature C", + "Feature D", + "Feature E" + ], + "y": [ + 20, + 14, + 23, + 25, + 22 + ] + } + ], + "layout": { + "title": "Least Used Feature" + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace = go.Bar(\n", + " x=['Feature A', 'Feature B', 'Feature C', 'Feature D', 'Feature E'],\n", + " y=[20, 14, 23, 25, 22],\n", + " # 自定义宽度\n", + " width = [0.8, 0.5, 0.8, 1, 0.5],\n", + " # 自定义颜色\n", + " marker=dict(color=['rgba(204,204,204,1)', 'rgba(222,45,38,0.8)', 'rgba(204,204,204,1)', 'rgba(204,204,204,1)', 'rgba(204,204,204,1)']),\n", + ")\n", + "layout = go.Layout(title='Least Used Feature')\n", + "fig = go.Figure(data=[trace], layout=layout)\n", + "plotly.offline.iplot(fig, filename='custom-bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Customizing Individual Bar Base" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "base": [ + -500, + -600, + -700 + ], + "marker": { + "color": "red" + }, + "name": "expenses", + "type": "bar", + "uid": "3c1de37f-114d-4db4-8018-439a819e7235", + "x": [ + "2016", + "2017", + "2018" + ], + "y": [ + 500, + 600, + 700 + ] + }, + { + "base": 0, + "marker": { + "color": "blue" + }, + "name": "revenue", + "type": "bar", + "uid": "22b3d3bf-ef78-4b18-ad07-b4a1a835345e", + "x": [ + "2016", + "2017", + "2018" + ], + "y": [ + 300, + 400, + 700 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace0 = go.Bar(\n", + " x = ['2016', '2017', '2018'],\n", + " y = [500, 600, 700],\n", + " base = [-500, -600, -700],\n", + " marker = dict(color = 'red'),\n", + " name = 'expenses'\n", + ")\n", + "trace1 = go.Bar(\n", + " x = ['2016', '2017', '2018'],\n", + " y = [300, 400, 700],\n", + " base = 0,\n", + " marker = dict(color = 'blue'),\n", + " name = 'revenue'\n", + ")\n", + "plotly.offline.iplot([trace0, trace1], filename='base-bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Waterfall Bar Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "rgba(1,1,1, 0.0)" + }, + "type": "bar", + "uid": "666be593-da4c-4ed6-aa70-d377a8d0a7e0", + "x": [ + "Product
Revenue", + "Services
Revenue", + "Total
Revenue", + "Fixed
Costs", + "Variable
Costs", + "Total
Costs", + "Total" + ], + "y": [ + 0, + 430, + 0, + 570, + 370, + 370, + 0 + ] + }, + { + "marker": { + "color": "rgba(55, 128, 191, 0.7)", + "line": { + "color": "rgba(55, 128, 191, 1.0)", + "width": 2 + } + }, + "type": "bar", + "uid": "5830cb51-a3cd-491e-9ebd-b60a7425c179", + "x": [ + "Product
Revenue", + "Services
Revenue", + "Total
Revenue", + "Fixed
Costs", + "Variable
Costs", + "Total
Costs", + "Total" + ], + "y": [ + 430, + 260, + 690, + 0, + 0, + 0, + 0 + ] + }, + { + "marker": { + "color": "rgba(219, 64, 82, 0.7)", + "line": { + "color": "rgba(219, 64, 82, 1.0)", + "width": 2 + } + }, + "type": "bar", + "uid": "87374e7c-da1d-4fe8-950e-d85e86878dd0", + "x": [ + "Product
Revenue", + "Services
Revenue", + "Total
Revenue", + "Fixed
Costs", + "Variable
Costs", + "Total
Costs", + "Total" + ], + "y": [ + 0, + 0, + 0, + 120, + 200, + 320, + 0 + ] + }, + { + "marker": { + "color": "rgba(50, 171, 96, 0.7)", + "line": { + "color": "rgba(50, 171, 96, 1.0)", + "width": 2 + } + }, + "type": "bar", + "uid": "f551ab13-2326-4be3-9620-b27c507dc9ff", + "x": [ + "Product
Revenue", + "Services
Revenue", + "Total
Revenue", + "Fixed
Costs", + "Variable
Costs", + "Total
Costs", + "Total" + ], + "y": [ + 0, + 0, + 0, + 0, + 0, + 0, + 370 + ] + } + ], + "layout": { + "annotations": [ + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$430K", + "x": "Product
Revenue", + "y": 400 + }, + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$260K", + "x": "Services
Revenue", + "y": 660 + }, + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$690K", + "x": "Total
Revenue", + "y": 660 + }, + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$-120K", + "x": "Fixed
Costs", + "y": 590 + }, + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$-200K", + "x": "Variable
Costs", + "y": 400 + }, + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$-320K", + "x": "Total
Costs", + "y": 400 + }, + { + "font": { + "color": "rgba(245, 246, 249, 1)", + "family": "Arial", + "size": 14 + }, + "showarrow": false, + "text": "$370K", + "x": "Total", + "y": 340 + } + ], + "barmode": "stack", + "paper_bgcolor": "rgba(245, 246, 249, 1)", + "plot_bgcolor": "rgba(245, 246, 249, 1)", + "showlegend": false, + "title": "Annual Profit- 2015" + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_data = ['Product
Revenue', 'Services
Revenue', 'Total
Revenue', \n", + " 'Fixed
Costs', 'Variable
Costs', 'Total
Costs', 'Total']\n", + "y_data = [400, 660, 660, 590, 400, 400, 340]\n", + "text = ['$430K', '$260K', '$690K', '$-120K', '$-200K', '$-320K', '$370K']\n", + "\n", + "# Base\n", + "trace0 = go.Bar(\n", + " x=x_data, y=[0, 430, 0, 570, 370, 370, 0],\n", + " marker=dict(color='rgba(1,1,1, 0.0)')\n", + ")\n", + "# Revenue\n", + "trace1 = go.Bar(\n", + " x=x_data, y=[430, 260, 690, 0, 0, 0, 0],\n", + " marker=dict(\n", + " color='rgba(55, 128, 191, 0.7)',\n", + " line=dict(color='rgba(55, 128, 191, 1.0)', width=2)\n", + " )\n", + ")\n", + "# Costs\n", + "trace2 = go.Bar(\n", + " x=x_data, y=[0, 0, 0, 120, 200, 320, 0],\n", + " marker=dict(\n", + " color='rgba(219, 64, 82, 0.7)', \n", + " line=dict(color='rgba(219, 64, 82, 1.0)', width=2)\n", + " )\n", + ")\n", + "# Profit\n", + "trace3 = go.Bar(\n", + " x=x_data, y=[0, 0, 0, 0, 0, 0, 370],\n", + " marker=dict(\n", + " color='rgba(50, 171, 96, 0.7)',\n", + " line=dict(color='rgba(50, 171, 96, 1.0)', width=2)\n", + " )\n", + ")\n", + "\n", + "data = [trace0, trace1, trace2, trace3]\n", + "layout = go.Layout(\n", + " title='Annual Profit- 2015',\n", + " barmode='stack',\n", + " paper_bgcolor='rgba(245, 246, 249, 1)',\n", + " plot_bgcolor='rgba(245, 246, 249, 1)',\n", + " showlegend=False\n", + ")\n", + "\n", + "# 添加标注信息\n", + "annotations = []\n", + "for i in range(0, 7):\n", + " annotations.append(dict(\n", + " x=x_data[i], \n", + " y=y_data[i], \n", + " text=text[i],\n", + " font=dict(\n", + " family='Arial', \n", + " size=14, \n", + " color='rgba(245, 246, 249, 1)',\n", + " ), \n", + " showarrow=False)\n", + " )\n", + "layout['annotations'] = annotations\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='waterfall-bar-profit')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bar Chart with Relative Barmode" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "name": "Trace0", + "type": "bar", + "uid": "7adfaec7-f30f-43b3-b2e3-57c1a244d82c", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + 1, + 4, + 9, + 16 + ] + }, + { + "name": "Trace1", + "type": "bar", + "uid": "64d22210-8031-4247-9fe5-e3f7019bd160", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + 6, + -8, + -4.5, + 8 + ] + }, + { + "name": "Trace2", + "type": "bar", + "uid": "b42267a5-dfd7-4124-a083-093484ea72e5", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + -15, + -3, + 4.5, + -8 + ] + }, + { + "name": "Trace3", + "type": "bar", + "uid": "42bfaad9-8a86-438d-905d-457efd82e994", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + -1, + 3, + -3, + -4 + ] + } + ], + "layout": { + "barmode": "relative", + "title": "Relative Barmode", + "xaxis": { + "title": "X axis" + }, + "yaxis": { + "title": "Y axis" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = [1, 2, 3, 4]\n", + "trace0 = {'x': x, 'y': [1, 4, 9, 16], 'name': 'Trace0', 'type': 'bar'}\n", + "trace1 = {'x': x, 'y': [6, -8, -4.5, 8], 'name': 'Trace1', 'type': 'bar'}\n", + "trace2 = {'x': x, 'y': [-15, -3, 4.5, -8], 'name': 'Trace2', 'type': 'bar'}\n", + "trace3 = {'x': x, 'y': [-1, 3, -3, -4], 'name': 'Trace3', 'type': 'bar'}\n", + "\n", + "data = [trace0, trace1, trace2, trace3]\n", + "layout = {\n", + " 'xaxis': {'title': 'X axis'},\n", + " 'yaxis': {'title': 'Y axis'},\n", + " # 这里的relative有点类似于stack，只不过区分正负值\n", + " 'barmode': 'relative',\n", + " 'title': 'Relative Barmode'\n", + "}\n", + "plotly.offline.iplot({'data': data, 'layout': layout}, filename='barmode-relative')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Population Pyramid Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "hoverinfo": "x", + "marker": { + "color": "powderblue" + }, + "name": "Men", + "orientation": "h", + "type": "bar", + "uid": "dda7cdd1-0b0b-4500-af8a-aa218e63c703", + "x": [ + 600, + 623, + 653, + 650, + 670, + 578, + 541, + 360, + 312, + 170 + ], + "y": [ + 0, + 10, + 20, + 30, + 40, + 50, + 60, + 70, + 80, + 90 + ] + }, + { + "hoverinfo": "text", + "marker": { + "color": "seagreen" + }, + "name": "Women", + "orientation": "h", + "text": [ + 500, + 523, + 573, + 650, + 670, + 578, + 541, + 411, + 322, + 230 + ], + "type": "bar", + "uid": "5f618bfd-4931-4d0c-998d-67d6f15ac966", + "x": [ + -500, + -523, + -573, + -650, + -670, + -578, + -541, + -411, + -322, + -230 + ], + "y": [ + 0, + 10, + 20, + 30, + 40, + 50, + 60, + 70, + 80, + 90 + ] + } + ], + "layout": { + "bargap": 0.1, + "barmode": "overlay", + "xaxis": { + "range": [ + -1200, + 1200 + ], + "ticktext": [ + 1000, + 700, + 300, + 0, + 300, + 700, + 1000 + ], + "tickvals": [ + -1000, + -700, + -300, + 0, + 300, + 700, + 1000 + ], + "title": "Number" + }, + "yaxis": { + "title": "Age" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "women_bins = np.array([-500, -523, -573, -650, -670, -578, -541, -411, -322, -230])\n", + "men_bins = np.array([600, 623, 653, 650, 670, 578, 541, 360, 312, 170])\n", + "y = list(range(0, 100, 10))\n", + "\n", + "data = [\n", + " go.Bar(\n", + " y=y, x=men_bins, \n", + " orientation='h', \n", + " name='Men', \n", + " hoverinfo='x', \n", + " marker=dict(color='powderblue')\n", + " ),\n", + " go.Bar(\n", + " y=y, x=women_bins, \n", + " orientation='h', \n", + " name='Women', \n", + " text=-1 * women_bins.astype('int'),\n", + " hoverinfo='text', \n", + " marker=dict(color='seagreen')\n", + " )\n", + "]\n", + "\n", + "layout = go.Layout(\n", + " yaxis=go.layout.YAxis(title='Age'),\n", + " xaxis=go.layout.XAxis(\n", + " range=[-1200, 1200],\n", + " tickvals=[-1000, -700, -300, 0, 300, 700, 1000],\n", + " ticktext=[1000, 700, 300, 0, 300, 700, 1000],\n", + " title='Number'\n", + " ),\n", + " barmode='overlay',\n", + " bargap=0.1\n", + ")\n", + "plotly.offline.iplot(dict(data=data, layout=layout), filename='bar_pyramid') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Error Bars" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "error_y": { + "array": [ + 1, + 2, + 1, + 1 + ], + "arrayminus": [ + 2, + 4, + 1, + 2 + ], + "symmetric": false, + "type": "data", + "visible": true + }, + "type": "scatter", + "uid": "96bad971-e2ae-4303-9d32-92ef119688a5", + "x": [ + 0, + 1, + 2 + ], + "y": [ + 6, + 10, + 2 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = [\n", + " go.Scatter(\n", + " x=[0, 1, 2],\n", + " y=[6, 10, 2],\n", + " error_y=dict(\n", + " # 两种形式：1\n", + " # type='data',\n", + " # array=[1, 2, 3],\n", + " # 两种形式：2\n", + " type='data',\n", + " symmetric=False,\n", + " array=[1, 2, 1, 1],\n", + " arrayminus=[2, 4, 1, 2],\n", + " visible=True\n", + " )\n", + " )\n", + "]\n", + "plotly.offline.iplot(data, filename='basic-error-bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bar Chart with Error Bars" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "error_y": { + "array": [ + 1, + 0.5, + 1.5 + ], + "type": "data", + "visible": true + }, + "name": "Control", + "type": "bar", + "uid": "be2a124e-7086-452a-8e3e-e4b7b79753ca", + "x": [ + "Trial 1", + "Trial 2", + "Trial 3" + ], + "y": [ + 3, + 6, + 4 + ] + }, + { + "error_y": { + "array": [ + 0.5, + 1, + 2 + ], + "type": "data", + "visible": true + }, + "name": "Experimental", + "type": "bar", + "uid": "88832e46-e33c-4125-bc64-d827f2934ed4", + "x": [ + "Trial 1", + "Trial 2", + "Trial 3" + ], + "y": [ + 4, + 7, + 3 + ] + } + ], + "layout": { + "barmode": "group" + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace0 = go.Bar(\n", + " x=['Trial 1', 'Trial 2', 'Trial 3'],\n", + " y=[3, 6, 4],\n", + " name='Control',\n", + " error_y=dict(\n", + " type='data',\n", + " array=[1, 0.5, 1.5],\n", + " visible=True\n", + " )\n", + ")\n", + "trace1 = go.Bar(\n", + " x=['Trial 1', 'Trial 2', 'Trial 3'],\n", + " y=[4, 7, 3],\n", + " name='Experimental',\n", + " error_y=dict(\n", + " type='data',\n", + " array=[0.5, 1, 2],\n", + " visible=True\n", + " )\n", + ")\n", + "\n", + "data = [trace0, trace1]\n", + "layout = go.Layout(barmode='group')\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='error-bar-bar')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/base.ipynb b/Plotly/base.ipynb new file mode 100644 index 0000000..ba042cc --- /dev/null +++ b/Plotly/base.ipynb @@ -0,0 +1,581 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 安装和基本概念\n", + "\n", + "安装方法：pip install plotly\n", + "```\n", + "import plotly\n", + "import plotly.graph_objs as go\n", + "```\n", + "\n", + "在Plotly中有两个基本模块\n", + "1. plotly.plotly: 主要包含链接Ployly服务器的一些函数 \n", + "2. plotly.graph_objs: 主要包含生成图像实例的函数\n", + "\n", + "在Ployly中使用三个不同的objects来定义一个图像，分别是：\n", + "1. Data: 即数据，定义图像中使用的数据，通常为一个列表\n", + "2. Layout: 即布局，主要定义图像的外观\n", + " - Annotations: 标记图像上一个特殊位置，通常为一个或者几个点\n", + " - Shapes: 标记图像上的一部分特殊位置，通常为一块区域\n", + "3. Figure: 最终的图像实例，go.Figure帮助我们构建一个可显示的图像实例" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 基本使用\n", + "\n", + "两种使用方法\n", + "1. 在线模式，需要注册ploy.ly的账号，同时数据和图保存在云端账户中\n", + "```\n", + "plotly.tools.set_credentials_file(username='DemoAccount', api_key='lr1c37zw81')\n", + "```\n", + "\n", + "2. 离线模式\n", + "离线模式有两种使用方式：plotly.offline.plot() 和 plotly.offline.iplot()\n", + "\n", + " - plotly.offline.plot() 会在本地创建一个标准的HTML文件，你可以通过浏览器打开\n", + "```\n", + "plotly.offline.plot({\n", + " \"data\": [go.Scatter(x=[1, 2, 3, 4], y=[4, 3, 2, 1])],\n", + " \"layout\": go.Layout(title=\"hello world\")\n", + "}, auto_open=True)\n", + "```\n", + "\n", + " - plotly.offline.iplot() 允许你使用 Jupyter Notebook 进行画图和展示\n", + "```\n", + "plotly.offline.init_notebook_mode(connected=True)\n", + "plotly.offline.iplot({\n", + " \"data\": [go.Scatter(x=[1, 2, 3, 4], y=[4, 3, 2, 1])],\n", + " \"layout\": go.Layout(title=\"hello world\")\n", + "})\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 引入相关包\n", + "import plotly\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "red", + "size": 10, + "symbol": 104 + }, + "mode": "markers+lines", + "name": "1st Trace", + "text": [ + "one", + "two", + "three" + ], + "type": "scatter", + "uid": "8001a4e1-b929-4e4d-9578-0998e95f36c0", + "x": [ + 1, + 2, + 3 + ], + "y": [ + 4, + 5, + 6 + ] + } + ], + "layout": { + "title": "First Plot", + "xaxis": { + "title": "x1" + }, + "yaxis": { + "title": "x2" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace = go.Scatter(\n", + " x = [1,2,3], \n", + " y = [4,5,6], \n", + " marker = {'color': 'red', 'symbol': 104, 'size': 10}, \n", + " mode = \"markers+lines\", \n", + " text = [\"one\",\"two\",\"three\"], \n", + " name = '1st Trace'\n", + ")\n", + "\n", + "# plotly三要素\n", + "data = [trace]\n", + "layout = go.Layout(title=\"First Plot\", xaxis={'title':'x1'}, yaxis={'title':'x2'})\n", + "figure = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(figure, filename='pyguide_1')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Figure({\n", + " 'data': [{'marker': {'color': 'red', 'size': 10, 'symbol': 104},\n", + " 'mode': 'markers+lines',\n", + " 'name': '1st Trace',\n", + " 'text': [one, two, three],\n", + " 'type': 'scatter',\n", + " 'uid': '51f7328b-c4c7-45dd-8a22-15110100e013',\n", + " 'x': [1, 2, 3],\n", + " 'y': [4, 5, 6]}],\n", + " 'layout': {'title': 'First Plot', 'xaxis': {'title': 'x1'}, 'yaxis': {'title': 'x2'}}\n", + "})" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 我们来看一下figure这个变量\n", + "figure" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "red", + "size": 10, + "symbol": 104 + }, + "mode": "markers+lines", + "name": "1st Trace", + "text": [ + "one", + "two", + "three" + ], + "type": "scatter", + "uid": "51f7328b-c4c7-45dd-8a22-15110100e013", + "x": [ + 1, + 2, + 3 + ], + "y": [ + 4, + 5, + 6 + ] + } + ], + "layout": { + "title": "Plot update", + "xaxis": { + "title": "x1" + }, + "yaxis": { + "title": "x2" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 可以看到Figure实例实际上就是一个字典类型的变量，我们可以更新这个变量\n", + "figure.update(dict(layout=dict(title='Plot update'), data=dict(marker=dict(color='blue'))))\n", + "plotly.offline.iplot(figure, filename='pyguide_2')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "navy", + "line": { + "width": 1 + }, + "size": 12 + }, + "mode": "markers", + "name": "Americas", + "text": [ + "Country: Argentina
Population: 40301927.0", + "Country: Bolivia
Population: 9119152.0", + "Country: Brazil
Population: 190010647.0", + "Country: Canada
Population: 33390141.0", + "Country: Chile
Population: 16284741.0", + "Country: Colombia
Population: 44227550.0", + "Country: Costa Rica
Population: 4133884.0", + "Country: Cuba
Population: 11416987.0", + "Country: Dominican Republic
Population: 9319622.0", + "Country: Ecuador
Population: 13755680.0", + "Country: El Salvador
Population: 6939688.0", + "Country: Guatemala
Population: 12572928.0", + "Country: Haiti
Population: 8502814.0", + "Country: Honduras
Population: 7483763.0", + "Country: Jamaica
Population: 2780132.0", + "Country: Mexico
Population: 108700891.0", + "Country: Nicaragua
Population: 5675356.0", + "Country: Panama
Population: 3242173.0", + "Country: Paraguay
Population: 6667147.0", + "Country: Peru
Population: 28674757.0", + "Country: Puerto Rico
Population: 3942491.0", + "Country: Trinidad and Tobago
Population: 1056608.0", + "Country: United States
Population: 301139947.0", + "Country: Uruguay
Population: 3447496.0", + "Country: Venezuela
Population: 26084662.0" + ], + "type": "scatter", + "uid": "c2bae803-f572-4c0a-8e45-6874fec3b870", + "x": [ + 12779.379640000001, + 3822.1370840000004, + 9065.800825, + 36319.235010000004, + 13171.63885, + 7006.580419, + 9645.06142, + 8948.102923, + 6025.374752000001, + 6873.262326000001, + 5728.353514, + 5186.050003, + 1201.637154, + 3548.3308460000003, + 7320.880262000001, + 11977.57496, + 2749.320965, + 9809.185636, + 4172.838464, + 7408.905561, + 19328.70901, + 18008.50924, + 42951.65309, + 10611.46299, + 11415.805690000001 + ], + "y": [ + 75.32, + 65.554, + 72.39, + 80.653, + 78.553, + 72.889, + 78.782, + 78.273, + 72.235, + 74.994, + 71.878, + 70.259, + 60.916000000000004, + 70.19800000000001, + 72.567, + 76.195, + 72.899, + 75.53699999999999, + 71.752, + 71.421, + 78.74600000000001, + 69.819, + 78.242, + 76.384, + 73.747 + ] + }, + { + "marker": { + "color": "red", + "line": { + "width": 1 + }, + "size": 12 + }, + "mode": "markers", + "name": "Europe", + "text": [ + "Country: Albania
Population: 3600523.0", + "Country: Austria
Population: 8199783.0", + "Country: Belgium
Population: 10392226.0", + "Country: Bosnia and Herzegovina
Population: 4552198.0", + "Country: Bulgaria
Population: 7322858.0", + "Country: Croatia
Population: 4493312.0", + "Country: Czech Republic
Population: 10228744.0", + "Country: Denmark
Population: 5468120.0", + "Country: Finland
Population: 5238460.0", + "Country: France
Population: 61083916.0", + "Country: Germany
Population: 82400996.0", + "Country: Greece
Population: 10706290.0", + "Country: Hungary
Population: 9956108.0", + "Country: Iceland
Population: 301931.0", + "Country: Ireland
Population: 4109086.0", + "Country: Italy
Population: 58147733.0", + "Country: Montenegro
Population: 684736.0", + "Country: Netherlands
Population: 16570613.0", + "Country: Norway
Population: 4627926.0", + "Country: Poland
Population: 38518241.0", + "Country: Portugal
Population: 10642836.0", + "Country: Romania
Population: 22276056.0", + "Country: Serbia
Population: 10150265.0", + "Country: Slovak Republic
Population: 5447502.0", + "Country: Slovenia
Population: 2009245.0", + "Country: Spain
Population: 40448191.0", + "Country: Sweden
Population: 9031088.0", + "Country: Switzerland
Population: 7554661.0", + "Country: Turkey
Population: 71158647.0", + "Country: United Kingdom
Population: 60776238.0" + ], + "type": "scatter", + "uid": "ef7be1eb-e072-4d8f-9375-e420ae8781ee", + "x": [ + 5937.029525999999, + 36126.4927, + 33692.60508, + 7446.298803, + 10680.79282, + 14619.222719999998, + 22833.30851, + 35278.41874, + 33207.0844, + 30470.0167, + 32170.37442, + 27538.41188, + 18008.94444, + 36180.789189999996, + 40675.99635, + 28569.7197, + 9253.896111, + 36797.93332, + 49357.19017, + 15389.924680000002, + 20509.64777, + 10808.47561, + 9786.534714, + 18678.31435, + 25768.25759, + 28821.0637, + 33859.74835, + 37506.419069999996, + 8458.276384, + 33203.26128 + ], + "y": [ + 76.423, + 79.829, + 79.441, + 74.852, + 73.005, + 75.748, + 76.486, + 78.332, + 79.313, + 80.657, + 79.406, + 79.483, + 73.33800000000001, + 81.757, + 78.885, + 80.546, + 74.543, + 79.762, + 80.196, + 75.563, + 78.098, + 72.476, + 74.002, + 74.663, + 77.926, + 80.941, + 80.884, + 81.70100000000001, + 71.777, + 79.425 + ] + } + ], + "layout": { + "hovermode": "closest", + "title": "Life Expectancy v. Per Capita GDP, 2007", + "xaxis": { + "gridwidth": 2, + "ticklen": 5, + "title": "GDP per capita (2000 dollars)", + "zeroline": false + }, + "yaxis": { + "gridwidth": 2, + "ticklen": 5, + "title": "Life Expectancy (years)" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 一个更复杂的例子\n", + "df = pd.read_csv('https://raw.githubusercontent.com/yankev/test/master/life-expectancy-per-GDP-2007.csv')\n", + "\n", + "americas = df[(df.continent=='Americas')]\n", + "europe = df[(df.continent=='Europe')]\n", + "\n", + "trace_comp0 = go.Scatter(\n", + " x=americas.gdp_percap,\n", + " y=americas.life_exp,\n", + " mode='markers',\n", + " marker=dict(size=12,\n", + " line=dict(width=1),\n", + " color=\"navy\"\n", + " ),\n", + " name='Americas',\n", + " text=americas.country,\n", + " )\n", + "\n", + "trace_comp1 = go.Scatter(\n", + " x=europe.gdp_percap,\n", + " y=europe.life_exp,\n", + " mode='markers',\n", + " marker=dict(size=12,\n", + " line=dict(width=1),\n", + " color=\"red\"\n", + " ),\n", + " name='Europe',\n", + " text=europe.country,\n", + " )\n", + "\n", + "data_comp = [trace_comp0, trace_comp1]\n", + "layout_comp = go.Layout(\n", + " title='Life Expectancy v. Per Capita GDP, 2007',\n", + " hovermode='closest',\n", + " xaxis=dict(\n", + " title='GDP per capita (2000 dollars)',\n", + " ticklen=5,\n", + " zeroline=False,\n", + " gridwidth=2,\n", + " ),\n", + " yaxis=dict(\n", + " title='Life Expectancy (years)',\n", + " ticklen=5,\n", + " gridwidth=2,\n", + " ),\n", + ")\n", + "fig_comp = go.Figure(data=data_comp, layout=layout_comp)\n", + "plotly.offline.iplot(fig_comp, filename='life-expectancy-per-GDP-2007')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/box.ipynb b/Plotly/box.ipynb new file mode 100644 index 0000000..f844a87 --- /dev/null +++ b/Plotly/box.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "import numpy as np\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Box Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "type": "box", + "uid": "56d15fca-a9ac-4293-9f60-f247d664da32", + "y": [ + 1.0339397830007564, + -1.4173444497954462, + -0.6070876057406958, + 0.28268677288468336, + -1.5247995332171327, + -1.8096042168995483, + -0.6324327777951443, + -0.3375504795295271, + -1.615444643209294, + -1.5674650819767295, + -0.05167273262967975, + 0.19066384570549255, + -1.716706131748142, + -2.6027140027213758, + -2.7794475093915536, + -1.0633992118945768, + -1.7823261860502488, + -0.49946672554497173, + -3.0936737830622305, + 0.11338627420399461, + -1.5084864248811527, + 0.7952111254614838, + 0.14366433638949627, + -1.0423258223957919, + 0.06827807146408005, + 1.1460746777409496, + -0.8644067404684217, + -2.187499820565881, + -3.5844198195229677, + -1.110070847406223, + -0.6254477641954751, + 1.297319388114735, + -1.8384686966445352, + -3.38294071756488, + -3.249810887030475, + -0.5133500389078889, + -1.3644311972648717, + -0.34352939411764793, + -1.096049284284127, + -0.4234032523219948, + -1.2448012738968122, + -1.5306717174785198, + -2.670833520363942, + -0.7945802959699577, + -0.023355698360847832, + -1.5620178622977807, + -0.5065841290662005, + -2.8231129340715064, + -0.6090574067098771, + -1.4769710329084889 + ] + }, + { + "type": "box", + "uid": "1a6e9d58-281d-45ab-84df-c9ab8f8a917e", + "y": [ + 1.3047535901062441, + -0.08379620656398479, + -0.006647672426996154, + 2.3911122302917227, + -0.3791786796298735, + -0.021640457566409532, + 1.2973817897320743, + 2.781549236492273, + 0.3378772645254914, + -0.41872691772447834, + 1.2289098964222451, + 2.201658847693984, + -1.3074723357082343, + 1.5629865643893859, + 1.9384490712099702, + 2.1108975568607686, + 0.2284913591629938, + 1.2323322857272831, + 1.1582643638049248, + 0.7525744906181078, + 2.2393931875575928, + 1.1496072213193245, + 0.1773115144672449, + 0.405371522304143, + 0.9386835262917638, + 2.5614977786358137, + 1.1146056996297042, + -1.0552001564407774, + 1.9888130220488072, + -0.30055451511689446, + 1.6680284923489301, + 0.33367132599842186, + 0.47239992597044733, + 0.8524558422291666, + 1.0058898700280248, + 2.153770399058179, + 0.09425763050656244, + -0.0611866187039527, + 0.5582468709314331, + 0.3923224996417254, + -0.5102813277875677, + 1.6358853947091139, + 1.144888293061068, + 1.1412587331494195, + 2.1641816573609463, + 1.6028173644888515, + 0.30677342611139746, + -0.2529723758098119, + 2.0376838961028687, + 1.851334012278981 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_0 = np.random.randn(50)-1\n", + "_1 = np.random.randn(50)+1\n", + "\n", + "# X轴\n", + "# trace0 = go.Box(x=_0)\n", + "# trace1 = go.Box(x=_1)\n", + "\n", + "# Y轴\n", + "trace0 = go.Box(y=_0)\n", + "trace1 = go.Box(y=_1)\n", + "\n", + "data = [trace0, trace1]\n", + "plotly.offline.iplot(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Grouped Box Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "#3D9970" + }, + "name": "kale", + "type": "box", + "uid": "56712f3e-4ad3-4bd3-8431-b303ef80e57e", + "x": [ + "day 1", + "day 1", + "day 1", + "day 1", + "day 1", + "day 1", + "day 2", + "day 2", + "day 2", + "day 2", + "day 2", + "day 2" + ], + "y": [ + 0.2, + 0.2, + 0.6, + 1, + 0.5, + 0.4, + 0.2, + 0.7, + 0.9, + 0.1, + 0.5, + 0.3 + ] + }, + { + "marker": { + "color": "#FF4136" + }, + "name": "radishes", + "type": "box", + "uid": "8e0ad046-cd41-444e-a31d-38ac6e7aeb19", + "x": [ + "day 1", + "day 1", + "day 1", + "day 1", + "day 1", + "day 1", + "day 2", + "day 2", + "day 2", + "day 2", + "day 2", + "day 2" + ], + "y": [ + 0.6, + 0.7, + 0.3, + 0.6, + 0, + 0.5, + 0.7, + 0.9, + 0.5, + 0.8, + 0.7, + 0.2 + ] + }, + { + "marker": { + "color": "#FF851B" + }, + "name": "carrots", + "type": "box", + "uid": "b1d35981-36a2-4683-81f3-9767fa9db745", + "x": [ + "day 1", + "day 1", + "day 1", + "day 1", + "day 1", + "day 1", + "day 2", + "day 2", + "day 2", + "day 2", + "day 2", + "day 2" + ], + "y": [ + 0.1, + 0.3, + 0.1, + 0.9, + 0.6, + 0.6, + 0.9, + 1, + 0.3, + 0.6, + 0.8, + 0.5 + ] + } + ], + "layout": { + "boxmode": "group", + "yaxis": { + "title": "normalized moisture", + "zeroline": false + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = ['day 1', 'day 1', 'day 1', 'day 1', 'day 1', 'day 1', 'day 2', 'day 2', 'day 2', 'day 2', 'day 2', 'day 2']\n", + "\n", + "trace0 = go.Box(\n", + " y=[0.2, 0.2, 0.6, 1.0, 0.5, 0.4, 0.2, 0.7, 0.9, 0.1, 0.5, 0.3],\n", + " x=x,\n", + " name='kale',\n", + " marker=dict(color='#3D9970')\n", + ")\n", + "trace1 = go.Box(\n", + " y=[0.6, 0.7, 0.3, 0.6, 0.0, 0.5, 0.7, 0.9, 0.5, 0.8, 0.7, 0.2],\n", + " x=x,\n", + " name='radishes',\n", + " marker=dict(color='#FF4136')\n", + ")\n", + "trace2 = go.Box(\n", + " y=[0.1, 0.3, 0.1, 0.9, 0.6, 0.6, 0.9, 1.0, 0.3, 0.6, 0.8, 0.5],\n", + " x=x,\n", + " name='carrots',\n", + " marker=dict(color='#FF851B')\n", + ")\n", + "\n", + "data = [trace0, trace1, trace2]\n", + "layout = go.Layout(\n", + " yaxis=dict(\n", + " title='normalized moisture',\n", + " zeroline=False\n", + " ),\n", + " boxmode='group'\n", + ")\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/candlestick.ipynb b/Plotly/candlestick.ipynb new file mode 100644 index 0000000..6ce4e3a --- /dev/null +++ b/Plotly/candlestick.ipynb @@ -0,0 +1,2699 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "import pandas as pd\n", + "from datetime import datetime\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Candlestick with Pandas" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "close": [ + 127.83000200000001, + 128.720001, + 128.449997, + 129.5, + 133, + 132.169998, + 128.78999299999998, + 130.419998, + 128.46000700000002, + 129.08999599999999, + 129.360001, + 128.53999299999998, + 126.410004, + 126.599998, + 127.139999, + 124.510002, + 122.239998, + 124.449997, + 123.589996, + 124.949997, + 127.040001, + 128.470001, + 127.5, + 125.900002, + 127.209999, + 126.690002, + 123.379997, + 124.239998, + 123.25, + 126.370003, + 124.43, + 124.25, + 125.32, + 127.349998, + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/finance-charts-apple.csv')\n", + "trace = go.Ohlc(\n", + " x=df['Date'],\n", + " open=df['AAPL.Open'],\n", + " high=df['AAPL.High'],\n", + " low=df['AAPL.Low'],\n", + " close=df['AAPL.Close']\n", + ")\n", + "\n", + "layout = go.Layout(\n", + " title = 'The Great Recession',\n", + " # X轴是否显示Rangeslider，默认为True\n", + " xaxis = dict(rangeslider = dict(visible=False)),\n", + " yaxis = dict(title='AAPL Stock'),\n", + " # 添加一条线\n", + " shapes = [{\n", + " 'x0': '2016-12-09', 'x1': '2016-12-09',\n", + " 'y0': 0, 'y1': 1, \n", + " 'xref': 'x', 'yref': 'paper',\n", + " 'line': {'color': 'rgb(30,30,30)', 'width': 1}\n", + " }],\n", + " annotations = [{\n", + " 'x': '2016-12-09', 'y': 0.05, \n", + " 'xref': 'x', 'yref': 'paper',\n", + " 'showarrow': False, \n", + " 'xanchor': 'left',\n", + " 'text': 'Increase Period Begins'\n", + " }]\n", + ")\n", + "fig = go.Figure(data=[trace],layout=layout)\n", + "plotly.offline.iplot(fig, filename='simple_candlestick')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/gantt.ipynb b/Plotly/gantt.ipynb new file mode 100644 index 0000000..e690c91 --- /dev/null +++ b/Plotly/gantt.ipynb @@ -0,0 +1,1511 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.figure_factory as ff\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Gantt Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "white" + }, + "name": "", + "type": "scatter", + "uid": "fa39a247-17ca-4752-ab3e-891f891e3278", + "x": [ + "2009-01-01", + "2009-02-28" + ], + "y": [ + 0, + 0 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "type": "scatter", + "uid": "a9e42ccc-0625-434d-8d14-ed0e51cf4361", + "x": [ + "2009-03-05", + "2009-04-15" + ], + "y": [ + 1, + 1 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "type": "scatter", + "uid": "fd643c52-8f30-4328-86ca-16f296dea049", + "x": [ + "2009-02-20", + "2009-05-30" + ], + "y": [ + 2, + 2 + ] + } + ], + "layout": { + "height": 600, + "hovermode": "closest", + "shapes": [ + { + "fillcolor": "rgb(31, 119, 180)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2009-01-01", + "x1": "2009-02-28", + "xref": "x", + "y0": -0.2, + "y1": 0.2, + "yref": "y" + }, + { + "fillcolor": "rgb(255, 127, 14)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2009-03-05", + "x1": "2009-04-15", + "xref": "x", + "y0": 0.8, + "y1": 1.2, + "yref": "y" + }, + { + "fillcolor": "rgb(44, 160, 44)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2009-02-20", + "x1": "2009-05-30", + "xref": "x", + "y0": 1.8, + "y1": 2.2, + "yref": "y" + } + ], + "showlegend": false, + "title": "Gantt Chart", + "width": 900, + "xaxis": { + "rangeselector": { + "buttons": [ + { + "count": 7, + "label": "1w", + "step": "day", + "stepmode": "backward" + }, + { + "count": 1, + "label": "1m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 6, + "label": "6m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 1, + "label": "YTD", + "step": "year", + "stepmode": "todate" + }, + { + "count": 1, + "label": "1y", + "step": "year", + "stepmode": "backward" + }, + { + "step": "all" + } + ] + }, + "showgrid": false, + "type": "date", + "zeroline": false + }, + "yaxis": { + "autorange": false, + "range": [ + -1, + 4 + ], + "showgrid": false, + "ticktext": [ + "Job A", + "Job B", + "Job C" + ], + "tickvals": [ + 0, + 1, + 2 + ], + "zeroline": false + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = [\n", + " dict(Task=\"Job A\", Start='2009-01-01', Finish='2009-02-28'),\n", + " dict(Task=\"Job B\", Start='2009-03-05', Finish='2009-04-15'),\n", + " dict(Task=\"Job C\", Start='2009-02-20', Finish='2009-05-30')\n", + "]\n", + "fig = ff.create_gantt(df)\n", + "plotly.offline.iplot(fig, filename='gantt-simple-gantt-chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Index by xxxx Variable" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "10b5c508-b369-4e48-a08c-429b9e347a71", + "x": [ + "2009-01-01", + "2009-02-28" + ], + "y": [ + 0, + 0 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "d724e365-fa06-417e-bd91-7f7bec3244af", + "x": [ + "2008-12-05", + "2009-04-15" + ], + "y": [ + 1, + 1 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "80b5d942-d990-4b4d-ab7b-ab20954b5e3f", + "x": [ + "2009-02-20", + "2009-05-30" + ], + "y": [ + 2, + 2 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(220, 0, 0)", + "size": 1 + }, + "name": "Apple", + "showlegend": true, + "type": "scatter", + "uid": "f3528a03-d22f-4a2f-a762-db1564348769", + "x": [ + "2009-02-20", + "2009-02-20" + ], + "y": [ + 0, + 0 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(255, 230, 41)", + "size": 1 + }, + "name": "Banana", + "showlegend": true, + "type": "scatter", + "uid": "3405b64b-361e-4731-982c-b8091f18aa5d", + "x": [ + "2009-02-20", + "2009-02-20" + ], + "y": [ + 1, + 1 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(170, 14, 200)", + "size": 1 + }, + "name": "Grape", + "showlegend": true, + "type": "scatter", + "uid": "dc219024-5148-4c24-a292-64fa8ad11a19", + "x": [ + "2009-02-20", + "2009-02-20" + ], + "y": [ + 2, + 2 + ] + } + ], + "layout": { + "height": 600, + "hovermode": "closest", + "shapes": [ + { + "fillcolor": "rgb(220, 0, 0)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2009-01-01", + "x1": "2009-02-28", + "xref": "x", + "y0": -0.2, + "y1": 0.2, + "yref": "y" + }, + { + "fillcolor": "rgb(170, 14, 200)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2008-12-05", + "x1": "2009-04-15", + "xref": "x", + "y0": 0.8, + "y1": 1.2, + "yref": "y" + }, + { + "fillcolor": "rgb(255, 230, 41)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2009-02-20", + "x1": "2009-05-30", + "xref": "x", + "y0": 1.8, + "y1": 2.2, + "yref": "y" + } + ], + "showlegend": true, + "title": "Gantt Chart", + "width": 900, + "xaxis": { + "rangeselector": { + "buttons": [ + { + "count": 7, + "label": "1w", + "step": "day", + "stepmode": "backward" + }, + { + "count": 1, + "label": "1m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 6, + "label": "6m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 1, + "label": "YTD", + "step": "year", + "stepmode": "todate" + }, + { + "count": 1, + "label": "1y", + "step": "year", + "stepmode": "backward" + }, + { + "step": "all" + } + ] + }, + "showgrid": false, + "type": "date", + "zeroline": false + }, + "yaxis": { + "autorange": false, + "range": [ + -1, + 4 + ], + "showgrid": false, + "ticktext": [ + "Job A", + "Job B", + "Job C" + ], + "tickvals": [ + 0, + 1, + 2 + ], + "zeroline": false + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = [dict(Task=\"Job A\", Start='2009-01-01', Finish='2009-02-28', Complete=10, Resource='Apple'),\n", + " dict(Task=\"Job B\", Start='2008-12-05', Finish='2009-04-15', Complete=60, Resource='Grape'),\n", + " dict(Task=\"Job C\", Start='2009-02-20', Finish='2009-05-30', Complete=95, Resource='Banana')]\n", + "\n", + "# Index by Numeric Variable\n", + "# fig = ff.create_gantt(df, colors='Viridis', index_col='Complete', show_colorbar=True)\n", + "\n", + "# Index by String Variable\n", + "# colors = ['#7a0504', (0.2, 0.7, 0.3), 'rgb(210, 60, 180)']\n", + "# fig = ff.create_gantt(df, colors=colors, index_col='Resource', reverse_colors=True, show_colorbar=True)\n", + "\n", + "# Use a Dictionary for Colors\n", + "colors = dict(\n", + " Apple = 'rgb(220, 0, 0)',\n", + " Grape = 'rgb(170, 14, 200)',\n", + " Banana = (1, 0.9, 0.16)\n", + ")\n", + "fig = ff.create_gantt(df, colors=colors, index_col='Resource', show_colorbar=True)\n", + "\n", + "# 画图\n", + "plotly.offline.iplot(fig, filename='gantt-variable')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using Hours and Minutes in Times" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "bbc815b5-3e3d-4bb0-adda-a9441727bdf2", + "x": [ + "2016-01-01", + "2016-01-01 6:00:00" + ], + "y": [ + 0, + 0 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "448d2075-b037-4a77-ae3a-2907d03dc3c5", + "x": [ + "2016-01-01 7:00:00", + "2016-01-01 7:30:00" + ], + "y": [ + 1, + 1 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "ca2c6b6a-d6f1-4d8b-8da9-91e1d965384f", + "x": [ + "2016-01-01 9:00:00", + "2016-01-01 11:25:00" + ], + "y": [ + 2, + 2 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "f42e2bd5-3c8f-4f2b-97f7-6465f3c72bfd", + "x": [ + "2016-01-01 11:30:00", + "2016-01-01 12:00:00" + ], + "y": [ + 3, + 3 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "8155d8b0-f5e9-44cb-8213-42375ec67cbe", + "x": [ + "2016-01-01 12:00:00", + "2016-01-01 13:00:00" + ], + "y": [ + 4, + 4 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "beebc9c7-1e25-457e-8de5-fb5a14fe9d2e", + "x": [ + "2016-01-01 13:00:00", + "2016-01-01 17:00:00" + ], + "y": [ + 5, + 5 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "8ce23ec7-2409-4aac-89aa-ebab88500e73", + "x": [ + "2016-01-01 17:30:00", + "2016-01-01 18:30:00" + ], + "y": [ + 6, + 6 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "bca98ccd-c80c-422a-a63b-64374eba4578", + "x": [ + "2016-01-01 18:30:00", + "2016-01-01 19:00:00" + ], + "y": [ + 7, + 7 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "55f64f89-1e62-43a9-9bfa-2a417cd65c1b", + "x": [ + "2016-01-01 19:00:00", + "2016-01-01 20:00:00" + ], + "y": [ + 8, + 8 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "77d250b1-3442-4fe2-a750-1a24b425a11e", + "x": [ + "2016-01-01 21:00:00", + "2016-01-01 23:59:00" + ], + "y": [ + 9, + 9 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(58, 149, 136)", + "size": 1 + }, + "name": "Brain", + "showlegend": true, + "type": "scatter", + "uid": "a06b1160-239f-42b7-bb8a-75fc0578f40c", + "x": [ + "2016-01-01 21:00:00", + "2016-01-01 21:00:00" + ], + "y": [ + 0, + 0 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(46, 137, 205)", + "size": 1 + }, + "name": "Cardio", + "showlegend": true, + "type": "scatter", + "uid": "94efeaad-e9b5-4c91-804f-35f7737ada73", + "x": [ + "2016-01-01 21:00:00", + "2016-01-01 21:00:00" + ], + "y": [ + 1, + 1 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(114, 44, 121)", + "size": 1 + }, + "name": "Food", + "showlegend": true, + "type": "scatter", + "uid": "457733ec-dc57-4e36-a949-fee539ee7335", + "x": [ + "2016-01-01 21:00:00", + "2016-01-01 21:00:00" + ], + "y": [ + 2, + 2 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(107, 127, 135)", + "size": 1 + }, + "name": "Rest", + "showlegend": true, + "type": "scatter", + "uid": "04df199f-59f6-4f48-b673-678c7abd3727", + "x": [ + "2016-01-01 21:00:00", + "2016-01-01 21:00:00" + ], + "y": [ + 3, + 3 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(198, 47, 105)", + "size": 1 + }, + "name": "Sleep", + "showlegend": true, + "type": "scatter", + "uid": "9acf0e1c-768c-4ec9-acfd-8f52649136ec", + "x": [ + "2016-01-01 21:00:00", + "2016-01-01 21:00:00" + ], + "y": [ + 4, + 4 + ] + } + ], + "layout": { + "height": 600, + "hovermode": "closest", + "shapes": [ + { + "fillcolor": "rgb(198, 47, 105)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01", + "x1": "2016-01-01 6:00:00", + "xref": "x", + "y0": -0.8, + "y1": 0.8, + "yref": "y" + }, + { + "fillcolor": "rgb(114, 44, 121)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 7:00:00", + "x1": "2016-01-01 7:30:00", + "xref": "x", + "y0": 0.19999999999999996, + "y1": 1.8, + "yref": "y" + }, + { + "fillcolor": "rgb(58, 149, 136)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 9:00:00", + "x1": "2016-01-01 11:25:00", + "xref": "x", + "y0": 1.2, + "y1": 2.8, + "yref": "y" + }, + { + "fillcolor": "rgb(107, 127, 135)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 11:30:00", + "x1": "2016-01-01 12:00:00", + "xref": "x", + "y0": 2.2, + "y1": 3.8, + "yref": "y" + }, + { + "fillcolor": "rgb(114, 44, 121)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 12:00:00", + "x1": "2016-01-01 13:00:00", + "xref": "x", + "y0": 3.2, + "y1": 4.8, + "yref": "y" + }, + { + "fillcolor": "rgb(58, 149, 136)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 13:00:00", + "x1": "2016-01-01 17:00:00", + "xref": "x", + "y0": 4.2, + "y1": 5.8, + "yref": "y" + }, + { + "fillcolor": "rgb(46, 137, 205)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 17:30:00", + "x1": "2016-01-01 18:30:00", + "xref": "x", + "y0": 5.2, + "y1": 6.8, + "yref": "y" + }, + { + "fillcolor": "rgb(107, 127, 135)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 18:30:00", + "x1": "2016-01-01 19:00:00", + "xref": "x", + "y0": 6.2, + "y1": 7.8, + "yref": "y" + }, + { + "fillcolor": "rgb(114, 44, 121)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 19:00:00", + "x1": "2016-01-01 20:00:00", + "xref": "x", + "y0": 7.2, + "y1": 8.8, + "yref": "y" + }, + { + "fillcolor": "rgb(198, 47, 105)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2016-01-01 21:00:00", + "x1": "2016-01-01 23:59:00", + "xref": "x", + "y0": 8.2, + "y1": 9.8, + "yref": "y" + } + ], + "showlegend": true, + "title": "Daily Schedule", + "width": 900, + "xaxis": { + "rangeselector": { + "buttons": [ + { + "count": 7, + "label": "1w", + "step": "day", + "stepmode": "backward" + }, + { + "count": 1, + "label": "1m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 6, + "label": "6m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 1, + "label": "YTD", + "step": "year", + "stepmode": "todate" + }, + { + "count": 1, + "label": "1y", + "step": "year", + "stepmode": "backward" + }, + { + "step": "all" + } + ] + }, + "showgrid": true, + "type": "date", + "zeroline": false + }, + "yaxis": { + "autorange": false, + "range": [ + -1, + 11 + ], + "showgrid": true, + "ticktext": [ + "Morning Sleep", + "Breakfast", + "Work", + "Break", + "Lunch", + "Work", + "Exercise", + "Post Workout Rest", + "Dinner", + "Evening Sleep" + ], + "tickvals": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9 + ], + "zeroline": false + } + } + }, + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = [\n", + " dict(Task='Morning Sleep', Start='2016-01-01', Finish='2016-01-01 6:00:00', Resource='Sleep'),\n", + " dict(Task='Breakfast', Start='2016-01-01 7:00:00', Finish='2016-01-01 7:30:00', Resource='Food'),\n", + " dict(Task='Work', Start='2016-01-01 9:00:00', Finish='2016-01-01 11:25:00', Resource='Brain'),\n", + " dict(Task='Break', Start='2016-01-01 11:30:00', Finish='2016-01-01 12:00:00', Resource='Rest'),\n", + " dict(Task='Lunch', Start='2016-01-01 12:00:00', Finish='2016-01-01 13:00:00', Resource='Food'),\n", + " dict(Task='Work', Start='2016-01-01 13:00:00', Finish='2016-01-01 17:00:00', Resource='Brain'),\n", + " dict(Task='Exercise', Start='2016-01-01 17:30:00', Finish='2016-01-01 18:30:00', Resource='Cardio'), \n", + " dict(Task='Post Workout Rest', Start='2016-01-01 18:30:00', Finish='2016-01-01 19:00:00', Resource='Rest'),\n", + " dict(Task='Dinner', Start='2016-01-01 19:00:00', Finish='2016-01-01 20:00:00', Resource='Food'),\n", + " dict(Task='Evening Sleep', Start='2016-01-01 21:00:00', Finish='2016-01-01 23:59:00', Resource='Sleep')\n", + "]\n", + "\n", + "colors = dict(\n", + " Cardio = 'rgb(46, 137, 205)', \n", + " Food = 'rgb(114, 44, 121)',\n", + " Sleep = 'rgb(198, 47, 105)',\n", + " Brain = 'rgb(58, 149, 136)',\n", + " Rest = 'rgb(107, 127, 135)'\n", + ")\n", + "fig = ff.create_gantt(df, colors=colors, index_col='Resource', title='Daily Schedule', show_colorbar=True, bar_width=0.8, showgrid_x=True, showgrid_y=True)\n", + "plotly.offline.iplot(fig, filename='gantt-hours-minutes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Group Tasks Together" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "150785e6-6711-4901-bb24-90c161f83296", + "x": [ + "2017-01-01", + "2017-02-02" + ], + "y": [ + 3, + 3 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "b67e0e32-49e5-4a4c-b8e5-81513cb7223d", + "x": [ + "2017-02-15", + "2017-03-15" + ], + "y": [ + 3, + 3 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "77e2204c-a733-4ab4-862c-96d4c96aa6c1", + "x": [ + "2017-01-17", + "2017-02-17" + ], + "y": [ + 2, + 2 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "3cf19bc3-49a3-41a5-b69c-238898504789", + "x": [ + "2017-01-17", + "2017-02-17" + ], + "y": [ + 2, + 2 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "c541483a-f70e-4c32-905d-b7ec797534cc", + "x": [ + "2017-03-10", + "2017-03-20" + ], + "y": [ + 1, + 1 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "2471ca29-b4f3-4d2c-97d6-ca2d6fe91aa5", + "x": [ + "2017-04-01", + "2017-04-20" + ], + "y": [ + 1, + 1 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "bddc84a7-32d8-4497-8acc-8fac7336199f", + "x": [ + "2017-05-18", + "2017-06-18" + ], + "y": [ + 1, + 1 + ] + }, + { + "marker": { + "color": "white" + }, + "name": "", + "showlegend": false, + "type": "scatter", + "uid": "4d1ed175-88cf-4cd9-a44d-65fae06de54e", + "x": [ + "2017-01-14", + "2017-03-14" + ], + "y": [ + 0, + 0 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(0, 255, 100)", + "size": 1 + }, + "name": "Complete", + "showlegend": true, + "type": "scatter", + "uid": "603b3204-1530-4e01-91c6-12275df475eb", + "x": [ + "2017-01-14", + "2017-01-14" + ], + "y": [ + 0, + 0 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(255, 230, 41)", + "size": 1 + }, + "name": "Incomplete", + "showlegend": true, + "type": "scatter", + "uid": "bcf5be18-b20e-4bfe-95cd-1ec6f84c1e66", + "x": [ + "2017-01-14", + "2017-01-14" + ], + "y": [ + 1, + 1 + ] + }, + { + "hoverinfo": "none", + "marker": { + "color": "rgb(220, 0, 0)", + "size": 1 + }, + "name": "Not Started", + "showlegend": true, + "type": "scatter", + "uid": "ea881c4f-a36c-42bc-9c7d-a33a47b21f3d", + "x": [ + "2017-01-14", + "2017-01-14" + ], + "y": [ + 2, + 2 + ] + } + ], + "layout": { + "height": 600, + "hovermode": "closest", + "shapes": [ + { + "fillcolor": "rgb(0, 255, 100)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-01-01", + "x1": "2017-02-02", + "xref": "x", + "y0": 2.8, + "y1": 3.2, + "yref": "y" + }, + { + "fillcolor": "rgb(255, 230, 41)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-02-15", + "x1": "2017-03-15", + "xref": "x", + "y0": 2.8, + "y1": 3.2, + "yref": "y" + }, + { + "fillcolor": "rgb(220, 0, 0)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-01-17", + "x1": "2017-02-17", + "xref": "x", + "y0": 1.8, + "y1": 2.2, + "yref": "y" + }, + { + "fillcolor": "rgb(0, 255, 100)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-01-17", + "x1": "2017-02-17", + "xref": "x", + "y0": 1.8, + "y1": 2.2, + "yref": "y" + }, + { + "fillcolor": "rgb(220, 0, 0)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-03-10", + "x1": "2017-03-20", + "xref": "x", + "y0": 0.8, + "y1": 1.2, + "yref": "y" + }, + { + "fillcolor": "rgb(220, 0, 0)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-04-01", + "x1": "2017-04-20", + "xref": "x", + "y0": 0.8, + "y1": 1.2, + "yref": "y" + }, + { + "fillcolor": "rgb(220, 0, 0)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-05-18", + "x1": "2017-06-18", + "xref": "x", + "y0": 0.8, + "y1": 1.2, + "yref": "y" + }, + { + "fillcolor": "rgb(0, 255, 100)", + "line": { + "width": 0 + }, + "opacity": 1, + "type": "rect", + "x0": "2017-01-14", + "x1": "2017-03-14", + "xref": "x", + "y0": -0.2, + "y1": 0.2, + "yref": "y" + } + ], + "showlegend": true, + "title": "Gantt Chart", + "width": 900, + "xaxis": { + "rangeselector": { + "buttons": [ + { + "count": 7, + "label": "1w", + "step": "day", + "stepmode": "backward" + }, + { + "count": 1, + "label": "1m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 6, + "label": "6m", + "step": "month", + "stepmode": "backward" + }, + { + "count": 1, + "label": "YTD", + "step": "year", + "stepmode": "todate" + }, + { + "count": 1, + "label": "1y", + "step": "year", + "stepmode": "backward" + }, + { + "step": "all" + } + ] + }, + "showgrid": false, + "type": "date", + "zeroline": false + }, + "yaxis": { + "autorange": false, + "range": [ + -1, + 5 + ], + "showgrid": false, + "ticktext": [ + "Job-4", + "Job-3", + "Job-2", + "Job-1" + ], + "tickvals": [ + 0, + 1, + 2, + 3 + ], + "zeroline": false + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = [\n", + " dict(Task=\"Job-1\", Start='2017-01-01', Finish='2017-02-02', Resource='Complete'),\n", + " dict(Task=\"Job-1\", Start='2017-02-15', Finish='2017-03-15', Resource='Incomplete'),\n", + " dict(Task=\"Job-2\", Start='2017-01-17', Finish='2017-02-17', Resource='Not Started'),\n", + " dict(Task=\"Job-2\", Start='2017-01-17', Finish='2017-02-17', Resource='Complete'),\n", + " dict(Task=\"Job-3\", Start='2017-03-10', Finish='2017-03-20', Resource='Not Started'),\n", + " dict(Task=\"Job-3\", Start='2017-04-01', Finish='2017-04-20', Resource='Not Started'),\n", + " dict(Task=\"Job-3\", Start='2017-05-18', Finish='2017-06-18', Resource='Not Started'),\n", + " dict(Task=\"Job-4\", Start='2017-01-14', Finish='2017-03-14', Resource='Complete')\n", + "]\n", + "\n", + "colors = {\n", + " 'Not Started': 'rgb(220, 0, 0)',\n", + " 'Incomplete': (1, 0.9, 0.16),\n", + " 'Complete': 'rgb(0, 255, 100)'\n", + "}\n", + "fig = ff.create_gantt(df, colors=colors, index_col='Resource', show_colorbar=True, group_tasks=True)\n", + "plotly.offline.iplot(fig, filename='gantt-group-tasks-together')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/gauge.ipynb b/Plotly/gauge.ipynb new file mode 100644 index 0000000..c2a0ee9 --- /dev/null +++ b/Plotly/gauge.ipynb @@ -0,0 +1,526 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Base Chart (rotated)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "direction": "clockwise", + "domain": { + "x": [ + 0, + 0.48 + ] + }, + "hole": 0.4, + "hoverinfo": "none", + "labels": [ + "-", + "0", + "20", + "40", + "60", + "80", + "100" + ], + "marker": { + "colors": [ + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)" + ], + "line": { + "width": 1 + } + }, + "name": "Gauge", + "rotation": 108, + "showlegend": false, + "textinfo": "label", + "textposition": "outside", + "type": "pie", + "uid": "9314e280-d319-465e-abd2-1f379cfcf04d", + "values": [ + 40, + 10, + 10, + 10, + 10, + 10, + 10 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "base_chart = {\n", + " \"values\": [40, 10, 10, 10, 10, 10, 10],\n", + " \"labels\": [\"-\", \"0\", \"20\", \"40\", \"60\", \"80\", \"100\"],\n", + " \"domain\": {\"x\": [0, .48]},\n", + " \"marker\": {\n", + " \"colors\": [\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(255, 255, 255)'\n", + " ],\n", + " \"line\": {\"width\": 1}\n", + " },\n", + " \"name\": \"Gauge\",\n", + " \"hole\": .4,\n", + " \"type\": \"pie\",\n", + " \"direction\": \"clockwise\",\n", + " \"rotation\": 108,\n", + " \"showlegend\": False,\n", + " \"hoverinfo\": \"none\",\n", + " \"textinfo\": \"label\",\n", + " \"textposition\": \"outside\"\n", + "}\n", + "plotly.offline.iplot([base_chart], filename='base-chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Meter Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "direction": "clockwise", + "domain": { + "x": [ + 0, + 0.48 + ] + }, + "hole": 0.4, + "hoverinfo": "none", + "labels": [ + "-", + "0", + "20", + "40", + "60", + "80", + "100" + ], + "marker": { + "colors": [ + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)" + ], + "line": { + "width": 1 + } + }, + "name": "Gauge", + "rotation": 108, + "showlegend": false, + "textinfo": "label", + "textposition": "outside", + "type": "pie", + "uid": "b3a3d58d-a66d-4fd7-9ce6-50158c5af41a", + "values": [ + 40, + 10, + 10, + 10, + 10, + 10, + 10 + ] + }, + { + "direction": "clockwise", + "domain": { + "x": [ + 0, + 0.48 + ] + }, + "hole": 0.3, + "hoverinfo": "none", + "labels": [ + "Log Level", + "Debug", + "Info", + "Warn", + "Error", + "Fatal" + ], + "marker": { + "colors": [ + "rgb(255, 255, 255)", + "rgb(232,226,202)", + "rgb(226,210,172)", + "rgb(223,189,139)", + "rgb(223,162,103)", + "rgb(226,126,64)" + ] + }, + "name": "Gauge", + "rotation": 90, + "showlegend": false, + "textinfo": "label", + "textposition": "inside", + "type": "pie", + "uid": "617bc427-8534-4d48-a1b4-b369a8f85220", + "values": [ + 50, + 10, + 10, + 10, + 10, + 10 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meter_chart = {\n", + " \"values\": [50, 10, 10, 10, 10, 10],\n", + " \"labels\": [\"Log Level\", \"Debug\", \"Info\", \"Warn\", \"Error\", \"Fatal\"],\n", + " \"marker\": {\n", + " 'colors': [\n", + " 'rgb(255, 255, 255)',\n", + " 'rgb(232,226,202)',\n", + " 'rgb(226,210,172)',\n", + " 'rgb(223,189,139)',\n", + " 'rgb(223,162,103)',\n", + " 'rgb(226,126,64)'\n", + " ]\n", + " },\n", + " \"domain\": {\"x\": [0, 0.48]},\n", + " \"name\": \"Gauge\",\n", + " \"hole\": .3,\n", + " \"type\": \"pie\",\n", + " \"direction\": \"clockwise\",\n", + " \"rotation\": 90,\n", + " \"showlegend\": False,\n", + " \"textinfo\": \"label\",\n", + " \"textposition\": \"inside\",\n", + " \"hoverinfo\": \"none\"\n", + "}\n", + "plotly.offline.iplot([base_chart, meter_chart], filename='meter-chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dial\n", + "Now we need a dial to show the current position in the meter at a particular time.\n", + "Plotly's path shape can be used for this. A nice explanation of SVG path is available here by Mozilla.\n", + "We can use a filled triangle to create our Dial." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "direction": "clockwise", + "domain": { + "x": [ + 0, + 0.48 + ] + }, + "hole": 0.4, + "hoverinfo": "none", + "labels": [ + "-", + "0", + "20", + "40", + "60", + "80", + "100" + ], + "marker": { + "colors": [ + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)", + "rgb(255, 255, 255)" + ], + "line": { + "width": 0 + } + }, + "name": "Gauge", + "rotation": 108, + "showlegend": false, + "textinfo": "label", + "textposition": "outside", + "type": "pie", + "uid": "4bccc003-235b-4dc3-a5db-41a088e56b18", + "values": [ + 40, + 10, + 10, + 10, + 10, + 10, + 10 + ] + }, + { + "direction": "clockwise", + "domain": { + "x": [ + 0, + 0.48 + ] + }, + "hole": 0.3, + "hoverinfo": "none", + "labels": [ + "Log Level", + "Debug", + "Info", + "Warn", + "Error", + "Fatal" + ], + "marker": { + "colors": [ + "rgb(255, 255, 255)", + "rgb(232,226,202)", + "rgb(226,210,172)", + "rgb(223,189,139)", + "rgb(223,162,103)", + "rgb(226,126,64)" + ] + }, + "name": "Gauge", + "rotation": 90, + "showlegend": false, + "textinfo": "label", + "textposition": "inside", + "type": "pie", + "uid": "5394a1d0-4417-4c7c-8d51-5dc6555d7394", + "values": [ + 50, + 10, + 10, + 10, + 10, + 10 + ] + } + ], + "layout": { + "annotations": [ + { + "showarrow": false, + "text": "50", + "x": 0.23, + "xref": "paper", + "y": 0.45, + "yref": "paper" + } + ], + "shapes": [ + { + "fillcolor": "rgba(44, 160, 101, 0.5)", + "line": { + "width": 0.5 + }, + "path": "M 0.235 0.5 L 0.24 0.65 L 0.245 0.5 Z", + "type": "path", + "xref": "paper", + "yref": "paper" + } + ], + "xaxis": { + "showgrid": false, + "showticklabels": false, + "zeroline": false + }, + "yaxis": { + "showgrid": false, + "showticklabels": false, + "zeroline": false + } + } + }, + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "layout = {\n", + " 'xaxis': {\n", + " 'showticklabels': False,\n", + " 'showgrid': False,\n", + " 'zeroline': False,\n", + " },\n", + " 'yaxis': {\n", + " 'showticklabels': False,\n", + " 'showgrid': False,\n", + " 'zeroline': False,\n", + " },\n", + " 'shapes': [\n", + " {\n", + " 'type': 'path',\n", + " 'path': 'M 0.235 0.5 L 0.24 0.65 L 0.245 0.5 Z',\n", + " 'fillcolor': 'rgba(44, 160, 101, 0.5)',\n", + " 'line': {'width': 0.5},\n", + " 'xref': 'paper',\n", + " 'yref': 'paper'\n", + " }\n", + " ],\n", + " 'annotations': [\n", + " {\n", + " 'xref': 'paper',\n", + " 'yref': 'paper',\n", + " 'x': 0.23,\n", + " 'y': 0.45,\n", + " 'text': '50',\n", + " 'showarrow': False\n", + " }\n", + " ]\n", + "}\n", + "\n", + "# we don't want the boundary now\n", + "base_chart['marker']['line']['width'] = 0\n", + "fig = {\"data\": [base_chart, meter_chart], \"layout\": layout}\n", + "plotly.offline.iplot(fig, filename='gauge-meter-chart')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/heatmaps.ipynb b/Plotly/heatmaps.ipynb new file mode 100644 index 0000000..e298a33 --- /dev/null +++ b/Plotly/heatmaps.ipynb @@ -0,0 +1,3371 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.figure_factory as ff\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Annotated Heatmap" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "type": "heatmap", + "uid": "1279d466-ac68-4d55-9783-bf1e2ee1de89", + "z": [ + [ + 0.1, + 0.3, + 0.5, + 0.7, + 0.9 + ], + [ + 1, + 0.8, + 0.6, + 0.4, + 0.2 + ], + [ + 0.2, + 0, + 0.5, + 0.7, + 0.9 + ], + [ + 0.9, + 0.8, + 0.4, + 0.2, + 0 + ], + [ + 0.3, + 0.4, + 0.5, + 0.7, + 1 + ] + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z = [[.1, .3, .5, .7, .9], \n", + " [1, .8, .6, .4, .2],\n", + " [.2, 0, .5, .7, .9], \n", + " [.9, .8, .4, .2, 0],\n", + " [.3, .4, .5, .7, 1]] \n", + "\n", + "# ---1\n", + "trace = go.Heatmap(z=z)\n", + "plotly.offline.iplot([trace], filename='basic-heatmap')\n", + "\n", + "# ---2\n", + "# fig = ff.create_annotated_heatmap(z, colorscale='Viridis', showscale=True)\n", + "# plotly.offline.iplot(fig, filename='annotated_heatmap')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Custom Text and X & Y Labels" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "colorscale": "Viridis", + "reversescale": false, + "showscale": false, + "type": "heatmap", + "uid": "fffe0f50-66df-4a9d-a770-71968e9ec663", + "x": [ + "Team A", + "Team B", + "Team C" + ], + "y": [ + "Game Three", + "Game Two", + "Game One" + ], + "z": [ + [ + 0.1, + 0.3, + 0.5 + ], + [ + 1, + 0.8, + 0.6 + ], + [ + 0.6, + 0.4, + 0.2 + ] + ] + } + ], + "layout": { + "annotations": [ + { + "font": { + "color": "#FFFFFF" + }, + "showarrow": false, + "text": "Win", + "x": "Team A", + "xref": "x", + "y": "Game Three", + "yref": "y" + }, + { + "font": { + "color": "#FFFFFF" + }, + "showarrow": false, + "text": "Lose", + "x": "Team B", + "xref": "x", + "y": "Game Three", + "yref": "y" + }, + { + "font": { + "color": "#FFFFFF" + }, + "showarrow": false, + "text": "Win", + "x": "Team C", + "xref": "x", + "y": "Game Three", + "yref": "y" + }, + { + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Lose", + "x": "Team A", + "xref": "x", + "y": "Game Two", + "yref": "y" + }, + { + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Lose", + "x": "Team B", + "xref": "x", + "y": "Game Two", + "yref": "y" + }, + { + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Win", + "x": "Team C", + "xref": "x", + "y": "Game Two", + "yref": "y" + }, + { + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Win", + "x": "Team A", + "xref": "x", + "y": "Game One", + "yref": "y" + }, + { + "font": { + "color": "#FFFFFF" + }, + "showarrow": false, + "text": "Win", + "x": "Team B", + "xref": "x", + "y": "Game One", + "yref": "y" + }, + { + "font": { + "color": "#FFFFFF" + }, + "showarrow": false, + "text": "Lose", + "x": "Team C", + "xref": "x", + "y": "Game One", + "yref": "y" + } + ], + "xaxis": { + "dtick": 1, + "gridcolor": "rgb(0, 0, 0)", + "side": "top", + "ticks": "" + }, + "yaxis": { + "dtick": 1, + "ticks": "", + "ticksuffix": " " + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z = [\n", + " [.1, .3, .5], \n", + " [1.0, .8, .6],\n", + " [.6, .4, .2]\n", + "]\n", + "z_text = [\n", + " ['Win', 'Lose', 'Win'], \n", + " ['Lose', 'Lose', 'Win'],\n", + " ['Win', 'Win', 'Lose']\n", + "]\n", + "x = ['Team A', 'Team B', 'Team C']\n", + "y = ['Game Three', 'Game Two', 'Game One']\n", + "\n", + "fig = ff.create_annotated_heatmap(z, x=x, y=y, annotation_text=z_text, colorscale='Viridis')\n", + "plotly.offline.iplot(fig, filename='annotated_heatmap_text')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Custom Hovertext" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "colorscale": [ + [ + 0, + "rgb(255,255,255)" + ], + [ + 0.2, + "rgb(255, 255, 153)" + ], + [ + 0.4, + "rgb(153, 255, 204)" + ], + [ + 0.6, + "rgb(179, 217, 255)" + ], + [ + 0.8, + "rgb(240, 179, 255)" + ], + [ + 1, + "rgb(255, 77, 148)" + ] + ], + "hoverinfo": "text", + "reversescale": false, + "showscale": false, + "text": [ + [ + "
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'Arsenic', 'Selenium', 'Bromine', 'Krypton'],\n", + " ['Rubidium', 'Strontium', 'Yttrium', 'Zirconium', 'Niobium', 'Molybdenum', 'Technetium', 'Ruthenium', 'Rhodium', 'Palladium', 'Silver', 'Cadmium', 'Indium', 'Tin', 'Antimony', 'Tellurium', 'Iodine', 'Xenon'],\n", + " [' Cesium', ' Barium', '', 'Hafnium', 'Tantalum', 'Tungsten', 'Rhenium', 'Osmium', 'Iridium', 'Platinum', 'Gold', 'Mercury', 'Thallium', 'Lead', 'Bismuth', 'Polonium', 'Astatine', 'Radon'],\n", + " [' Francium', ' Radium', '', 'Rutherfordium','Dubnium','Seaborgium','Bohrium','Hassium','Meitnerium','Darmstadtium','Roentgenium','Copernicium','Ununtrium','Ununquadium','Ununpentium','Ununhexium','Ununseptium','Ununoctium'],\n", + " ['', '', 'Lanthanum', 'Cerium', 'Praseodymium', 'Neodymium', 'Promethium', 'Samarium', 'Europium', 'Gadolinium', 'Terbium', 'Dysprosium', 'Holmium', 'Erbium', 'Thulium', 'Ytterbium', 'Lutetium', ''],\n", + " ['', '', 'Actinium', 'Thorium', 'Protactinium', 'Uranium', 'Neptunium', 'Plutonium', 'Americium', 'Curium', 'Berkelium', 'Californium', 'Einsteinium','Fermium' ,'Mendelevium', 'Nobelium', 'Lawrencium', '' ],\n", + " ['', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', ''],\n", + " ['', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', ''],\n", + " ['', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '']\n", + "]\n", + "\n", + "atomic_mass = [\n", + " [ 1.00794, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, 4.002602],\n", + " [ 6.941, 9.012182, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, 10.811, 12.0107, 14.0067, 15.9994, 18.9984032, 20.1797],\n", + " [ 22.98976928, 24.3050, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, 26.9815386, 28.0855, 30.973762, 32.065, 35.453, 39.948], \n", + " [ 39.0983, 40.078, 44.955912, 47.867, 50.9415, 51.9961, 54.938045, 55.845, 58.933195, 58.6934, 63.546, 65.38, 69.723, 72.64, 74.92160, 78.96, 79.904, 83.798],\n", + " [ 85.4678, 87.62, 88.90585, 91.224, 92.90638, 95.96, 98, 101.07, 102.90550, 106.42, 107.8682, 112.411, 114.818, 118.710, 121.760, 127.60, 126.90447, 131.293],\n", + " [ 132.9054519, 137.327, .0, 178.49, 180.94788, 183.84, 186.207, 190.23, 192.217, 195.084, 196.966569, 200.59, 204.3833, 207.2, 208.98040, 209, 210, 222],\n", + " [223, 226, .0, 267, 268, 271, 272, 270, 276, 281, 280, 285, 284, 289, 288, 293, 'unknown', 294],\n", + " [.0, .0, 138.90547, 140.116, 140.90765, 144.242, 145, 150.36, 151.964, 157.25, 158.92535, 162.500, 164.93032, 167.259, 168.93421, 173.054, 174.9668, .0],\n", + " [.0, .0, 227, 232.03806, 231.03588, 238.02891, 237, 244, 243, 247, 247, 251, 252, 257, 258, 259, 262, .0],\n", + " [.0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0],\n", + " [.0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0],\n", + " [.0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0]\n", + "]\n", + "\n", + "z = [\n", + " [.8, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, 1.],\n", + " [.1, .2, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .7, .8, .8, .8, .9, 1.],\n", + " [.1, .2, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .6, .7, .8, .8, .9, 1], \n", + " [.1, .2, .3, .3, .3, .3, .3, .3, .3, .3, .3, .3, .6, .7, .8, .8, .9, 1.],\n", + " [.1, .2, .3, .3, .3, .3, .3, .3, .3, .3, .3, .3, .6, .6, .7, .7, .9, 1.],\n", + " [.1, .2, .4, .3, .3, .3, .3, .3, .3, .3, .3, .3, .6, .6, .6, .7, .9, 1.],\n", + " [.1, .2, .5, .3, .3, .3, .3, .3, .3, .3, .3, .3, .6, .6, .6, .6, .9, 1.],\n", + " [.0, .0, .4, .4, .4, .4, .4, .4, .4, .4, .4, .4, .4, .4, .4, .4, .4, .0],\n", + " [.0, .0, .5, .5, .5, .5, .5, .5, .5, .5, .5, .5, .5, .5, .5, .5, .5, .0],\n", + " [.0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0, .0],\n", + " [.1, .1, .1, .3, .3, .3, .5, .5, .5, .7, .7, .7, .9, .9, .9, .0, .0, .0],\n", + " [.2, .2, .2, .4, .4, .4, .6, .6, .6, .8, .8, .8, 1., 1., 1., .0, .0, .0]\n", + "]\n", + "\n", + "# Display element name and atomic mass on hover\n", + "hover = list(range(len(symbol)))\n", + "for x in range(len(symbol)):\n", + " hover[x] = [i + '
' + 'Atomic Mass: ' + str(j) for i, j in zip(element[x], atomic_mass[x])]\n", + "\n", + "# Invert Matrices\n", + "symbol = symbol[::-1]\n", + "hover = hover[::-1]\n", + "z = z[::-1]\n", + "\n", + "# Set Colorscale\n", + "colorscale=[\n", + " [0.0, 'rgb(255,255,255)'], [.2, 'rgb(255, 255, 153)'], \n", + " [.4, 'rgb(153, 255, 204)'], [.6, 'rgb(179, 217, 255)'], \n", + " [.8, 'rgb(240, 179, 255)'],[1.0, 'rgb(255, 77, 148)']\n", + "]\n", + "\n", + "# Make Annotated Heatmap\n", + "pt = ff.create_annotated_heatmap(z, annotation_text=symbol, text=hover, colorscale=colorscale, font_colors=['black'], hoverinfo='text')\n", + "pt.layout.title = 'Periodic Table'\n", + "plotly.offline.iplot(pt, filename='periodic_table')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/histogram&distplot.ipynb b/Plotly/histogram&distplot.ipynb new file mode 100644 index 0000000..2f421ce --- /dev/null +++ b/Plotly/histogram&distplot.ipynb @@ -0,0 +1,7335 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "import plotly.figure_factory as ff\n", + "import numpy as np\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + 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4" + ], + "yaxis": "y2" + } + ], + "layout": { + "barmode": "overlay", + "hovermode": "closest", + "legend": { + "traceorder": "reversed" + }, + "xaxis": { + "anchor": "y2", + "domain": [ + 0, + 1 + ], + "zeroline": false + }, + "yaxis": { + "anchor": "free", + "domain": [ + 0.35, + 1 + ], + "position": 0 + }, + "yaxis2": { + "anchor": "x", + "domain": [ + 0, + 0.25 + ], + "dtick": 1, + "showticklabels": false + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x1 = np.random.randn(200)-2 \n", + "x2 = np.random.randn(200) \n", + "x3 = np.random.randn(200)+2 \n", + "x4 = np.random.randn(200)+4 \n", + "colors = ['#A56CC1', '#A6ACEC', '#63F5EF', '#43AB32']\n", + "\n", + "hist_data = [x1, x2, x3, x4]\n", + "group_labels = ['Group 1', 'Group 2', 'Group 3', 'Group 4']\n", + "\n", + "fig = ff.create_distplot(\n", + " hist_data, group_labels, \n", + " bin_size=.2, \n", + " colors=colors,\n", + " # 设置显示什么\n", + " show_hist=True, \n", + " show_curve=True, \n", + " show_rug=True)\n", + "plotly.offline.iplot(fig)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/line.ipynb b/Plotly/line.ipynb new file mode 100644 index 0000000..db334fe --- /dev/null +++ b/Plotly/line.ipynb @@ -0,0 +1,828 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Line Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "connectgaps": false, + "line": { + "color": "rgb(205, 12, 24)", + "width": 4 + }, + "mode": "lines", + "name": "High 2014", + "showlegend": true, + "type": "scatter", + "uid": "2c78497a-5d08-49bb-ac60-dd8ae8bd729a", + "x": [ + "January", + "February", + "March", + "April", + "May", + "June", + "July", + "August", + "September", + "October", + "November", + "December" + ], + "y": [ + 28.8, + 28.5, + null, + 40, + 69.7, + 79.7, + 78.5, + 77.8, + null, + 62.6, + 45.3, + 39.9 + ] + }, + { + "line": { + "color": "rgb(25, 120, 24)", + "dash": "dash", + "width": 4 + }, + "name": "High 2007", + "type": "scatter", + "uid": "5ad15ae3-029a-4176-80e4-ab4357cc8196", + "x": [ + "January", + "February", + "March", + "April", + "May", + "June", + "July", + "August", + "September", + "October", + "November", + "December" + ], + "y": [ + 36.5, + 26.6, + 43.6, + 52.3, + 71.5, + 81.4, + 80.5, + 82.2, + 76, + 67.3, + 46.1, + 35 + ] + }, + { + "line": { + "color": "rgb(25, 12, 204)", + "dash": "dot", + "width": 4 + }, + "name": "High 2000", + "type": "scatter", + "uid": "b3ab7e90-cbef-4ba0-974a-037b28e073bf", + "x": [ + "January", + "February", + "March", + "April", + "May", + "June", + "July", + "August", + "September", + "October", + "November", + "December" + ], + "y": [ + 32.5, + 37.6, + 49.9, + 53, + 69.1, + 75.4, + 76.5, + 76.6, + 70.7, + 60.6, + 45.1, + 29.3 + ] + } + ], + "layout": { + "title": "Average High and Low Temperatures in New York", + "xaxis": { + "title": "Month" + }, + "yaxis": { + "title": "Temperature (degrees F)" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "month = ['January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December']\n", + "high_2000 = [32.5, 37.6, 49.9, 53.0, 69.1, 75.4, 76.5, 76.6, 70.7, 60.6, 45.1, 29.3]\n", + "high_2007 = [36.5, 26.6, 43.6, 52.3, 71.5, 81.4, 80.5, 82.2, 76.0, 67.3, 46.1, 35.0]\n", + "high_2014 = [28.8, 28.5, None, 40.0, 69.7, 79.7, 78.5, 77.8, None, 62.6, 45.3, 39.9]\n", + "\n", + "trace0 = go.Scatter(\n", + " x = month,\n", + " y = high_2014,\n", + " name = 'High 2014',\n", + " # 默认为lines\n", + " mode = 'lines', \n", + " # 是否连接Gap，图中红色会有缺失部分\n", + " connectgaps = False,\n", + " # 是否显示legend\n", + " showlegend = True,\n", + " # 设置线的样式\n", + " line = dict(\n", + " color='rgb(205, 12, 24)', \n", + " width=4\n", + " )\n", + ")\n", + "trace1 = go.Scatter(\n", + " x = month,\n", + " y = high_2007,\n", + " name = 'High 2007',\n", + " line = dict(\n", + " color='rgb(25, 120, 24)', \n", + " width=4, \n", + " dash='dash'\n", + " # dash options include 'dash', 'dot', and 'dashdot'\n", + " ) \n", + ")\n", + "trace2 = go.Scatter(\n", + " x = month,\n", + " y = high_2000,\n", + " name = 'High 2000',\n", + " line = dict(\n", + " color='rgb(25, 12, 204)', \n", + " width=4, \n", + " dash='dot'\n", + " )\n", + ")\n", + "\n", + "data = [trace0, trace1, trace2]\n", + "layout = dict(\n", + " title = 'Average High and Low Temperatures in New York',\n", + " xaxis = dict(title = 'Month'),\n", + " yaxis = dict(title = 'Temperature (degrees F)'),\n", + ")\n", + "fig = dict(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='styled-line')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interpolation with Line Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "hoverinfo": "name", + "line": { + "shape": "linear" + }, + "mode": "lines+markers", + "name": "'linear'", + "type": "scatter", + "uid": "a8d14474-e3f8-44dd-9bc5-6cc53883c5dd", + "x": [ + 1, + 2, + 3, + 4, + 5 + ], + "y": [ + 1, + 3, + 2, + 3, + 1 + ] + }, + { + "hoverinfo": "text+name", + "line": { + "shape": "spline" + }, + "mode": "lines+markers", + "name": "'spline'", + "text": [ + "tweak line smoothness
with 'smoothing' in line object" + ], + "type": "scatter", + "uid": "57795ba3-cb50-4d97-b1d6-509b2d4f2261", + "x": [ + 1, + 2, + 3, + 4, + 5 + ], + "y": [ + 6, + 8, + 7, + 8, + 6 + ] + }, + { + "hoverinfo": "name", + "line": { + "shape": "vhv" + }, + "mode": "lines+markers", + "name": "'vhv'", + "type": "scatter", + "uid": "3f70f68c-5a86-4f75-95ee-1c3d29531d3e", + "x": [ + 1, + 2, + 3, + 4, + 5 + ], + "y": [ + 11, + 13, + 12, + 13, + 11 + ] + }, + { + "hoverinfo": "name", + "line": { + "shape": "hvh" + }, + "mode": "lines+markers", + "name": "'hvh'", + "type": "scatter", + "uid": "808e1f55-a5e4-40fe-98d0-b7c0f5dd660c", + "x": [ + 1, + 2, + 3, + 4, + 5 + ], + "y": [ + 16, + 18, + 17, + 18, + 16 + ] + }, + { + "hoverinfo": "name", + "line": { + "shape": "vh" + }, + "mode": "lines+markers", + "name": "'vh'", + "type": "scatter", + "uid": "a5e99eca-d341-4f56-ba98-34e2e3eb34d8", + "x": [ + 1, + 2, + 3, + 4, + 5 + ], + "y": [ + 21, + 23, + 22, + 23, + 21 + ] + }, + { + "hoverinfo": "name", + "line": { + "shape": "hv" + }, + "mode": "lines+markers", + "name": "'hv'", + "type": "scatter", + "uid": "6847c52d-8d96-4a90-b45f-dd7ccb57772c", + "x": [ + 1, + 2, + 3, + 4, + 5 + ], + "y": [ + 26, + 28, + 27, + 28, + 26 + ] + } + ], + "layout": { + "legend": { + "font": { + "size": 15 + }, + "traceorder": "reversed", + "y": 0.5 + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace1 = go.Scatter(\n", + " x=[1, 2, 3, 4, 5],\n", + " y=[1, 3, 2, 3, 1],\n", + " mode='lines+markers',\n", + " name=\"'linear'\",\n", + " hoverinfo='name',\n", + " # 设置Interpolation的形状\n", + " line=dict(shape='linear')\n", + ")\n", + "trace2 = go.Scatter(\n", + " x=[1, 2, 3, 4, 5],\n", + " y=[6, 8, 7, 8, 6],\n", + " mode='lines+markers',\n", + " name=\"'spline'\",\n", + " # 设置显示，这里的text只在第一个点上进行显示\n", + " text=[\"tweak line smoothness
with 'smoothing' in line object\"],\n", + " hoverinfo='text+name',\n", + " line=dict(shape='spline')\n", + ")\n", + "trace3 = go.Scatter(\n", + " x=[1, 2, 3, 4, 5],\n", + " y=[11, 13, 12, 13, 11],\n", + " mode='lines+markers',\n", + " name=\"'vhv'\",\n", + " hoverinfo='name',\n", + " line=dict(shape='vhv')\n", + ")\n", + "trace4 = go.Scatter(\n", + " x=[1, 2, 3, 4, 5],\n", + " y=[16, 18, 17, 18, 16],\n", + " mode='lines+markers',\n", + " name=\"'hvh'\",\n", + " hoverinfo='name',\n", + " line=dict(shape='hvh')\n", + ")\n", + "trace5 = go.Scatter(\n", + " x=[1, 2, 3, 4, 5],\n", + " y=[21, 23, 22, 23, 21],\n", + " mode='lines+markers',\n", + " name=\"'vh'\",\n", + " hoverinfo='name',\n", + " line=dict(shape='vh')\n", + ")\n", + "trace6 = go.Scatter(\n", + " x=[1, 2, 3, 4, 5],\n", + " y=[26, 28, 27, 28, 26],\n", + " mode='lines+markers',\n", + " name=\"'hv'\",\n", + " hoverinfo='name',\n", + " line=dict(shape='hv')\n", + ")\n", + "\n", + "data = [trace1, trace2, trace3, trace4, trace5, trace6]\n", + "# traceorder设置legend的显示顺序\n", + "layout = dict(legend=dict(\n", + " y=0.5, \n", + " traceorder='reversed', \n", + " font=dict(size=15)\n", + "))\n", + "fig = dict(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='line-shapes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Overlaid Area Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "fill": "tozeroy", + "mode": "none", + "type": "scatter", + "uid": "37f945bd-c537-4443-9941-2b2e147b00ff", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + 0, + 2, + 3, + 5 + ] + }, + { + "fill": "tonexty", + "type": "scatter", + "uid": "8632bf58-1489-4496-92e6-26724dc519f8", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + 3, + 5, + 1, + 7 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace0 = go.Scatter(\n", + " x=[1, 2, 3, 4],\n", + " y=[0, 2, 3, 5],\n", + " fill='tozeroy',\n", + " mode='none'\n", + ")\n", + "trace1 = go.Scatter(\n", + " x=[1, 2, 3, 4],\n", + " y=[3, 5, 1, 7],\n", + " fill='tonexty'\n", + ")\n", + "\n", + "data = [trace0, trace1]\n", + "plotly.offline.iplot(data, filename='basic-area')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interior Filling for Area Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "line": { + "color": "rgb(143, 19, 131)" + }, + "mode": "lines", + "type": "scatter", + "uid": "54f2837a-2f50-4db8-a4b6-9e6436ce63b3", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + 3, + 4, + 8, + 3 + ] + }, + { + "fill": "tonexty", + "line": { + "color": "rgb(143, 19, 131)" + }, + "mode": "lines", + "type": "scatter", + "uid": "1826843d-41bd-4ae6-a2ae-328e70ed4254", + "x": [ + 1, + 2, + 3, + 4 + ], + "y": [ + 1, + 6, + 2, + 6 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace0 = go.Scatter(\n", + " x=[1, 2, 3, 4],\n", + " y=[3, 4, 8, 3],\n", + " fill= None,\n", + " mode='lines',\n", + " line=dict(color='rgb(143, 19, 131)')\n", + ")\n", + "trace1 = go.Scatter(\n", + " x=[1, 2, 3, 4],\n", + " y=[1, 6, 2, 6],\n", + " fill='tonexty',\n", + " mode='lines',\n", + " line=dict(color='rgb(143, 19, 131)')\n", + ")\n", + "\n", + "data = [trace0, trace1]\n", + "plotly.offline.iplot(data, filename='filling-interior-area')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Stacked Area Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "hoverinfo": "x+y", + "line": { + "color": "rgb(131, 90, 241)", + "width": 0.5 + }, + "mode": "lines", + "stackgroup": "one", + "x": [ + "Winter", + "Spring", + "Summer", + "Fall" + ], + "y": [ + 40, + 60, + 40, + 10 + ] + }, + { + "hoverinfo": "x+y", + "line": { + "color": "rgb(111, 231, 219)", + "width": 0.5 + }, + "mode": "lines", + "stackgroup": "one", + "x": [ + "Winter", + "Spring", + "Summer", + "Fall" + ], + "y": [ + 20, + 10, + 10, + 60 + ] + }, + { + "hoverinfo": "x+y", + "line": { + "color": "rgb(184, 247, 212)", + "width": 0.5 + }, + "mode": "lines", + "stackgroup": "one", + "x": [ + "Winter", + "Spring", + "Summer", + "Fall" + ], + "y": [ + 40, + 30, + 50, + 30 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=['Winter', 'Spring', 'Summer', 'Fall']\n", + "trace0 = dict(\n", + " x=x,\n", + " y=[40, 60, 40, 10],\n", + " hoverinfo='x+y',\n", + " mode='lines',\n", + " line=dict(width=0.5, color='rgb(131, 90, 241)'),\n", + " stackgroup='one'\n", + ")\n", + "trace1 = dict(\n", + " x=x,\n", + " y=[20, 10, 10, 60],\n", + " hoverinfo='x+y',\n", + " mode='lines',\n", + " line=dict(width=0.5, color='rgb(111, 231, 219)'),\n", + " stackgroup='one'\n", + ")\n", + "trace2 = dict(\n", + " x=x,\n", + " y=[40, 30, 50, 30],\n", + " hoverinfo='x+y',\n", + " mode='lines',\n", + " line=dict(width=0.5, color='rgb(184, 247, 212)'),\n", + " stackgroup='one'\n", + ")\n", + "plotly.offline.iplot([trace0, trace1, trace2], filename='stacked-area-plot-hover', validate=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/pie.ipynb b/Plotly/pie.ipynb new file mode 100644 index 0000000..8426e53 --- /dev/null +++ b/Plotly/pie.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Pie Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "labels": [ + "Oxygen", + "Hydrogen", + "Carbon_Dioxide", + "Nitrogen" + ], + "type": "pie", + "uid": "2e574503-a57d-4ea2-aa41-b770f8461ff6", + "values": [ + 4500, + 2500, + 1053, + 500 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels = ['Oxygen','Hydrogen','Carbon_Dioxide','Nitrogen']\n", + "values = [4500,2500,1053,500]\n", + "\n", + "trace = go.Pie(labels=labels, values=values)\n", + "plotly.offline.iplot([trace], filename='basic_pie_chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Styled Pie Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "hoverinfo": "label+percent", + "labels": [ + "Oxygen", + "Hydrogen", + "Carbon_Dioxide", + "Nitrogen" + ], + "marker": { + "colors": [ + "#FEBFB3", + "#E1396C", + "#96D38C", + "#D0F9B1" + ], + "line": { + "color": "#000000", + "width": 2 + } + }, + "textfont": { + "size": 20 + }, + "textinfo": "value", + "type": "pie", + "uid": "595b33b4-b572-44f5-9a18-99eeea5b0286", + "values": [ + 4500, + 2500, + 1053, + 500 + ] + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels = ['Oxygen','Hydrogen','Carbon_Dioxide','Nitrogen']\n", + "values = [4500,2500,1053,500]\n", + "colors = ['#FEBFB3', '#E1396C', '#96D38C', '#D0F9B1']\n", + "\n", + "trace = go.Pie(\n", + " labels=labels, values=values,\n", + " hoverinfo='label+percent', \n", + " textinfo='value', \n", + " textfont=dict(size=20),\n", + " marker=dict(\n", + " colors=colors, \n", + " line=dict(color='#000000', width=2)\n", + " )\n", + ")\n", + "plotly.offline.iplot([trace], filename='styled_pie_chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Donut Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "domain": { + "x": [ + 0, + 0.48 + ], + "y": [ + 0, + 1 + ] + }, + "hole": 0.4, + "hoverinfo": "label+percent+name", + "labels": [ + "US", + "China", + "European Union", + "Russian Federation", + "Brazil", + "India", + "Rest of World" + ], + "name": "GHG Emissions", + "type": "pie", + "uid": "32fa5d30-977f-4fa3-bec9-30b7cdd52d19", + "values": [ + 16, + 15, + 12, + 6, + 5, + 4, + 42 + ] + }, + { + "domain": { + "x": [ + 0.52, + 1 + ], + "y": [ + 0, + 1 + ] + }, + "hole": 0.4, + "hoverinfo": "label+percent+name", + "labels": [ + "US", + "China", + "European Union", + "Russian Federation", + "Brazil", + "India", + "Rest of World" + ], + "name": "CO2 Emissions", + "text": [ + "CO2", + "CO2", + "CO2", + "CO2", + "CO2", + "CO2", + "CO2" + ], + "textposition": "inside", + "type": "pie", + "uid": "e7b3bdb8-1c4e-4aec-a46b-e836aa8747cc", + "values": [ + 27, + 11, + 25, + 8, + 1, + 3, + 25 + ] + } + ], + "layout": { + "annotations": [ + { + "font": { + "size": 20 + }, + "showarrow": false, + "text": "GHG", + "x": 0.2, + "y": 0.5 + }, + { + "font": { + "size": 20 + }, + "showarrow": false, + "text": "CO2", + "x": 0.8, + "y": 0.5 + } + ], + "title": "Global Emissions 1990-2011" + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 使用字典形式\n", + "fig = {\n", + " \"data\": [\n", + " {\n", + " \"values\": [16, 15, 12, 6, 5, 4, 42],\n", + " \"labels\": [\"US\", \"China\", \"European Union\", \"Russian Federation\", \"Brazil\", \"India\", \"Rest of World\"],\n", + " # 设置显示区域占左半部分\n", + " \"domain\": {\n", + " \"x\": [0, .48],\n", + " \"y\": [0, 1],\n", + " },\n", + " \"name\": \"GHG Emissions\",\n", + " \"hoverinfo\":\"label+percent+name\",\n", + " # 设置空心的大小\n", + " \"hole\": .4,\n", + " \"type\": \"pie\"\n", + " },\n", + " {\n", + " \"values\": [27, 11, 25, 8, 1, 3, 25],\n", + " \"labels\": [\"US\", \"China\", \"European Union\", \"Russian Federation\", \"Brazil\", \"India\", \"Rest of World\"],\n", + " \"text\":[\"CO2\"] * 7,\n", + " \"textposition\":\"inside\",\n", + " # 设置显示区域占右半部分\n", + " \"domain\": {\n", + " \"x\": [.52, 1],\n", + " \"y\": [0, 1],\n", + " },\n", + " \"name\": \"CO2 Emissions\",\n", + " \"hoverinfo\":\"label+percent+name\",\n", + " # 设置空心的大小\n", + " \"hole\": .4,\n", + " \"type\": \"pie\"\n", + " }\n", + " ],\n", + " \"layout\": {\n", + " \"title\":\"Global Emissions 1990-2011\",\n", + " \"annotations\": [\n", + " {\n", + " \"font\": {\"size\": 20},\n", + " \"showarrow\": False,\n", + " \"text\": \"GHG\",\n", + " \"x\": 0.20,\n", + " \"y\": 0.5\n", + " },\n", + " {\n", + " \"font\": {\"size\": 20},\n", + " \"showarrow\": False,\n", + " \"text\": \"CO2\",\n", + " \"x\": 0.8,\n", + " \"y\": 0.5\n", + " }\n", + " ]\n", + " }\n", + "}\n", + "plotly.offline.iplot(fig, filename='donut')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/radar.ipynb b/Plotly/radar.ipynb new file mode 100644 index 0000000..5081d61 --- /dev/null +++ b/Plotly/radar.ipynb @@ -0,0 +1,168 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Radar Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "fill": "toself", + "name": "Group A", + "r": [ + 39, + 28, + 8, + 7, + 28, + 39 + ], + "theta": [ + "A", + "B", + "C", + "D", + "E", + "A" + ], + "type": "scatterpolar", + "uid": "c020ecab-86d1-431d-b944-21e3ac8fd0a3" + }, + { + "fill": "toself", + "name": "Group B", + "r": [ + 1.5, + 10, + 39, + 31, + 15, + 1.5 + ], + "theta": [ + "A", + "B", + "C", + "D", + "E", + "A" + ], + "type": "scatterpolar", + "uid": "7a262f24-0679-474e-b6d1-21ef9c9130ac" + } + ], + "layout": { + "polar": { + "radialaxis": { + "range": [ + 0, + 50 + ], + "visible": true + } + }, + "showlegend": false + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = [\n", + " go.Scatterpolar(\n", + " r = [39, 28, 8, 7, 28, 39],\n", + " theta = ['A','B','C', 'D', 'E', 'A'],\n", + " fill = 'toself',\n", + " name = 'Group A'\n", + " ),\n", + " go.Scatterpolar(\n", + " r = [1.5, 10, 39, 31, 15, 1.5],\n", + " theta = ['A','B','C', 'D', 'E', 'A'],\n", + " fill = 'toself',\n", + " name = 'Group B'\n", + " )\n", + "]\n", + "\n", + "layout = go.Layout(\n", + " polar = dict(\n", + " radialaxis = dict(\n", + " visible = True,\n", + " range = [0, 50]\n", + " )\n", + " ),\n", + " showlegend = False\n", + ")\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename = \"radar\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/sankey.ipynb b/Plotly/sankey.ipynb new file mode 100644 index 0000000..b6d086e --- /dev/null +++ b/Plotly/sankey.ipynb @@ -0,0 +1,323 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Sankey Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "link": { + "source": [ + 0, + 0, + 1, + 2, + 3, + 3 + ], + "target": [ + 2, + 3, + 3, + 4, + 4, + 5 + ], + "value": [ + 8, + 4, + 2, + 8, + 4, + 2 + ] + }, + "node": { + "color": [ + "#e03636", + "#edd08e", + "#ff534d", + "#23d58e", + "#25c6fc", + "#0000ff" + ], + "label": [ + "A1", + "A2", + "B1", + "B2", + "C1", + "C2" + ], + "line": { + "color": "black", + "width": 1 + }, + "thickness": 20 + }, + "type": "sankey" + } + ], + "layout": { + "font": { + "size": 20 + }, + "title": "基础桑吉图" + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = dict(\n", + " type = 'sankey',\n", + " # 设置每个柱状条的颜色，宽度，边框等信息\n", + " node = dict(\n", + " thickness = 20,\n", + " line = dict(color = \"black\", width = 1),\n", + " label = [\"A1\", \"A2\", \"B1\", \"B2\", \"C1\", \"C2\"],\n", + " color = [\"#e03636\", \"#edd08e\", \"#ff534d\", \"#23d58e\", \"#25c6fc\", \"#0000ff\"]\n", + " ),\n", + " # 设置能量流动条的宽度值\n", + " link = dict(\n", + " source = [0, 0, 1, 2, 3, 3],\n", + " target = [2, 3, 3, 4, 4, 5],\n", + " value = [8, 4, 2, 8, 4, 2]\n", + " )\n", + ")\n", + "\n", + "layout = dict(\n", + " title = \"基础桑吉图\",\n", + " font = dict(size = 20)\n", + ")\n", + "fig = dict(data=[data], layout=layout)\n", + "plotly.offline.iplot(fig, validate=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Advance Sankey Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "link": { + "source": [ + 0, + 0, + 1, + 1, + 2, + 2, + 3, + 3, + 4, + 4, + 6, + 6, + 6, + 6, + 5, + 5, + 5, + 5 + ], + "target": [ + 5, + 6, + 5, + 6, + 5, + 6, + 5, + 6, + 5, + 6, + 7, + 8, + 9, + 10, + 7, + 8, + 9, + 10 + ], + "value": [ + 5, + 25, + 6, + 25, + 4, + 40, + 7, + 42, + 6, + 40, + 62, + 37, + 70, + 3, + 5, + 15, + 7, + 1 + ] + }, + "node": { + "label": [ + "专业A", + "专业B", + "专业C", + "专业D", + "专业E", + "转到其他学院", + "留在本学院", + "国内升学", + "国外深造", + "直接就业", + "待就业" + ], + "line": { + "color": "black", + "width": 0.5 + }, + "pad": 15, + "thickness": 15 + }, + "type": "sankey" + } + ], + "layout": { + "font": { + "color": "black", + "size": 15 + }, + "title": "学院学生转专业统计 & 毕业去向统计" + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_trace = dict(\n", + " type = 'sankey',\n", + " node = dict(\n", + " pad = 15,\n", + " thickness = 15,\n", + " line = dict(color = \"black\", width = 0.5),\n", + " label = [\"专业A\", \"专业B\", \"专业C\", \"专业D\", \"专业E\", \"转到其他学院\",\"留在本学院\",\"国内升学\",\"国外深造\",\"直接就业\",\"待就业\"]\n", + " ),\n", + " link = dict(\n", + " source = [0,0,1,1,2,2,3,3,4,4,6,6,6,6,5,5,5,5],\n", + " target = [5,6,5,6,5,6,5,6,5,6,7,8,9,10,7,8,9,10],\n", + " value = [5,25,6,25,4,40,7,42,6,40,62,37,70,3,5,15,7,1]\n", + " )\n", + ")\n", + "\n", + "layout = dict(\n", + " title = \"学院学生转专业统计 & 毕业去向统计\",\n", + " font = dict(\n", + " size = 15,\n", + " color = 'black'\n", + " ),\n", + " # 修改视图背景色\n", + " # plot_bgcolor = 'black',\n", + " # paper_bgcolor = 'black'\n", + ")\n", + "fig = dict(data=[data_trace], layout=layout)\n", + "plotly.offline.iplot(fig, validate=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Plotly/scatter.ipynb b/Plotly/scatter.ipynb new file mode 100644 index 0000000..6628fcd --- /dev/null +++ b/Plotly/scatter.ipynb @@ -0,0 +1,203361 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "import plotly.graph_objs as go\n", + "import math\n", + "import random\n", + "import numpy as np\n", + "import pandas as pd\n", + "plotly.offline.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Basic Scatter(Dot) Plot （注意理解scatter和dot，以及后边提到的bubble）" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "pink", + "size": 12 + }, + "mode": "markers", + "name": "Women", + "type": "scatter", + "uid": "f614f4a9-6f66-41bc-a19d-152064423207", + "x": [ + 72, + 67, + 73, + 80, + 76, + 79, + 84, + 78, + 86, + 93, + 94, + 90, + 92, + 96, + 94, + 112 + ], + "y": [ + "Brown", + "NYU", + "Notre Dame", + "Cornell", + "Tufts", + "Yale", + "Dartmouth", + "Chicago", + "Columbia", + "Duke", + "Georgetown", + "Princeton", + "U.Penn", + "Stanford", + "MIT", + "Harvard" + ] + }, + { + "marker": { + "color": "blue", + "size": 12 + }, + "mode": "markers", + "name": "Men", + "type": "scatter", + "uid": "6d229077-11a1-4538-9698-e73e4f293383", + "x": [ + 92, + 94, + 100, + 107, + 112, + 114, + 114, + 118, + 119, + 124, + 131, + 137, + 141, + 151, + 152, + 165 + ], + "y": [ + "Brown", + "NYU", + "Notre Dame", + "Cornell", + "Tufts", + "Yale", + "Dartmouth", + "Chicago", + "Columbia", + "Duke", + "Georgetown", + "Princeton", + "U.Penn", + "Stanford", + "MIT", + "Harvard" + ] + } + ], + "layout": { + "title": "Gender Earnings Disparity", + "xaxis": { + "title": "Annual Salary (in thousands)" + }, + "yaxis": { + "title": "School" + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y = [\"Brown\", \"NYU\", \"Notre Dame\", \"Cornell\", \"Tufts\", \"Yale\", \"Dartmouth\", \"Chicago\", \"Columbia\", \"Duke\", \"Georgetown\", \"Princeton\", \"U.Penn\", \"Stanford\", \"MIT\", \"Harvard\"]\n", + "\n", + "# 使用类和使用字典是同样的效果\n", + "trace0 = go.Scatter(\n", + " x = [72, 67, 73, 80, 76, 79, 84, 78, 86, 93, 94, 90, 92, 96, 94, 112], \n", + " y = y,\n", + " name = \"Women\",\n", + " mode = \"markers\",\n", + " marker = dict(color=\"pink\", size=12)\n", + ")\n", + "trace1 = {\n", + " \"x\": [92, 94, 100, 107, 112, 114, 114, 118, 119, 124, 131, 137, 141, 151, 152, 165], \n", + " \"y\": y,\n", + " \"name\": \"Men\", \n", + " \"mode\": \"markers\", \n", + " \"marker\": {\"color\": \"blue\", \"size\": 12}, \n", + " \"type\": \"scatter\", \n", + "}\n", + "\n", + "# 使用类和使用字典是同样的效果：layout = go.Layout()\n", + "layout = {\n", + " \"title\": \"Gender Earnings Disparity\", \n", + " \"xaxis\": {\"title\": \"Annual Salary (in thousands)\", }, \n", + " \"yaxis\": {\"title\": \"School\"}\n", + "}\n", + "fig = go.Figure(data=[trace0, trace1], layout=layout)\n", + "plotly.offline.iplot(fig, filename='basic-scatter-plot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Line and Scatter Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "mode": "markers", + "name": "markers", + "type": "scatter", + "uid": "98b5a1cf-435e-481e-a781-ad570c1ee323", + "x": [ + 0, + 0.010101010101010102, + 0.020202020202020204, + 0.030303030303030304, + 0.04040404040404041, + 0.05050505050505051, + 0.06060606060606061, + 0.07070707070707072, + 0.08080808080808081, + 0.09090909090909091, + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 10\n", + "x = np.random.randn(N)\n", + "y = np.random.randn(N)+2\n", + "\n", + "trace = go.Scatter(\n", + " x = x,\n", + " y = y,\n", + " name = 'Above',\n", + " mode = 'markers',\n", + "\n", + " # 设置显示的text，也叫做：Hover Text\n", + " text=['x:%s
y:%s' % (_x, _y) for _x, _y in zip(x, y)],\n", + "\n", + " # 设置其他样式\n", + " marker = dict(\n", + " # 设置点的形状\n", + " symbol='circle',\n", + " \n", + " # 定义不同的点的大小，可以是一个数组或者一个数字\n", + " size = [np.random.randint(10, 20) for i in range(N)],\n", + "\n", + " # 定义不同点的颜色，可以是一个数组或者一个值，值可以是单词，或者rgb字符串，或者#字符串等\n", + " color = ['rgb(%d, 0, 0)' % np.random.randint(1, 200) for i in range(N)],\n", + " \n", + " # 定义不同点的透明度，也可以在color中利用rgba()进行定义\n", + " opacity = [np.random.rand() for i in range(N)],\n", + " \n", + " # 定义线圈的样式，包括width、color等\n", + " line = dict(width=1, color='rgb(0, 0, 0)')\n", + " )\n", + ")\n", + "\n", + "layout = dict(\n", + " title = 'Styled Scatter',\n", + " xaxis = dict(\n", + " title = \"x轴\",\n", + " titlefont = dict(color='rgb(204, 2, 2)'),\n", + " \n", + " # 设置Grid是否显示，以及颜色等\n", + " showgrid = True,\n", + " gridcolor='rgb(255,255,255)',\n", + " showline = True,\n", + " zeroline = True,\n", + " \n", + " # 设置刻度相关\n", + " dtick=0.5,\n", + " ticks='outside',\n", + " tickfont=dict(color='rgb(102, 0, 0)'),\n", + " showticklabels=True,\n", + " tickcolor='rgb(0, 0, 200)',\n", + " ),\n", + " yaxis = dict(title=\"y轴\", zeroline=False)\n", + ")\n", + "fig = dict(data=[trace], layout=layout)\n", + "plotly.offline.iplot(fig, filename='styled-scatter')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Styled Categorical Scatter Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "rgba(156, 165, 196, 0.95)", + "line": { + "color": "rgba(156, 165, 196, 1.0)", + "width": 1 + }, + "size": 16, + "symbol": "circle" + }, + "mode": "markers", + "name": "Percent of estimated voting age population", + "type": "scatter", + "uid": "94f4a995-72fc-4580-8a1c-784592bf2aae", + "x": [ + 40, + 45.7, + 52, + 53.6, + 54.1, + 54.2, + 54.5, + 54.7, + 55.1, + 56.6 + ], + "y": [ + "Switzerland (2011)", + "Chile (2013)", + "Japan (2014)", + "United States (2012)", + "Slovenia (2014)", + "Canada (2011)", + "Poland (2010)", + "Estonia (2015)", + "Luxembourg (2013)", + "Portugal (2011)" + ] + }, + { + "marker": { + "color": "rgba(204, 204, 204, 0.95)", + "line": { + "color": "rgba(217, 217, 217, 1.0)", + "width": 1 + }, + "size": 14, + "symbol": "circle" + }, + "mode": "markers", + "name": "Percent of estimated registered voters", + "type": "scatter", + "uid": "2b23ff27-2afa-477d-b4b5-ed5b1117f94b", + "x": [ + 49.1, + 42, + 52.7, + 84.3, + 51.7, + 61.1, + 55.3, + 64.2, + 91.1, + 58.9 + ], + "y": [ + "Switzerland (2011)", + "Chile (2013)", + "Japan (2014)", + "United States (2012)", + "Slovenia (2014)", + "Canada (2011)", + "Poland (2010)", + "Estonia (2015)", + "Luxembourg (2013)", + "Portugal (2011)" + ] + } + ], + "layout": { + "hovermode": "closest", + "legend": { + "font": { + "size": 10 + }, + "xanchor": "right", + "yanchor": "middle" + }, + "margin": { + "b": 50, + "l": 140, + "r": 40, + "t": 80 + }, + "paper_bgcolor": "rgb(254, 247, 234)", + "plot_bgcolor": "rgb(254, 247, 234)", + "title": "Votes cast for ten lowest voting age population in OECD countries", + "xaxis": { + "dtick": 5, + "linecolor": "rgb(102, 102, 102)", + "showgrid": false, + "showline": true, + "showticklabels": true, + "tickcolor": "rgb(102, 102, 102)", + "tickfont": { + "color": "rgb(102, 102, 102)" + }, + "ticks": "outside", + "titlefont": { + "color": "rgb(204, 2, 2)" + } + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country = [\n", + " 'Switzerland (2011)', 'Chile (2013)', 'Japan (2014)', 'United States (2012)', 'Slovenia (2014)', \n", + " 'Canada (2011)', 'Poland (2010)', 'Estonia (2015)', 'Luxembourg (2013)', 'Portugal (2011)'\n", + "]\n", + "voting_pop = [40, 45.7, 52, 53.6, 54.1, 54.2, 54.5, 54.7, 55.1, 56.6]\n", + "reg_voters = [49.1, 42, 52.7, 84.3, 51.7, 61.1, 55.3, 64.2, 91.1, 58.9]\n", + "\n", + "trace0 = go.Scatter(\n", + " x=voting_pop,\n", + " y=country,\n", + " mode='markers',\n", + " name='Percent of estimated voting age population',\n", + " marker=dict(\n", + " color='rgba(156, 165, 196, 0.95)',\n", + " symbol='circle',\n", + " size=16,\n", + " line=dict(color='rgba(156, 165, 196, 1.0)', width=1),\n", + " )\n", + ")\n", + "trace1 = go.Scatter(\n", + " x=reg_voters,\n", + " y=country,\n", + " mode='markers',\n", + " name='Percent of estimated registered voters',\n", + " marker=dict(\n", + " color='rgba(204, 204, 204, 0.95)',\n", + " symbol='circle',\n", + " size=14,\n", + " line=dict(color='rgba(217, 217, 217, 1.0)', width=1),\n", + " )\n", + ")\n", + "\n", + "data = [trace0, trace1]\n", + "layout = go.Layout(\n", + " title=\"Votes cast for ten lowest voting age population in OECD countries\",\n", + " xaxis=dict(\n", + " showgrid=False,\n", + " showline=True,\n", + " linecolor='rgb(102, 102, 102)',\n", + " titlefont=dict(color='rgb(204, 2, 2)'),\n", + " tickfont=dict(color='rgb(102, 102, 102)'),\n", + " showticklabels=True,\n", + " dtick=5,\n", + " ticks='outside',\n", + " tickcolor='rgb(102, 102, 102)',\n", + " ),\n", + " \n", + " # 设置legend\n", + " legend=dict(\n", + " font=dict(size=10),\n", + " yanchor='middle',\n", + " xanchor='right',\n", + " ),\n", + " \n", + " # 设置背景色\n", + " paper_bgcolor='rgb(254, 247, 234)',\n", + " plot_bgcolor='rgb(254, 247, 234)',\n", + " \n", + " # 设置其他\n", + " hovermode='closest',\n", + " margin=dict(l=140, r=40, b=50, t=80),\n", + ")\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='lowest-oecd-votes-cast')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scatter with a Color Dimension" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": [ + -0.5109480180126388, + -0.7762806799162422, + -1.5770325307788704, + -0.10025293864664483, + 1.4360657723794343, + -0.7809974894319961, + 0.5890738503288535, + 0.4662027701992529, + -0.7807626435829972, + 1.1045973084621195, + -0.6255090572374038, + -1.1497301393018056, + -0.013198828973657172, + -1.6923234935385845, + -1.070194009176552, + -0.7368379558928534, + 0.4580264254801741, + -0.10702866425504041, + 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Life Expectancy: 72.301
GDP per capita: 6223.367465
Population: 33333216.0
Year: 2007", + "Country: Angola
Life Expectancy: 42.731
GDP per capita: 4797.231267
Population: 12420476.0
Year: 2007", + "Country: Benin
Life Expectancy: 56.728
GDP per capita: 1441.284873
Population: 8078314.0
Year: 2007", + "Country: Botswana
Life Expectancy: 50.728
GDP per capita: 12569.851770000001
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Year: 2007", + "Country: Burkina Faso
Life Expectancy: 52.295
GDP per capita: 1217.032994
Population: 14326203.0
Year: 2007", + "Country: Burundi
Life Expectancy: 49.58
GDP per capita: 430.07069160000003
Population: 8390505.0
Year: 2007", + "Country: Cameroon
Life Expectancy: 50.43
GDP per capita: 2042.0952399999999
Population: 17696293.0
Year: 2007", + "Country: Central African Republic
Life Expectancy: 44.74100000000001
GDP per capita: 706.016537
Population: 4369038.0
Year: 2007", + "Country: Chad
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GDP per capita: 1704.0637239999999
Population: 10238807.0
Year: 2007", + "Country: Comoros
Life Expectancy: 65.152
GDP per capita: 986.1478792000001
Population: 710960.0
Year: 2007", + "Country: Congo, Dem. Rep.
Life Expectancy: 46.461999999999996
GDP per capita: 277.55185869999997
Population: 64606759.0
Year: 2007", + "Country: Congo, Rep.
Life Expectancy: 55.321999999999996
GDP per capita: 3632.557798
Population: 3800610.0
Year: 2007", + "Country: Cote d'Ivoire
Life Expectancy: 48.328
GDP per capita: 1544.750112
Population: 18013409.0
Year: 2007", + "Country: Djibouti
Life Expectancy: 54.791000000000004
GDP per capita: 2082.4815670000003
Population: 496374.0
Year: 2007", + "Country: Egypt
Life Expectancy: 71.33800000000001
GDP per capita: 5581.180998
Population: 80264543.0
Year: 2007", + "Country: Equatorial Guinea
Life Expectancy: 51.57899999999999
GDP per capita: 12154.08975
Population: 551201.0
Year: 2007", + "Country: Eritrea
Life Expectancy: 58.04
GDP per capita: 641.3695236000001
Population: 4906585.0
Year: 2007", + "Country: Ethiopia
Life Expectancy: 52.946999999999996
GDP per capita: 690.8055759
Population: 76511887.0
Year: 2007", + "Country: Gabon
Life Expectancy: 56.735
GDP per capita: 13206.48452
Population: 1454867.0
Year: 2007", + "Country: Gambia
Life Expectancy: 59.448
GDP per capita: 752.7497265
Population: 1688359.0
Year: 2007", + "Country: Ghana
Life Expectancy: 60.022
GDP per capita: 1327.60891
Population: 22873338.0
Year: 2007", + "Country: Guinea
Life Expectancy: 56.007
GDP per capita: 942.6542111
Population: 9947814.0
Year: 2007", + "Country: Guinea-Bissau
Life Expectancy: 46.388000000000005
GDP per capita: 579.2317429999999
Population: 1472041.0
Year: 2007", + "Country: Kenya
Life Expectancy: 54.11
GDP per capita: 1463.249282
Population: 35610177.0
Year: 2007", + "Country: Lesotho
Life Expectancy: 42.592
GDP per capita: 1569.331442
Population: 2012649.0
Year: 2007", + "Country: Liberia
Life Expectancy: 45.678000000000004
GDP per capita: 414.5073415
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Year: 2007" + ], + "type": "scatter", + "uid": "b541bffd-5ea5-4ef1-b811-b2e88c9b760a", + "x": [ + 5937.029525999999, + 36126.4927, + 33692.60508, + 7446.298803, + 10680.79282, + 14619.222719999998, + 22833.30851, + 35278.41874, + 33207.0844, + 30470.0167, + 32170.37442, + 27538.41188, + 18008.94444, + 36180.789189999996, + 40675.99635, + 28569.7197, + 9253.896111, + 36797.93332, + 49357.19017, + 15389.924680000002, + 20509.64777, + 10808.47561, + 9786.534714, + 18678.31435, + 25768.25759, + 28821.0637, + 33859.74835, + 37506.419069999996, + 8458.276384, + 33203.26128 + ], + "y": [ + 76.423, + 79.829, + 79.441, + 74.852, + 73.005, + 75.748, + 76.486, + 78.332, + 79.313, + 80.657, + 79.406, + 79.483, + 73.33800000000001, + 81.757, + 78.885, + 80.546, + 74.543, + 79.762, + 80.196, + 75.563, + 78.098, + 72.476, + 74.002, + 74.663, + 77.926, + 80.941, + 80.884, + 81.70100000000001, + 71.777, + 79.425 + ] + }, + { + "marker": { + "line": { + "width": 2 + }, + "size": [ + 23.34064264905718, + 10.475140242695668 + ], + "sizemode": "area", + "sizeref": 0.03750027563402459, + "symbol": "circle" + }, + "mode": "markers", + "name": "Oceania", + "text": [ + "Country: Australia
Life Expectancy: 81.235
GDP per capita: 34435.367439999995
Population: 20434176.0
Year: 2007", + "Country: New Zealand
Life Expectancy: 80.204
GDP per capita: 25185.00911
Population: 4115771.0
Year: 2007" + ], + "type": "scatter", + "uid": "418c2980-ac38-449e-9922-2fca06d287d8", + "x": [ + 34435.367439999995, + 25185.00911 + ], + "y": [ + 81.235, + 80.204 + ] + } + ], + "layout": { + "paper_bgcolor": "rgb(243, 243, 243)", + "plot_bgcolor": "rgb(243, 243, 243)", + "title": "Life Expectancy v. Per Capita GDP, 2007", + "xaxis": { + "gridcolor": "rgb(255, 255, 255)", + "gridwidth": 2, + "range": [ + 2.003297660701705, + 5.191505530708712 + ], + "ticklen": 5, + "title": "GDP per capita (2000 dollars)", + "type": "log", + "zerolinewidth": 1 + }, + "yaxis": { + "gridcolor": "rgb(255, 255, 255)", + "gridwidth": 2, + "range": [ + 36.12621671352166, + 91.72921793264332 + ], + "ticklen": 5, + "title": "Life Expectancy (years)", + "zerolinewidth": 1 + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/gapminderDataFiveYear.csv\")\n", + "df_2007 = data[data['year']==2007].sort_values(['continent', 'country'])\n", + "slope = 2.666051223553066e-05\n", + "\n", + "# 构建显示字符串及气泡大小\n", + "hover_text = []\n", + "bubble_size = []\n", + "for index, row in df_2007.iterrows():\n", + " hover_text.append(('Country: {country}
Life Expectancy: {lifeExp}
GDP per capita: {gdp}
Population: {pop}
Year: {year}').format(\n", + " country=row['country'], lifeExp=row['lifeExp'], gdp=row['gdpPercap'], pop=row['pop'], year=row['year']))\n", + " bubble_size.append(math.sqrt(row['pop']*slope))\n", + "\n", + "df_2007['text'] = hover_text\n", + "df_2007['size'] = bubble_size\n", + "sizeref = 2.*max(df_2007['size'])/(100**2)\n", + "\n", + "# 动态构建data\n", + "data = []\n", + "for name in [\"Africa\", \"Americas\", \"Asia\", \"Europe\", \"Oceania\"]:\n", + " data.append(go.Scatter(\n", + " x = df_2007['gdpPercap'][df_2007['continent'] == name],\n", + " y = df_2007['lifeExp'][df_2007['continent'] == name],\n", + " mode = 'markers',\n", + " name = name,\n", + " text = df_2007['text'][df_2007['continent'] == name],\n", + " marker = dict(\n", + " symbol = 'circle',\n", + " sizemode = 'area',\n", + " sizeref = sizeref,\n", + " size = df_2007['size'][df_2007['continent'] == name],\n", + " line = dict(width=2),\n", + " )\n", + " ))\n", + " \n", + "layout = go.Layout(\n", + " title = 'Life Expectancy v. Per Capita GDP, 2007',\n", + " xaxis = dict(\n", + " title = 'GDP per capita (2000 dollars)',\n", + " gridwidth = 2,\n", + " gridcolor = 'rgb(255, 255, 255)',\n", + " range = [2.003297660701705, 5.191505530708712],\n", + " type = 'log',\n", + " zerolinewidth = 1,\n", + " ticklen = 5,\n", + " ),\n", + " yaxis = dict(\n", + " title = 'Life Expectancy (years)',\n", + " gridwidth = 2,\n", + " gridcolor = 'rgb(255, 255, 255)',\n", + " range = [36.12621671352166, 91.72921793264332],\n", + " zerolinewidth = 1,\n", + " ticklen = 5,\n", + " ),\n", + " paper_bgcolor = 'rgb(243, 243, 243)',\n", + " plot_bgcolor = 'rgb(243, 243, 243)',\n", + ")\n", + "fig = go.Figure(data=data, layout=layout)\n", + "plotly.offline.iplot(fig, filename='life-expectancy-per-GDP-2007')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Large Data Sets\n", + "Now in Ploty you can implement WebGL with Scattergl() in place of Scatter() \n", + "for increased speed, improved interactivity, and the ability to plot even more data!" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "#FFBAD2", + "line": { + "width": 1 + } + }, + "mode": "markers", + "type": "scattergl", + "uid": "a1509e5c-25c9-47b6-8b6a-de6cb81467ad", + "x": [ + -0.5108434286771975, + -0.6641213263559181, + -0.9804509443480228, + 0.018697697548015375, + -0.5654510667758395, + -0.3391454007600442, + 1.0350617622945675, + 2.105360011399377, + -2.3657372513619848, + -0.6437751227652475, + 0.9668409526157439, + 0.1840040858843658, + 0.8355453547336968, + 0.7739362319623598, + -0.21639438897721627, + 0.8219321988054125, + 0.4318467495719658, + 0.9705115655550721, + -0.4036107562685097, + -2.131903146146391, + 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"align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "47", + "x": -0.45, + "xanchor": "left", + "xref": "x", + "y": 47, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Vermont", + "x": 0.55, + "xanchor": "left", + "xref": "x", + "y": 47, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "VT", + "x": 1.55, + "xanchor": "left", + "xref": "x", + "y": 47, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "626562.0", + "x": 2.55, + "xanchor": "left", + "xref": "x", + "y": 47, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "48", + "x": -0.45, + "xanchor": "left", + "xref": "x", + "y": 48, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Virginia", + "x": 0.55, + "xanchor": "left", + "xref": "x", + "y": 48, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "VA", + "x": 1.55, + "xanchor": "left", + "xref": "x", + "y": 48, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "8326289.0", + "x": 2.55, + "xanchor": "left", + "xref": "x", + "y": 48, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "49", + "x": -0.45, + "xanchor": "left", + "xref": "x", + "y": 49, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Washington", + "x": 0.55, + "xanchor": "left", + "xref": "x", + "y": 49, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "WA", + "x": 1.55, + "xanchor": "left", + "xref": "x", + "y": 49, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "7061530.0", + "x": 2.55, + "xanchor": "left", + "xref": "x", + "y": 49, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "50", + "x": -0.45, + "xanchor": "left", + "xref": "x", + "y": 50, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "West Virginia", + "x": 0.55, + "xanchor": "left", + "xref": "x", + "y": 50, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "WV", + "x": 1.55, + "xanchor": "left", + "xref": "x", + "y": 50, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "1850326.0", + "x": 2.55, + "xanchor": "left", + "xref": "x", + "y": 50, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "51", + "x": -0.45, + "xanchor": "left", + "xref": "x", + "y": 51, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Wisconsin", + "x": 0.55, + "xanchor": "left", + "xref": "x", + "y": 51, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "WI", + "x": 1.55, + "xanchor": "left", + "xref": "x", + "y": 51, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "5757564.0", + "x": 2.55, + "xanchor": "left", + "xref": "x", + "y": 51, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "52", + "x": -0.45, + "xanchor": "left", + "xref": "x", + "y": 52, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "Wyoming", + "x": 0.55, + "xanchor": "left", + "xref": "x", + "y": 52, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "WY", + "x": 1.55, + "xanchor": "left", + "xref": "x", + "y": 52, + "yref": "y" + }, + { + "align": "left", + "font": { + "color": "#000000" + }, + "showarrow": false, + "text": "584153.0", + "x": 2.55, + "xanchor": "left", + "xref": "x", + "y": 52, + "yref": "y" + } + ], + "height": 1640, + "margin": { + "b": 0, + "l": 0, + "r": 0, + "t": 0 + }, + "xaxis": { + "dtick": 1, + "gridwidth": 2, + "showticklabels": false, + "tick0": -0.5, + "ticks": "", + "zeroline": false + }, + "yaxis": { + "autorange": "reversed", + "dtick": 1, + "gridwidth": 2, + "showticklabels": false, + "tick0": 0.5, + "ticks": "", + "zeroline": false + } + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/2014_usa_states.csv')\n", + "table = ff.create_table(df, index=False)\n", + "plotly.offline.iplot(table, filename=\"simple_table\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Styled Table" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "cells": { + "align": [ + "left", + "left", + "left", + "left", + "left" + ], + "fill": { + "color": "#EDFAFF" + }, + "line": { + "color": "#7D7F80" + }, + "values": [ + [ + 100, + 90, + 80, + 90 + ], + [ + 95, + 85, + 75, + 95 + ] + ] + }, + "header": { + "align": [ + "left", + "left", + "left", + "left", + "left" + ], + "fill": { + "color": "#a1c3d1" + }, + "line": { + "color": "#7D7F80" + }, + "values": [ + "A Scores", + "B Scores" + ] + }, + "type": "table", + "uid": "896076e3-cd00-4797-ab26-92ad6d735ba1" + } + ], + "layout": { + "height": 300, + "width": 1000 + } + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace = go.Table(\n", + " header=dict(\n", + " values=['A Scores', 'B Scores'],\n", + " line = dict(color='#7D7F80'),\n", + " fill = dict(color='#a1c3d1'),\n", + " align = ['left'] * 5\n", + " ),\n", + " cells=dict(\n", + " values=[[100, 90, 80, 90], [95, 85, 75, 95]],\n", + " line = dict(color='#7D7F80'),\n", + " fill = dict(color='#EDFAFF'),\n", + " align = ['left'] * 5\n", + " )\n", + ")\n", + "\n", + "layout = dict(width=1000, height=300)\n", + "fig = dict(data=[trace], layout=layout)\n", + "plotly.offline.iplot(fig, filename = 'styled_table')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Use a Panda's Dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "cells": { + "align": [ + "left", + "left", + "left", + "left", + "left" + ], + "fill": { + "color": "#F5F8FF" + }, + "values": [ + [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41, + 42, + 43, + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52 + ], + [ + "Alabama", + "Alaska", + "Arizona", + "Arkansas", + "California", + "Colorado", + "Connecticut", + "Delaware", + "District of Columbia", + "Florida", + "Georgia", + "Hawaii", + "Idaho", + "Illinois", + "Indiana", + "Iowa", + "Kansas", + "Kentucky", + "Louisiana", + "Maine", + "Maryland", + "Massachusetts", + "Michigan", + "Minnesota", + "Mississippi", + "Missouri", + "Montana", + "Nebraska", + "Nevada", + "New Hampshire", + "New Jersey", + "New Mexico", + "New York", + "North Carolina", + "North Dakota", + "Ohio", + "Oklahoma", + "Oregon", + "Pennsylvania", + "Puerto Rico", + "Rhode Island", + "South Carolina", + "South Dakota", + "Tennessee", + "Texas", + "Utah", + "Vermont", + "Virginia", + "Washington", + "West Virginia", + "Wisconsin", + "Wyoming" + ], + [ + "AL", + "AK", + "AZ", + "AR", + "CA", + "CO", + "CT", + "DE", + "DC", + "FL", + "GA", + "HI", + "ID", + "IL", + "IN", + "IA", + "KS", + "KY", + "LA", + "ME", + "MD", + "MA", + "MI", + "MN", + "MS", + "MO", + "MT", + "NE", + "NV", + "NH", + "NJ", + "NM", + "NY", + "NC", + "ND", + "OH", + "OK", + "OR", + "PA", + "PR", + "RI", + "SC", + "SD", + "TN", + "TX", + "UT", + "VT", + "VA", + "WA", + "WV", + "WI", + "WY" + ], + [ + 4849377, + 736732, + 6731484, + 2966369, + 38802500, + 5355866, + 3596677, + 935614, + 658893, + 19893297, + 10097343, + 1419561, + 1634464, + 12880580, + 6596855, + 3107126, + 2904021, + 4413457, + 4649676, + 1330089, + 5976407, + 6745408, + 9909877, + 5457173, + 2994079, + 6063589, + 1023579, + 1881503, + 2839098, + 1326813, + 8938175, + 2085572, + 19746227, + 9943964, + 739482, + 11594163, + 3878051, + 3970239, + 12787209, + 3548397, + 1055173, + 4832482, + 853175, + 6549352, + 26956958, + 2942902, + 626562, + 8326289, + 7061530, + 1850326, + 5757564, + 584153 + ] + ] + }, + "header": { + "align": [ + "left", + "left", + "left", + "left", + "left" + ], + "fill": { + "color": "#C2D4FF" + }, + "values": [ + "Rank", + "State", + "Postal", + "Population" + ] + }, + "type": "table", + "uid": "3d1bc531-de1e-4ad0-8f77-a4b6d9eb259a" + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/2014_usa_states.csv')\n", + "trace = go.Table(\n", + " header=dict(\n", + " values=list(df.columns),\n", + " fill = dict(color='#C2D4FF'),\n", + " align = ['left'] * 5\n", + " ),\n", + " cells=dict(\n", + " values=[df.Rank, df.State, df.Postal, df.Population],\n", + " fill = dict(color='#F5F8FF'),\n", + " align = ['left'] * 5\n", + " )\n", + ")\n", + "plotly.offline.iplot([trace] , filename='pandas_table')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Changing Row and Column Size" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "cells": { + "align": [ + "left", + "center" + ], + "fill": { + "color": [ + "#25FEFD", + "white" + ] + }, + "font": { + "color": "#506784", + "size": 12 + }, + "height": 30, + "line": { + "color": "#506784" + }, + "values": [ + [ + "Salaries", + "Office", + "Merchandise", + "Legal", + "TOTAL
EXPENSES" + ], + [ + "Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad", + "Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad", + "Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad", + "Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad", + "Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad" + ] + ] + }, + "columnorder": [ + 1, + 2 + ], + "columnwidth": [ + 80, + 400 + ], + "header": { + "align": [ + "left", + "center" + ], + "fill": { + "color": "#119DFF" + }, + "font": { + "color": "white", + "size": 12 + }, + "height": 40, + "line": { + "color": "#506784" + }, + "values": [ + [ + "EXPENSES
as of July 2017" + ], + [ + "DESCRIPTION" + ] + ] + }, + "type": "table", + "uid": "8c94990d-f4c9-4add-8133-114929fcc0d1" + } + ], + "layout": {} + }, + "text/html": [ + "
" + ], + "text/vnd.plotly.v1+html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values = [\n", + " ['Salaries', 'Office', 'Merchandise', 'Legal', 'TOTAL
EXPENSES'],\n", + " [\n", + " \"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad\",\n", + " \"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad\",\n", + " \"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad\",\n", + " \"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad\",\n", + " \"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeterno adversarium, summo mollis timeam vel ad\"\n", + " ]\n", + "]\n", + "\n", + "trace = go.Table(\n", + " columnorder = [1, 2],\n", + " columnwidth = [80, 400],\n", + " header = dict(\n", + " values = [['EXPENSES
as of July 2017'], ['DESCRIPTION']],\n", + " line = dict(color='#506784'),\n", + " fill = dict(color='#119DFF'),\n", + " align = ['left','center'],\n", + " font = dict(color='white', size=12),\n", + " height = 40\n", + " ),\n", + " cells = dict(\n", + " values = values,\n", + " line = dict(color='#506784'),\n", + " fill = dict(color=['#25FEFD', 'white']),\n", + " align = ['left', 'center'],\n", + " font = dict(color='#506784', size=12),\n", + " height = 30\n", + " )\n", + ")\n", + "plotly.offline.iplot([trace], filename = \"Row and Column Size\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/README.md b/README.md index 5096293..812e234 100644 --- a/README.md +++ b/README.md @@ -1,11 +1,13 @@ # LearnPython -以撸代码的形式学习Python, 具体说明在[知乎专栏-撸代码,学知识](https://zhuanlan.zhihu.com/pythoner) +以撸代码的形式学习Python, 具体说明在[知乎专栏-撸代码,学知识](https://zhuanlan.zhihu.com/pythoner) =================================================================================================== ### python_base.py: 千行代码入门Python ### python_visual.py: 15张图入门Matplotlib +### python_visual_animation.py: 使用Matplotlib画动态图实例 + ### python_spider.py: 一个很“水”的Python爬虫入门代码文件 ### python_weibo.py: “史上最详细”的Python模拟登录新浪微博流程 @@ -50,7 +52,22 @@ ### python_wechat.py: 玩点好玩的--自己写一个微信小助手 -### python_csv.py: Python中CSV文件的简单读写 +### python_csv.py: Python中CSV文件的简单读写 + +### python_numpy.py: 使用numpy进行矩阵操作 + +### python_mail.py: 使用Python自动发送邮件，包括发送HTML以及图片、附件等 + +### python_redis.py: Python操作Redis实现消息的发布与订阅 + +### python_schedule.py: Python进行调度开发 + +### python_socket.py: Python的socket开发实例 + +### python_re.py：Python的re模块的主要功能以及如何使用它们进行字符串匹配和替换 + +### Plotly目录: 一些plotly画图的实例，使用jupyter notebook编写 + =================================================================================================== -### 您可以fork该项目, 并在修改后提交Pull request +### 您可以fork该项目, 并在修改后提交Pull request, 看到后会尽量进行代码合并 diff --git a/python_base.py b/python_base.py index a59e229..9b5e605 100644 --- a/python_base.py +++ b/python_base.py @@ -47,7 +47,7 @@ x<>y # 位操作：x左移、右移y位 +, -, *, /, //, %, ** # 真除法、floor除法：返回不大于真除法结果的整数值、取余、幂运算 -x, +x, ~x # 一元减法、识别、按位求补（取反） - x[i], x[i:j:k] # 索引、分片、调用 + x[i], x[i:j:k] # 索引、分片 int(3.14), float(3) # 强制类型转换 #-- 整数可以利用bit_length函数测试所占的位数 @@ -80,7 +80,7 @@ set不记录元素位置或者插入点, 因此不支持indexing, slicing, 或其它类序列的操作 """ s = set([3,5,9,10]) # 创建一个数值集合，返回{3, 5, 9, 10} - t = set("Hello") # 创建一个唯一字符的集合返回{} + t = set("Hello") # 创建一个字符的集合，返回{'l', 'H', 'e', 'o'} a = t | s; t.union(s) # t 和 s的并集 b = t & s; t.intersection(s) # t 和 s的交集 c = t – s; t.difference(s) # 求差集（项在t中, 但不在s中） @@ -285,14 +285,14 @@ class Dict(dict): def __missing__(self, key): self[key] = [] return self[key] - dct = Dict() + dct = dict() dct["foo"].append(1) # 这有点类似于collections.defalutdict dct["foo"] # [1] -#-- 元组和列表的唯一区别在于元组是不可变对象，列表时可变对象 +#-- 元组和列表的唯一区别在于元组是不可变对象，列表是可变对象 a = [1, 2, 3] # a[1] = 0, OK a = (1, 2, 3) # a[1] = 0, Error - a = ([1, 2]) # a[0][1] = 0, OK + a = ([1, 2],) # a[0][1] = 0, OK a = [(1, 2)] # a[0][1] = 0, Error #-- 元组的特殊语法: 逗号和圆括号 @@ -315,11 +315,15 @@ def __missing__(self, key): fp.isatty() # 文件是否是一个终端设备文件（unix系统中的） fp.tell() # 返回文件操作标记的当前位置，以文件的开头为原点 fp.next() # 返回下一行，并将文件操作标记位移到下一行。把一个file用于for … in file这样的语句时，就是调用next()函数来实现遍历的。 - fp.seek(offset[,whence]) # 将文件打操作标记移到offset的位置。whence可以为0表示从头开始计算，1表示以当前位置为原点计算。2表示以文件末尾为原点进行计算。 + fp.seek(offset[,whence]) # 将文件打开操作标记移到offset的位置。whence为0表示从头开始计算，1表示以当前位置为原点计算。2表示以文件末尾为原点进行计算。 fp.seekable() # 是否可以seek fp.truncate([size]) # 把文件裁成规定的大小，默认的是裁到当前文件操作标记的位置。 for line in open('data'): print(line) # 使用for语句，比较适用于打开比较大的文件 + with open('data') as file: + print(file.readline()) # 使用with语句，可以保证文件关闭 + with open('data') as file: + lines = file.readlines() # 一次读入文件所有行，并关闭文件 open('f.txt', encoding = 'latin-1') # Python3.x Unicode文本文件 open('f.bin', 'rb') # Python3.x 二进制bytes文件 # 文件对象还有相应的属性：buffer closed encoding errors line_buffering name newlines等 @@ -368,7 +372,8 @@ def __missing__(self, key): A = 1 if X else 2 A = 1 if X else (2 if Y else 3) # 也可以使用and-or语句（一条语句实现多个if-else） - result = (a > 20 and "big than 20" or a > 10 and "big than 10" or a > 5 and "big than 5") + a = 6 + result = (a > 20 and "big than 20" or a > 10 and "big than 10" or a > 5 and "big than 5") # 返回"big than 5" #-- Python的while语句或者for语句可以带else语句 当然也可以带continue/break/pass语句 while a > 1: @@ -661,7 +666,7 @@ def foo(count=0): # 这里的0是数字, 是不可变的 str([object]) # 转换为string类型 sorted(iterable[, cmp[, key[, reverse]]]) # 集合排序 L = [('b',2),('a',1),('c',3),('d',4)] - sorted(L, key=lambda x: x[1]), reverse=True) # 使用Key参数和reverse参数 + sorted(L, key=lambda x: x[1], reverse=True) # 使用Key参数和reverse参数 sorted(L, key=lambda x: (x[0], x[1])) # 使用key参数进行多条件排序，即如果x[0]相同，则比较x[1] """逻辑判断""" @@ -671,7 +676,8 @@ def foo(count=0): # 这里的0是数字, 是不可变的 """IO操作""" file(filename [, mode [, bufsize]]) # file类型的构造函数。 - input([prompt]) # 获取用户输入，推荐使用raw_input，因为该函数将不会捕获用户的错误输入 + input([prompt]) # 获取用户输入，推荐使用raw_input，因为该函数将不会捕获用户的错误输入，意思是自行判断类型 + # 在 Built-in Functions 里有一句话是这样写的：Consider using the raw_input() function for general input from users. raw_input([prompt]) # 设置输入，输入都是作为字符串处理 open(name[, mode[, buffering]]) # 打开文件，与file有什么不同？推荐使用open @@ -710,7 +716,7 @@ def add(x,y):return x + y repr(object) # 将一个对象变幻为可打印的格式 slice(start, stop[, step]) # 产生分片对象 type(object) # 返回该object的类型 - vars([object]) # 返回对象的变量名、变量值得字典 + vars([object]) # 返回对象的变量名、变量值的字典 a = Class(); # Class为一个空类 a.name = 'qi', a.age = 9 vars(a) # {'name':'qi', 'age':9} @@ -763,8 +769,8 @@ def add(x,y):return x + y """ #-- 包相对导入:使用点号(.) 只能使用from语句 - from . import spam # 导入当前目录下的spam模块（错误: 当前目录下的模块, 直接导入即可） - from .spam import name # 导入当前目录下的spam模块的name属性（错误: 当前目录下的模块, 直接导入即可，不用加.） + from . import spam # 导入当前目录下的spam模块（Python2: 当前目录下的模块, 直接导入即可） + from .spam import name # 导入当前目录下的spam模块的name属性（Python2: 当前目录下的模块, 直接导入即可，不用加.） from .. import spam # 导入当前目录的父目录下的spam模块 #-- 包相对导入与普通导入的区别 @@ -828,7 +834,7 @@ def giveRaise(self, percent, bonus = .10): #-- 返回1中 数据属性spam是属于类 而不是对象 I1 = C1('bob'); I2 = C2('tom') # 此时I1和I2的spam都为42 但是都是返回的C1的spam属性 C1.spam = 24 # 此时I1和I2的spam都为24 - I1.spam = 3 # 此时I1新增自有属性spam 值为2 I2和C1的spam还都为24 + I1.spam = 3 # 此时I1新增自有属性spam 值为3 I2和C1的spam还都为24 #-- 类方法调用的两种方式 instance.method(arg...) @@ -891,7 +897,7 @@ def selfless(message) x('hello world') x = Spam.doit # 类的无绑定方法对象 类名 + 函数 x(obj, 'hello world') - x = Spam.selfless # 类的无绑定方法是函数 在3.0之前无效 + x = Spam.selfless # 类的无绑定方法函数 在3.0之前无效 x('hello world') #-- 获取对象信息: 属性和方法 @@ -1082,8 +1088,7 @@ def hello(self, name='world'): # 动态类型语言中 类可以动态创建 type函数可用于创建新类型 def fn(self, name='world'): # 先定义函数 print('Hello, %s.' % name) - Hello = type('Hello', (object,), dict(hello=fn)) - # 创建Hello类 type原型: type(name, bases, dict) + Hello = type('Hello', (object,), dict(hello=fn)) # 创建Hello类 type原型: type(name, bases, dict) h = Hello() # 此时的h和上边的h一致 diff --git a/python_celery.py b/python_celery.py new file mode 100644 index 0000000..f7c8f9a --- /dev/null +++ b/python_celery.py @@ -0,0 +1,23 @@ +# _*_ coding: utf-8 _*_ + +""" +测试celery +终端运行：celery -A python_celery:app worker -l INFO +""" + +import time + +from celery import Celery + +broker = "redis://localhost:6379/10" # 用redis做broker，中间件 +backend = "redis://localhost:6379/11" # 用redis做broken，用来保存结果 + +app = Celery("tasks", broker=broker, backend=backend) + + +@app.task +def add(x, y): + print(time.time(), x, y) + time.sleep(3) + print(time.time(), x, y, "--") + return x + y diff --git a/python_celery_test.py b/python_celery_test.py new file mode 100644 index 0000000..f3d1dbc --- /dev/null +++ b/python_celery_test.py @@ -0,0 +1,18 @@ +# _*_ coding: utf-8 _*_ + +""" +测试 +""" + +import time + +from python_celery import add + +if __name__ == "__main__": + result = [] + for i in range(10): + result.append(add.delay(i, i)) + print("----", time.time()) + for index, item in enumerate(result): + print(index, item.get()) + print("----", time.time()) diff --git a/python_csv.py b/python_csv.py index dd70bb9..044b685 100644 --- a/python_csv.py +++ b/python_csv.py @@ -11,17 +11,29 @@ data = [ [1, "a,bc", 19.353, datetime.datetime(2001, 3, 17)], [2, "ei,f", 13.287, datetime.datetime(2011, 4, 27)], - [3, "q\"ij", 15.852, datetime.datetime(2003, 7, 14)], + [3, 'q"ij', 15.852, datetime.datetime(2003, 7, 14)], [4, "zh'n", 11.937, datetime.datetime(2012, 1, 9)], - [5, "i\'op", 12.057, datetime.datetime(2009, 5, 18)], + [5, "i'op", 12.057, datetime.datetime(2009, 5, 18)], ] +# 自己创建dialect +csv.register_dialect( + "mydialect", + delimiter=',', # 字段分隔符 + escapechar='\\', # 转义字符 + quotechar='"', # 包裹字符 + doublequote=False, # 使转义字符生效 + lineterminator='\n', # 行与行之间的分隔符 + quoting=csv.QUOTE_ALL # 包裹模式 +) + # 写文件 with open("test.csv", "w") as file: - writer = csv.writer(file, dialect="excel") + writer = csv.writer(file, dialect="mydialect") # writer.writerows(data) for item in data: writer.writerow(item) +exit() # 读文件 with open("test.csv", "r") as file: diff --git a/python_mail.py b/python_mail.py new file mode 100644 index 0000000..a57049a --- /dev/null +++ b/python_mail.py @@ -0,0 +1,71 @@ +# _*_ coding: utf-8 _*_ + +""" +python发送邮件 +""" + +import smtplib +from email.header import Header +from email.mime.text import MIMEText +from email.mime.image import MIMEImage +from email.mime.multipart import MIMEMultipart + +# 第三方 SMTP 服务（以腾讯企业邮件和QQ邮箱为例） +mail_host = "smtp.exmail.qq.com" +# mail_host = "smtp.qq.com" +mail_user = "from@from.com.cn" +# mail_user = "from@qq.com" +mail_pass = "授权码" +mail_sender = mail_user +mail_port = 465 +mail_receivers = ["to@to.com", "to@qq.com"] + +# 设置邮件格式、内容等 -- 普通格式 ================================================ +message = MIMEText("邮件内容", "plain", "utf-8") + +# 设置邮件格式、内容等 -- HTML格式 =============================================== +msg_html = """ +

Python 邮件发送测试...

+

这是一个链接

+ + + + +
MonthSavings
January$100
February$80
+""" +message = MIMEText(msg_html, "html", "utf-8") + +# 设置邮件格式、内容等 -- HTML格式（带有图片和附件）================================== +msg_html = """ +

Python 邮件发送测试...

+

这是一个链接

+

图片演示：

+

+""" +msg_content = MIMEText(msg_html, "html", "utf-8") +msg_image = MIMEImage(open("test.png", "rb").read()) +msg_image.add_header("Content-ID", "") + +msg_file = MIMEText(open("test.csv", "rb").read(), "base64", "utf-8") +msg_file["Content-Type"] = "application/octet-stream" +msg_file["Content-Disposition"] = "attachment; filename=\"test.csv\"" + +message = MIMEMultipart("related") +message.attach(msg_content) +message.attach(msg_image) +message.attach(msg_file) +# ============================================================================== + +# 设置邮件的收发件、标题等 +message["From"] = mail_sender +message["To"] = ";".join(mail_receivers) +message["Subject"] = Header("邮件标题", "utf-8") + +try: + # 登录，并发送邮件 + smtpObj = smtplib.SMTP_SSL(mail_host, mail_port) + smtpObj.login(mail_user, mail_pass) + smtpObj.sendmail(mail_sender, mail_receivers, message.as_string()) + print("success") +except smtplib.SMTPException as excep: + print("error", excep) diff --git a/python_numpy.py b/python_numpy.py new file mode 100644 index 0000000..ce48d1f --- /dev/null +++ b/python_numpy.py @@ -0,0 +1,318 @@ +# _*_coding:utf-8-*_ +import numpy as np +# 定义矩阵变量并输出变量的一些属性 +# 用np.array()生成矩阵 +arr=np.array([[1,2,3], + [4,5,6]]) + +print(arr) +print('number of arr dimensions: ',arr.ndim) +print('~ ~ ~ shape: ',arr.shape) +print('~ ~ ~ size: ', arr.size) + +# 输出结果： +[[1 2 3] + [4 5 6]] +number of arr dimensions: 2 +~ ~ ~ shape: (2, 3) +~ ~ ~ size: 6 + +# 定义一些特殊矩阵 +# 指定矩阵数据类型 +arr=np.array([[1,2,3], + [4,5,6]], + dtype=np.float64) # 我的电脑np.int是int32，还可以使用np.int32/np.int64/np.float32/np.float64 +print(arr.dtype) + +# 用np.zeros()生成全零矩阵 +arr_zeros=np.zeros( (2,3) ) +print(arr_zeros) + +# 用np.ones()生成全一矩阵 +arr_ones=np.ones( (2,3) ) +print(arr_ones) + +# 生成随机矩阵np.random.random() +arr_random=np.random.random((2,3)) +print(arr_random) + +# 用np.arange()生成数列 +arr=np.arange(6,12) +print(arr) + +# 用np.arange().reshape()将数列转成矩阵 +arr=np.arange(6,12).reshape( (2,3) ) +print(arr) + +# 用np.linspace(开始，结束，多少点划分线段)，同样也可以用reshape() +arr=np.linspace(1,5,3) +print(arr) + +# 矩阵运算 +arr1=np.array([1,2,3,6]) +arr2=np.arange(4) + +# 矩阵减法，加法同理 +arr_sub=arr1-arr2 +print(arr1) +print(arr2) +print(arr_sub) + +# 矩阵乘法 +arr_multi=arr1**3 # 求每个元素的立方，在python中幂运算用**来表示 +print(arr_multi) + +arr_multi=arr1*arr2 # 元素逐个相乘 +print(arr_multi) + +arr_multi=np.dot(arr1, arr2.reshape((4,1))) # 维度1*4和4*1矩阵相乘 +print(arr_multi) + +arr_multi=np.dot(arr1.reshape((4,1)), arr2.reshape((1,4))) # 维度4*1和1*4矩阵相乘 +print(arr_multi) + +arr_multi=arr1.dot(arr2.reshape((4,1))) # 也可以使用矩阵名.doc(矩阵名) +print(arr_multi) + +# 三角运算：np.sin()/np.cos()/np.tan() +arr_sin=np.sin(arr1) +print(arr_sin) + +# 逻辑运算 +print(arr1<3) # 查看arr1矩阵中哪些元素小于3，返回[ True True False False] + +# 矩阵求和，求矩阵最大最小值 +arr1=np.array([[1,2,3], + [4,5,6]]) +print(arr1) +print(np.sum(arr1)) # 矩阵求和 +print(np.sum(arr1,axis=0)) # 矩阵每列求和 +print(np.sum(arr1,axis=1).reshape(2,1)) # 矩阵每行求和 + +print(np.min(arr1)) # 求矩阵最小值 +print(np.min(arr1,axis=0)) +print(np.min(arr1,axis=1)) + +print(np.max(arr1)) # 求矩阵最大值 + +print(np.mean(arr1)) # 输出矩阵平均值，也可以用arr1.mean() +print(np.median(arr1)) # 输出矩阵中位数 + +# 输出矩阵某些值的位置 +arr1=np.arange(2,14).reshape((3,4)) +print(arr1) + +print(np.argmin(arr1)) # 输出矩阵最小值的位置，0 +print(np.argmax(arr1)) # 输出矩阵最大值的位置，11 + +print(np.cumsum(arr1)) # 输出前一个数的和，前两个数的和，等等 +print(np.diff(arr1)) # 输出相邻两个数的差值 + +arr_zeros=np.zeros((3,4)) +print(np.nonzero(arr_zeros)) #输出矩阵非零元素位置，返回多个行向量，第i个行向量表示第i个维度 +print(np.nonzero(arr1)) + +print(np.sort(arr1)) # 矩阵逐行排序 +print(np.transpose(arr1)) # 矩阵转置，也可以用arr1.T + +print(np.clip(arr1,5,9)) #将矩阵中小于5的数置5，大于9的数置9 + +# numpy索引 +arr1=np.array([1,2,3,6]) +arr2=np.arange(2,8).reshape(2,3) + +print(arr1) +print(arr1[0]) # 索引从0开始计数 + +print(arr2) +print(arr2[0][2]) # arr[行][列]，也可以用arr[行,列] +print(arr2[0,:]) # 用:来代表所有元素的意思 +print(arr2[0,0:3]) # 表示输出第0行，从第0列到第2列所有元素 + # 注意python索引一般是左闭右开 + +# 通过for循环每次输出矩阵的一行 +for row in arr2: + print(row) + +# 如果要每次输出矩阵的一列，就先将矩阵转置 +arr2_T=arr2.T +print(arr2_T) +for row in arr2_T: + print(row) + +# 将矩阵压成一行逐个输出元素 +arr2_flat=arr2.flatten() +print(arr2_flat) + +for i in arr2.flat: # 也可以用arr2.flatten() + print(i) + +# 矩阵合并与分割 +# 矩阵合并 +arr1=np.array([1,2,3,6]) +arr2=np.arange(4) +arr3=np.arange(2,16+1,2).reshape(2,4) +print(arr1) +print(arr2) +print(arr3) + +arr_hor=np.hstack((arr1,arr2)) # 水平合并，horizontal +arr_ver=np.vstack((arr1,arr3)) # 垂直合并，vertical +print(arr_hor) +print(arr_ver) + +# 矩阵分割 +print('arr3: ',arr3) +print(np.split(arr3,4,axis=1)) # 将矩阵按列均分成4块 +print(np.split(arr3,2,axis=0)) # 将矩阵按行均分成2块 +print(np.hsplit(arr3,4)) # 将矩阵按列均分成4块 +print(np.vsplit(arr3,2)) # 将矩阵按行均分成2块 +print(np.array_split(arr3,3,axis=1)) # 将矩阵进行不均等划分 + +# numpy复制：浅复制，深复制 +# 浅复制 +arr1=np.array([3,1,2,3]) +print(arr1) +a1=arr1 +b1=a1 +# 通过上述赋值运算，arr1,a1,b1都指向了同一个地址（浅复制） +print(a1 is arr1) +print(b1 is arr1) +print(id(a1)) +print(id(b1)) +print(id(arr1)) + +# 会发现通过b1[0]改变内容，arr1,a1,b1的内容都改变了 +b1[0]=6 +print(b1) +print(a1) +print(arr1) + +# 深复制 +arr2=np.array([3,1,2,3]) +print('\n') +print(arr2) +b2=arr2.copy() # 深复制，此时b2拥有不同于arr2的空间 +a2=b2.copy() +# 通过上述赋值运算，arr1,a1,b1都指向了不同的地址（深复制） +print(id(arr2)) +print(id(a2)) +print(id(b2)) +# 此时改变b2,a2的值，互不影响 +b2[0]=1 +a2[0]=2 +print(b2) +print(a2) +print(arr2) + +# 线性代数模块（linalg） +# 求范数 +a=np.array([5,12]) +print(a) +b=np.linalg.norm(a) # norm表示范数，默认求2范数，ord=1求1范数，ord=np.inf求无穷范数 +print(b) + +# 求矩阵的迹、行列式、秩、特征值、特征向量 +b = np.array([ + [1, 2, 3], + [4, 5, 6], + [7, 8, 9] +]) + +print(np.trace(b)) # 15，求矩阵的迹（主对角线上各个元素的总和） + +c=np.linalg.det(b) +print(c) # 输出一个很小的值6.66133814775e-16，求矩阵的行列式值 + # 如果希望输出为0，使用round(c, 2)，四舍五入保留小数点后两位 + # 不过对精度要求高可以使用decimal模块 + +c=np.linalg.matrix_rank(b) +print(c) # 2，求矩阵的秩 + +u,v=np.linalg.eig(b) # u为特征值 +print(u) +print(v) + +# 矩阵分解 +# Cholesky分解并重建 +d = np.array([ + [2, 1], + [1, 2] +]) + +l = np.linalg.cholesky(d) +print(l) # 得到下三角矩阵 +e=np.dot(l, l.T) +print(e) # 重建得到矩阵d + + +# 对不正定矩阵，进行SVD分解并重建 +U, s, V = np.linalg.svd(d) + +S = np.array([ + [s[0], 0], + [0, s[1]] +]) + +print(np.dot(U, np.dot(S, V))) # 重建得到矩阵d + +# 矩阵乘法 +# https://docs.scipy.org/doc/numpy/reference/generated/numpy.dot.html#numpy.dot +print(np.dot(3, 4)) # 12，0-D矩阵相乘（也就是标量相乘） + +print(np.dot([2j, 3j], [2j, 3j])) # (-13+0j)，1-D矩阵相乘（实际上是向量做点积） + +a=[[1, 0], [0, 1]] +b=[[4, 1, 0], [2, 2, 0]] +print(np.dot(a, b)) +''' +array([[4, 1], + [2, 2]]) +2-D矩阵相乘 +这里是2*2矩阵和2*3矩阵相乘，结果为2*3矩阵 +''' + +a=[[1, 0], [1, 2]] +b=[2,2] +c=np.dot(a,b) +print(c) +''' +[2 6] +注意这里b是向量 +numpy处理时并不是按照矩阵乘法规则计算 +而是向量点积 +也就是np.dot([1, 0],[1, 2])和np.dot([1, 2],[2,2]) +''' + +# 再做个实验来区别向量乘法和矩阵乘法 +b=np.array([ + [1, 2, 3], + [4, 5, 6], + [7, 8, 9] +]) + +# 这里插播一下，np.array([1,0,1])是3维向量，而不是1*3的矩阵 +c1=np.array([[1,0,2]]) +print(c1.shape) # (1, 3)，这是一个1*3的矩阵 +c2=np.array([1,0,2]) +print(c2.shape) # (3,)，这是一个3维向量 + +# print(np.dot(b,c1)) # 报错，不符合矩阵乘法规则 +print(np.dot(b,c2)) # [ 7 16 25]，点积运算 + +print(np.dot(c1,b)) # [[15 18 21]]，矩阵乘法运算规则 +print(np.dot(c2,b)) # [15 18 21]，点积运算 + +# 还要补充一下，如果是用python自带的*运算符计算则是广播机制 +print(b*c1) # print(b*c2)结果一样 +''' +[[ 1 0 6] + [ 4 0 12] + [ 7 0 18]] +''' +print(b+c1) # print(b*c2)结果一样 +''' +[[ 2 2 5] + [ 5 5 8] + [ 8 8 11]] +''' diff --git a/python_re.py b/python_re.py new file mode 100644 index 0000000..4e548f6 --- /dev/null +++ b/python_re.py @@ -0,0 +1,83 @@ +import re + +#-- 基本正则表达式语法 +''' +.：匹配除换行符以外的任意字符。 +^：匹配字符串的开始。 +$：匹配字符串的结束。 +*：匹配前一个字符0次或多次。 ++：匹配前一个字符1次或多次。 +?：匹配前一个字符0次或1次。 +{m}：匹配前一个字符m次。 +{m,n}：匹配前一个字符至少m次，至多n次。 +[abc]：匹配字符集合中的任意一个字符（例如a、b或c）。 +[^abc]：匹配不在字符集合中的任意字符。 +|：表示“或”关系，匹配符号前后的任意一个表达式。 +()：用于分组，可以提取匹配的部分。 +\d：匹配任意数字，等价于[0-9]。 +\D：匹配任意非数字字符，等价于[^0-9]。 +\w：匹配任意字母数字字符，包括下划线，等价于[a-zA-Z0-9_]。 +\W：匹配任意非字母数字字符，等价于[^a-zA-Z0-9_]。 +\s：匹配任意空白字符，包括空格、制表符、换行符等。 +\S：匹配任意非空白字符。 +''' + +#-- re 模块的主要函数 +re.match(pattern, string, flags=0) # 尝试从字符串的起始位置匹配正则表达式，如果匹配成功，返回一个匹配对象；否则返回None。 +re.search(pattern, string, flags=0) # 扫描整个字符串，返回第一个成功匹配的对象；否则返回None。 +re.findall(pattern, string, flags=0) # 在字符串中找到所有与正则表达式匹配的非重叠匹配项，并返回一个列表。 +re.finditer(pattern, string, flags=0) # 与findall类似，但返回的是一个迭代器，每个迭代元素都是一个匹配对象。 +re.sub(pattern, repl, string, count=0, flags=0) # 使用repl替换string中所有与pattern匹配的子串，count表示替换的最大次数。 +re.subn(pattern, repl, string, count=0, flags=0) # 功能与sub相同，但返回一个元组，包含替换后的字符串和替换的总次数。 +re.split(pattern, string, maxsplit=0, flags=0) # 根据正则表达式的模式分割字符串，maxsplit表示分割的最大次数。 +re.escape(string) # 对字符串中的非字母数字字符进行转义，使其可以安全地用于正则表达式中。 + +#-- 示例代码1 +# 匹配字符串的开始 +match_obj = re.match(r'^Hello', 'Hello World') +if match_obj: + print("Match found:", match_obj.group()) +else: + print("No match") + +# 搜索字符串 +search_obj = re.search(r'World', 'Hello World') +if search_obj: + print("Search found:", search_obj.group()) +else: + print("No search match") + +# 查找所有匹配项 +findall_result = re.findall(r'\d+', 'There are 42 apples and 33 oranges') +print("Findall result:", findall_result) + +# 替换匹配项 +sub_result = re.sub(r'\d+', 'many', 'There are 42 apples and 33 oranges') +print("Sub result:", sub_result) + +# 分割字符串 +split_result = re.split(r'\s+', 'Hello World this is Python') +print("Split result:", split_result) + +# 转义字符串 +escaped_string = re.escape('Hello? World!') +print("Escaped string:", escaped_string) + +#-- 标志位（flags） +re.IGNORECASE # 忽略大小写。 +re.MULTILINE # 多行模式，改变^和$的行为。 +re.DOTALL # 让.匹配包括换行符在内的所有字符。 +re.VERBOSE # 允许正则表达式包含空白和注释，使其更易于阅读。 + +#-- 示例代码2 +pattern = re.compile(r''' + \d+ # 匹配一个或多个数字 + \. # 匹配小数点 + \d+ # 匹配一个或多个数字 +''', re.VERBOSE) + +match_obj = pattern.match('123.456') +if match_obj: + print("Match found:", match_obj.group()) +else: + print("No match") \ No newline at end of file diff --git a/python_redis.py b/python_redis.py new file mode 100644 index 0000000..a853875 --- /dev/null +++ b/python_redis.py @@ -0,0 +1,55 @@ +# _*_ coding: utf-8 _*_ + +""" +Python操作Redis实现消息的发布与订阅 +""" + +import sys +import time +import redis + +# 全局变量 +conn_pool = redis.ConnectionPool(host="localhost", port=6379, db=1) +conn_inst = redis.Redis(connection_pool=conn_pool) +channel_name = "fm-101.1" + + +def public_test(): + while True: + # 发布消息 + conn_inst.publish(channel_name, "hello " + str(time.time())) + if int(time.time()) % 10 == 1: + conn_inst.publish(channel_name, "over") + time.sleep(1) + + +def subscribe_test(_type=0): + pub = conn_inst.pubsub() + pub.subscribe(channel_name) + + if _type == 0: + # 订阅消息 + for item in pub.listen(): + print("Listen on channel: %s" % item) + if item["type"] == "message" and item["data"].decode() == "over": + print(item["channel"].decode(), "已停止发布") + break + else: + # 另一种订阅模式 + while True: + item = pub.parse_response() + print("Listen on channel: %s" % item) + if item[0].decode() == "message" and item[2].decode() == "over": + print(item[1].decode(), "已停止发布") + break + + # 取消订阅 + pub.unsubscribe() + return + + +if __name__ == '__main__': + if sys.argv[1] == "public": + public_test() + else: + subscribe_test(int(sys.argv[2])) diff --git a/python_requests.py b/python_requests.py index 0cd7ecb..4cfbb2b 100644 --- a/python_requests.py +++ b/python_requests.py @@ -116,7 +116,7 @@ print(r.cookies["example_cookie_name"]) # "example_cookie_value" # 要想发送你的cookies到服务器, 可以使用cookies参数(一个字典) -cookies = dict(cookies_are="working") +cookies = {"cookies_are": "working"} r = requests.get("http://httpbin.org/cookies", cookies=cookies) print(r.text) @@ -207,7 +207,6 @@ with open("massive-body") as f: requests.post("http://some.url/streamed", data=f) - # 事件挂钩, 可用的钩子: response(从一个请求产生的响应) # 你可以通过传递一个 {hook_name: callback_function} 字典给 hooks 请求参数为每个请求分配一个钩子函数 def print_url(resp): diff --git a/python_schedule.py b/python_schedule.py new file mode 100644 index 0000000..0366a17 --- /dev/null +++ b/python_schedule.py @@ -0,0 +1,53 @@ +# _*_ coding: utf-8 _*_ + +""" +调度的使用 +""" + +import time +import datetime +from threading import Timer +from apscheduler.schedulers.blocking import BlockingScheduler +from apscheduler.schedulers.background import BackgroundScheduler + + +def print_hello(): + print("TimeNow in func: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + return + + +if __name__ == "__main__": + # 1. 使用Threading模块中的Timer + # t = Timer(2, print_hello) + # + # print("TimeNow start: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + # t.start() + # print("TimeNow end: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + # exit() + + # 2. BlockingScheduler：在进程中运行单个任务，调度器是唯一运行的东西, 采用阻塞的方式 + scheduler = BlockingScheduler() + + # 采用固定时间间隔（interval）的方式，每隔5秒钟执行一次 + scheduler.add_job(print_hello, "interval", seconds=5) + + # 采用date的方式，在特定时间只执行一次 + # scheduler.add_job(print_hello, "date", run_date=datetime.datetime.now() + datetime.timedelta(seconds=5)) + + # print("TimeNow start: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + # scheduler.start() + # print("TimeNow end: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + # exit() + + # 3. BackgroundScheduler: 适合于要求任何在程序后台运行的情况，当希望调度器在应用后台执行时使用。采用非阻塞的方式 + scheduler = BackgroundScheduler() + + # 采用固定时间间隔（interval）的方式，每隔3秒钟执行一次 + scheduler.add_job(print_hello, "interval", seconds=5) + + # 这是一个独立的线程 + # print("TimeNow start: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + # scheduler.start() + # print("TimeNow end: %s" % (datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))) + # while True: + # time.sleep(2) diff --git a/python_socket.py b/python_socket.py new file mode 100644 index 0000000..549a5f8 --- /dev/null +++ b/python_socket.py @@ -0,0 +1,80 @@ +# _*_ coding: utf-8 _*_ + +""" +Socket编程 +""" + +import sys +import socket + + +def server_func(port): + """ + 服务端 + """ + # 1. 创建socket对象 + server = socket.socket() + + # 2. 绑定ip和端口 + server.bind(("127.0.0.1", port)) + + # 3. 监听是否有客户端连接 + server.listen(10) + print("服务端已经启动%s端口......" % port) + + # 4. 接收客户端连接 + sock_obj, address = server.accept() + sock_obj.settimeout(3) + print("客户端：%s，超时时间：%s" % (address, sock_obj.gettimeout())) + + while True: + try: + # 5. 接收客户端发送的消息 + recv_data = sock_obj.recv(1024).decode("utf-8") + print("客户端端 -> 服务端: %s" % recv_data) + if recv_data == "quit": + break + + # 6. 给客户端回复消息 + send_data = "received[%s]" % recv_data + sock_obj.send(send_data.encode("utf-8")) + print("服务端 -> 客户端: %s" % send_data) + except Exception as excep: + print("error: ", excep) + + # 7. 关闭socket对象 + sock_obj.close() + server.close() + + +def client_func(port): + """ + 客户端 + """ + # 1. 创建客户端的socket对象 + client = socket.socket() + + # 2. 连接服务端， 需要指定端口和IP + client.connect(("127.0.0.1", port)) + + while True: + # 3. 给服务端发送数据 + send_data = input("客户端>").strip() + client.send(send_data.encode("utf-8")) + if send_data == "quit": + break + + # 4. 获取服务端返回的消息 + recv_data = client.recv(1024).decode("utf-8") + print("服务端 -> 客户端: %s" % recv_data) + + # 5. 关闭socket连接 + client.close() + + +if __name__ == '__main__': + flag = sys.argv[1] + if flag == "server": + server_func(9901) + else: + client_func(9901) diff --git a/python_spider.py b/python_spider.py index b07a222..bad1b6a 100644 --- a/python_spider.py +++ b/python_spider.py @@ -4,6 +4,7 @@ python_spider.py by xianhu """ +import requests import urllib.error import urllib.parse import urllib.request @@ -94,3 +95,12 @@ handler = urllib.request.HTTPBasicAuthHandler(password_mgr) # 创建HTTPBasicAuthHandler opener = urllib.request.build_opener(handler) # 创建opner response = opener.open(url, timeout=10) # 获取数据 + + +# 使用Sockets代理 +import socks +import socket + +socks.setdefaultproxy(socks.PROXY_TYPE_SOCKS5, "127.0.0.1", 1080) +socket.socket =socks.socksocket +requests.get("http://www.baidu.com/s?ie=utf-8&wd=ip") diff --git a/python_splash.py b/python_splash.py new file mode 100644 index 0000000..86fbdc5 --- /dev/null +++ b/python_splash.py @@ -0,0 +1,42 @@ +# _*_ coding: utf-8 _*_ + +""" +使用Splash服务器抓取Ajax渲染页面 +""" + +import json +import requests + +# Docker安装: https://splash.readthedocs.io/en/latest/install.html +CRAWLER_URL = "http://weixin.sogou.com/weixin?page=1&type=2&query=%E4%B8%AD%E5%9B%BD" + + +# render.html +def test_1(url): + render = "http://xx.xx.xx.xx:8050/render.html" + body = json.dumps({ + "url": url, + "wait": 0.5, # 设定页面加载等待时间 + "images": 0, # 是否抓取图片 + "timeout": 3, # 设置过期时间 + # "allowed_domains": ["sogou.com", ], # 设置允许的域 + "allowed_content_types": "text/html; charset=utf-8" + }) + headers = {"Content-Type": "application/json"} + + response = requests.post(url=render, headers=headers, data=body) + print(url, response.status_code) + print(response.text) + return + +# test_1(CRAWLER_URL) + + +# render.png +def test_2(url): + render = "http://xx.xx.xx.xx:8050/render.png?url=%s&timeout=5" % url + response = requests.get(url=render) + print(url, response.status_code) + return + +# test_2(CRAWLER_URL) diff --git a/python_visual.py b/python_visual.py index 25e90c0..32661a4 100644 --- a/python_visual.py +++ b/python_visual.py @@ -26,7 +26,7 @@ def simple_plot(): # 生成画布，并设定标题 plt.figure(figsize=(8, 6), dpi=80) - plt.title("可视化标题", fontproperties=myfont) + plt.title("简单曲线图", fontproperties=myfont) plt.grid(True) # 设置X轴 @@ -40,8 +40,8 @@ def simple_plot(): plt.yticks(np.linspace(-1, 1, 9, endpoint=True)) # 画两条曲线 - plt.plot(x, y_cos, "b--", linewidth=2.0, label="cos事例") - plt.plot(x, y_sin, "g-", linewidth=2.0, label="sin事例") + plt.plot(x, y_cos, "b--", linewidth=2.0, label="cos示例") + plt.plot(x, y_sin, "g-", linewidth=2.0, label="sin示例") # 设置图例位置,loc可以为[upper, lower, left, right, center] plt.legend(loc="upper left", prop=myfont, shadow=True) @@ -62,7 +62,7 @@ def simple_advanced_plot(): # 生成画布, 并设定标题 plt.figure(figsize=(8, 6), dpi=80) - plt.title("可视化标题", fontproperties=myfont) + plt.title("复杂曲线图", fontproperties=myfont) plt.grid(True) # 画图的另外一种方式 @@ -129,7 +129,7 @@ def bar_plot(): means_women = (25, 32, 34, 20, 25) # 设置标题 - plt.title("可视化标题", fontproperties=myfont) + plt.title("柱状图", fontproperties=myfont) # 设置相关参数 index = np.arange(len(means_men)) @@ -167,7 +167,7 @@ def barh_plot(): means_women = (25, 32, 34, 20, 25) # 设置标题 - plt.title("plot title") + plt.title("横向柱状图", fontproperties=myfont) # 设置相关参数 index = np.arange(len(means_men)) @@ -205,7 +205,7 @@ def bar_advanced_plot(): means_women = np.array((25, 32, 34, 20, 25, 20, 35, 30, 35, 27)) # 设置标题 - plt.title("plot title") + plt.title("高级柱状图", fontproperties=myfont) # 设置相关参数 index = np.arange(len(means_men)) @@ -247,7 +247,7 @@ def table_plot(): ]) # 设置标题 - plt.title("可视化标题", fontproperties=myfont) + plt.title("层次柱状图", fontproperties=myfont) # 设置相关参数 index = np.arange(len(data[0])) @@ -279,7 +279,7 @@ def histograms_plot(): x = mu + sigma * np.random.randn(10000) # 设置标题 - plt.title("可视化标题", fontproperties=myfont) + plt.title("直方图", fontproperties=myfont) # 画直方图, 并返回相关结果 n, bins, patches = plt.hist(x, bins=50, normed=1, cumulative=False, color="green", alpha=0.6, label="直方图") @@ -307,7 +307,7 @@ def pie_plot(): colors = ["yellowgreen", "gold", "lightskyblue", "lightcoral"] # 设置标题 - plt.title("可视化标题", fontproperties=myfont) + plt.title("饼图", fontproperties=myfont) # 设置突出参数 explode = [0, 0.05, 0, 0] @@ -334,7 +334,7 @@ def scatter_plot(): y_index = np.random.random(point_count) # 设置标题 - plt.title("可视化标题", fontproperties=myfont) + plt.title("散点图", fontproperties=myfont) # 设置相关参数 color_list = np.random.random(point_count) @@ -358,7 +358,7 @@ def fill_plot(): y = np.sin(x) # 设置标题 - plt.title("可视化标题", fontproperties=myfont) + plt.title("填充图", fontproperties=myfont) # 画图 plt.plot(x, y, color="blue", alpha=1.00) @@ -388,7 +388,7 @@ def radar_plot(): # 画图方式 plt.subplot(111, polar=True) - plt.title("可视化标题", fontproperties=myfont) + plt.title("雷达图", fontproperties=myfont) # 设置"theta grid"/"radar grid" plt.thetagrids(theta*(180/np.pi), labels=labels, fontproperties=myfont) @@ -418,8 +418,10 @@ def three_dimension_scatter(): # 生成画布(两种形式) fig = plt.figure() - # ax = fig.gca(projection="3d", title="plot title") - ax = fig.add_subplot(111, projection="3d", title="plot title") + fig.suptitle("三维散点图", fontproperties=myfont) + + # ax = fig.gca(projection="3d") + ax = fig.add_subplot(111, projection="3d") # 画三维散点图 ax.scatter(x, y, z, s=scale, c=color, marker=".") diff --git a/python_visual_animation.py b/python_visual_animation.py new file mode 100644 index 0000000..2156ffb --- /dev/null +++ b/python_visual_animation.py @@ -0,0 +1,161 @@ +# _*_ coding: utf-8 _*_ + +""" +python_visual_animation.py by xianhu +""" + +import numpy as np +import matplotlib +import matplotlib.pyplot as plt +import matplotlib.font_manager as fm +from mpl_toolkits.mplot3d import Axes3D + +# 解决中文乱码问题 +myfont = fm.FontProperties(fname="/Library/Fonts/Songti.ttc", size=14) +matplotlib.rcParams["axes.unicode_minus"] = False + + +def simple_plot(): + """ + simple plot + """ + # 生成画布 + plt.figure(figsize=(8, 6), dpi=80) + + # 打开交互模式 + plt.ion() + + # 循环 + for index in range(100): + # 清除原有图像 + plt.cla() + + # 设定标题等 + plt.title("动态曲线图", fontproperties=myfont) + plt.grid(True) + + # 生成测试数据 + x = np.linspace(-np.pi + 0.1*index, np.pi+0.1*index, 256, endpoint=True) + y_cos, y_sin = np.cos(x), np.sin(x) + + # 设置X轴 + plt.xlabel("X轴", fontproperties=myfont) + plt.xlim(-4 + 0.1*index, 4 + 0.1*index) + plt.xticks(np.linspace(-4 + 0.1*index, 4+0.1*index, 9, endpoint=True)) + + # 设置Y轴 + plt.ylabel("Y轴", fontproperties=myfont) + plt.ylim(-1.0, 1.0) + plt.yticks(np.linspace(-1, 1, 9, endpoint=True)) + + # 画两条曲线 + plt.plot(x, y_cos, "b--", linewidth=2.0, label="cos示例") + plt.plot(x, y_sin, "g-", linewidth=2.0, label="sin示例") + + # 设置图例位置,loc可以为[upper, lower, left, right, center] + plt.legend(loc="upper left", prop=myfont, shadow=True) + + # 暂停 + plt.pause(0.1) + + # 关闭交互模式 + plt.ioff() + + # 图形显示 + plt.show() + return +# simple_plot() + + +def scatter_plot(): + """ + scatter plot + """ + # 打开交互模式 + plt.ion() + + # 循环 + for index in range(50): + # 清除原有图像 + # plt.cla() + + # 设定标题等 + plt.title("动态散点图", fontproperties=myfont) + plt.grid(True) + + # 生成测试数据 + point_count = 5 + x_index = np.random.random(point_count) + y_index = np.random.random(point_count) + + # 设置相关参数 + color_list = np.random.random(point_count) + scale_list = np.random.random(point_count) * 100 + + # 画散点图 + plt.scatter(x_index, y_index, s=scale_list, c=color_list, marker="o") + + # 暂停 + plt.pause(0.2) + + # 关闭交互模式 + plt.ioff() + + # 显示图形 + plt.show() + return +# scatter_plot() + + +def three_dimension_scatter(): + """ + 3d scatter plot + """ + # 生成画布 + fig = plt.figure() + + # 打开交互模式 + plt.ion() + + # 循环 + for index in range(50): + # 清除原有图像 + fig.clf() + + # 设定标题等 + fig.suptitle("三维动态散点图", fontproperties=myfont) + + # 生成测试数据 + point_count = 100 + x = np.random.random(point_count) + y = np.random.random(point_count) + z = np.random.random(point_count) + color = np.random.random(point_count) + scale = np.random.random(point_count) * 100 + + # 生成画布 + ax = fig.add_subplot(111, projection="3d") + + # 画三维散点图 + ax.scatter(x, y, z, s=scale, c=color, marker=".") + + # 设置坐标轴图标 + ax.set_xlabel("X Label") + ax.set_ylabel("Y Label") + ax.set_zlabel("Z Label") + + # 设置坐标轴范围 + ax.set_xlim(0, 1) + ax.set_ylim(0, 1) + ax.set_zlim(0, 1) + + # 暂停 + plt.pause(0.2) + + # 关闭交互模式 + plt.ioff() + + # 图形显示 + plt.show() + return +# three_dimension_scatter() diff --git a/python_wechat.py b/python_wechat.py index 2adfb54..3a962fc 100644 --- a/python_wechat.py +++ b/python_wechat.py @@ -4,20 +4,18 @@ python_wechat.py by xianhu 主要包括如下功能： (1) 自动提醒群红包 -(2) 自动保存被撤回消息，包括内容、文件、图片、语音、视频等 +(2) 自动监测被撤回消息 +(3) 群关键字提醒，群被@提醒 """ import time import itchat import logging -import datetime from itchat.content import * # 初始化 my = itchat.new_instance() my.auto_login(hotReload=False, enableCmdQR=2) -my.global_keys = ["创业", "算法", "人工智能"] -my.to_user_name = "filehelper" # my还包括的以下属性，注意用点.查看： # (1) alive 是否还活着，isLogging 是否已登陆 @@ -26,124 +24,424 @@ # (4) chatroomList 群聊列表，每一项为一个Chatroom字典类，包括UserName, NickName, RemarkName, MemberCount, MemberList, Self等 # (5) mpList 订阅号列表，每一项为一个MassivePlatform字典类，包括UserName, NickName等 -# 获取并更新通讯录: {UserName: UserInstance} -my.friends = {user["UserName"]: user for user in my.get_friends(update=True)} +my.global_keys = ["创业", "人工智能", "企业服务"] +my.to_user_name = "filehelper" # 消息接受者 +my.update_time = time.time() # 信息更新时间 +my.msg_store = {} # 消息存储队列 +my.friends = {} # 好友字典列表 +my.groups = {} # 群聊字典列表 -# 消息存储队列 -my.msg_store = {} - -# 消息提取函数 -def get_msg_list(msg): +def update_my_infos(): """ - 提取消息内容，消息来源分类： - （1）来自好友的消息 - （2）来自自己的消息 - （3）来自文件传输助手的消息 - （4）来自群聊的消息 - 提取消息内容，消息类型分类： - （1）文字 - （2）图片 - （3）语音 - （4）视频 - （5）地址 - （6）名片 - （7）Note - （8）分享 - （9）附件 + 更新信息 """ - logging.warning("message: %s", msg) - msg_id = msg["MsgId"] # 消息ID - from_user_name = msg["FromUserName"] # 消息发送者ID - to_user_name = msg["ToUserName"] # 消息接受者ID - - msg_type = msg["MsgType"] # 消息类型 - msg_content = msg["Content"] # 消息内容 - msg_time = datetime.datetime.fromtimestamp(msg["CreateTime"]) # 消息发送时间 - - msg_file = msg["FileName"] # 消息中所带文件的名称 - msg_file_length = msg["FileSize"] # 消息中所带文件的大小 - msg_file_length = int(msg_file_length) if msg_file_length.strip() else 0 - msg_voice_length = msg["VoiceLength"] # 消息中所带语音的长度（毫秒） - msg_play_length = msg["PlayLength"] # 消息中所带视频的长度（秒） - msg_url = msg["Url"] # 消息中所带链接的地址 - - wind_name = msg["User"]["RemarkName"] if msg["User"].get("RemarkName") else ( - msg["User"]["NickName"] if msg["User"].get("NickName") else to_user_name - ) - - if from_user_name.startswith("@@"): - nick_name = msg["ActualNickName"] if (msg["ActualUserName"] not in my.friends) or \ - (not my.friends[msg["ActualUserName"]]["RemarkName"]) else my.friends[msg["ActualUserName"]]["RemarkName"] - else: - nick_name = wind_name - - we_type = msg["Type"] # 消息类型 - we_text = msg["Text"] # 消息内容 - - logging.warning("show: nick_name=%s, wind_name=%s, we_type=%s, we_text=%s", nick_name, wind_name, we_type, we_text) - return msg_id, from_user_name, to_user_name, msg_type, msg_content, msg_time, \ - msg_file, msg_file_length, msg_voice_length, msg_play_length, msg_url, wind_name, nick_name, we_type, we_text - - -# 消息注册，主要处理群消息 -@my.msg_register([TEXT, MAP, CARD, NOTE, SHARING, PICTURE, RECORDING, ATTACHMENT, VIDEO], isFriendChat=True, isGroupChat=True) -def text_reply(msg): + # 获取并更新通讯录: {UserName: UserInstance} + my.friends = {user["UserName"]: user for user in my.get_friends(update=True)} + # 获取并更新群列表: {UserName: UserInstance} + my.groups = {group["UserName"]: group for group in my.get_chatrooms(update=True)} + return +update_my_infos() + + +class Message(object): """ - 消息自动接收, 接受全部的消息 + 消息类 """ - # 消息提取 - msg_id, from_user_name, to_user_name, msg_type, msg_content, msg_time, \ - msg_file, msg_file_length, msg_voice_length, msg_play_length, msg_url, wind_name, nick_name, we_type, we_text = get_msg_list(msg) + def __init__(self, msg): + """ + 构造函数：提取消息内容 + 消息来源分类： + （1）来自好友的消息 + （2）来自群的消息 + 提取消息内容，消息类型分类： + （1）文字（2）图片（3）语音（4）视频（5）地址（6）名片（7）提醒（8）分享（9）附件 + """ + # 更新信息，十分钟更新一次 + # logging.warning("message: %s", msg) + if time.time() - my.update_time > 600: + update_my_infos() + my.update_time = time.time() - # 消息过滤, 只监测文字、注解、分享、图片、语音、视频、附件等 - if we_type not in ["Text", "Note", "Sharing", "Picture", "Recording", "Video", "Attachment"]: - logging.warning("message type isn't included, ignored") - return + self.msg_id = msg["MsgId"] # 消息ID + self.from_user_name = msg["FromUserName"] # 消息发送者ID，如果为群消息，则为群ID + + self.msg_type = msg["MsgType"] # 消息类型，这里参考下边的we_type + self.msg_content = msg["Content"] # 消息内容，这里参考下边的we_text + self.msg_time = msg["CreateTime"] # 消息发送时间，时间戳格式 + + self.msg_file = msg["FileName"] # 消息中所带文件的名称 + self.msg_file_length = msg["FileSize"] # 消息中所带文件的大小，字符串类型 + self.msg_voice_length = msg["VoiceLength"] # 消息中所带语音的长度（毫秒） + self.msg_play_length = msg["PlayLength"] # 消息中所带视频的长度（秒） + self.msg_url = msg["Url"] # 消息中所带链接的地址 + + self.user_user_name = msg["User"].get("UserName", "") # 消息发送者ID，如果为群消息，则为群ID + self.user_nick_name = msg["User"].get("NickName", "") # 消息发送者昵称，如果为群消息，则为群名 + self.user_remark_name = msg["User"].get("RemarkName", "") # 消息发送者备注名称，如果为群消息，则为群备注名称 + self.wind_name = self.user_remark_name if self.user_remark_name else ( + self.user_nick_name if self.user_nick_name else ( + my.friends[self.user_user_name]["NickName"] if self.user_user_name in my.friends else ( + my.groups[self.user_user_name]["NickName"] if self.user_user_name in my.groups else "未知窗口" + ) + ) + ) + + self.actual_user_name = msg.get("ActualUserName", "") # 群消息中，消息发送者的ID + self.actual_nick_name = msg.get("ActualNickName", "") # 群消息中，消息发送者的群昵称 + self.actual_remark_name = self.actual_nick_name \ + if (self.actual_user_name not in my.friends) or (not my.friends[self.actual_user_name]["RemarkName"]) \ + else my.friends[self.actual_user_name]["RemarkName"] + + self.is_at = msg.get("IsAt", None) # 是否在群内被@ + self.we_type = msg["Type"] # 消息类型 + self.we_text = msg["Text"] # 消息内容 - # 处理来自自己的消息 - if from_user_name == my.loginInfo["User"]["UserName"]: - logging.warning("message is from myself, ignored") + logging.warning("wind_name=%s, send_name=%s, we_type=%s, we_text=%s", self.wind_name, self.actual_remark_name, self.we_type, self.we_text) return + +def process_message_group(msg): + """ + 处理群消息 + """ + # ==== 处理红包消息 ==== + if msg.we_type == "Note" and msg.we_text.find("收到红包，请在手机上查看") >= 0: + my.send("【%s】中有人发红包啦，快抢！" % msg.wind_name, toUserName=my.to_user_name) + + # ==== 处理关键词消息 ==== + for key in my.global_keys: + if msg.we_type == "Text" and msg.we_text.find(key) >= 0: + my.send("【%s】中【%s】提及了关键字：%s" % (msg.wind_name, msg.actual_remark_name, key), toUserName=my.to_user_name) + my.send(msg.we_text, toUserName=my.to_user_name) + break + + # ==== 群内是否被@ ==== + if msg.we_type == "Text" and msg.is_at: + my.send("【%s】中【%s】@了你" % (msg.wind_name, msg.actual_remark_name), toUserName=my.to_user_name) + my.send(msg.we_text, toUserName=my.to_user_name) + return + + +def process_message_revoke(msg): + """ + 处理撤回消息 + """ # 消息存储，删除过期消息 - my.msg_store[msg_id] = msg - for _id in [_id for _id in my.msg_store if time.time() - my.msg_store[_id]["CreateTime"] > 120]: - logging.warning("delete message, message_id = %s", _id) + my.msg_store[msg.msg_id] = msg + for _id in [_id for _id in my.msg_store if time.time() - my.msg_store[_id].msg_time > 120]: my.msg_store.pop(_id) - # 处理群消息 - if from_user_name.startswith("@@"): - # 红包消息处理 - if we_type == "Note" and we_text.find("收到红包，请在手机上查看") >= 0: - my.send("【%s】中有红包，快抢！" % wind_name, toUserName=my.to_user_name) - - # 撤回消息处理 - if we_type == "Note" and we_text.find("撤回了一条消息") >= 0: - old_msg = my.msg_store.get(msg_content[msg_content.find("")+7: msg_content.find("")]) + # 保存消息中的内容（图片、语音等） + if msg.we_type in ["Picture", "Recording"]: + try: + msg.we_text(".Cache/" + msg.msg_file) + logging.warning("process_message_revoke: download %s to .Cache/", msg.msg_file) + except Exception as excep: + logging.error("process_message_revoke: download %s to .Cache/ error: %s", msg.msg_file, excep) + + # ==== 撤回消息处理（必须为最后一步） ==== + if msg.we_type == "Note" and msg.we_text.find("撤回了一条消息") >= 0: + old_msg = my.msg_store.get(msg.msg_content[msg.msg_content.find("")+7: msg.msg_content.find("")]) if not old_msg: - logging.warning("not message id in my.msg_store") + logging.warning("process_message_revoke: no message id in my.msg_store") return - msg_id, from_user_name, to_user_name, msg_type, msg_content, msg_time, \ - msg_file, msg_file_length, msg_voice_length, msg_play_length, msg_url, wind_name, nick_name, we_type, we_text = get_msg_list(old_msg) - - if we_type == "Text": - msg_content = we_text - elif we_type in ["Picture", "Recording", "Video", "Attachment"]: - if (msg_file_length <= 500000) and (msg_voice_length <= 60000) and (msg_play_length <= 10): - try: - we_text(".Cache/" + msg_file) - logging.warning("downloading %s to .Cache/", msg_file) - except: - logging.error("downloading %s to .Cache/ error", msg_file) - msg_content = msg_file - elif we_type == "Sharing": - msg_content = we_text + ": " + msg_url - - my.send("【%s】中有消息被撤回:\nFrom: %s\nType: %s\nTime: %s\n%s" % (wind_name, nick_name, we_type, msg_time, msg_content), toUserName=my.to_user_name) + if old_msg.from_user_name.startswith("@@"): + my.send("【%s】中【%s】撤回了自己发送的消息:\nType: %s\n%s" % + (old_msg.wind_name, old_msg.actual_remark_name, old_msg.we_type, old_msg.msg_file), toUserName=my.to_user_name) + else: + my.send("【%s】撤回了自己发送的消息:\nType: %s\n%s" % + (old_msg.wind_name, old_msg.we_type, old_msg.msg_file), toUserName=my.to_user_name) + + if old_msg.we_type in ["Text", "Card"]: + my.send(str(old_msg.we_text), toUserName=my.to_user_name) + elif old_msg.we_type == "Sharing": + my.send(old_msg.we_text + "\n" + old_msg.msg_url, toUserName=my.to_user_name) + elif old_msg.we_type == "Picture": + my.send_image(".Cache/" + old_msg.msg_file, toUserName=my.to_user_name) + elif old_msg.we_type == "Recording": + my.send_file(".Cache/" + old_msg.msg_file, toUserName=my.to_user_name) + return + + +@my.msg_register([TEXT, PICTURE, RECORDING, VIDEO, MAP, CARD, NOTE, SHARING, ATTACHMENT], isFriendChat=True, isGroupChat=True) +def text_reply(msg): + """ + 消息自动接收, 接受全部的消息（自己发送的消息除外） + """ + # 跳过来自自己的消息 + if msg["FromUserName"] == my.loginInfo["User"]["UserName"]: + return + + # 消息提取 + msg = Message(msg) + + # 消息过滤, 只监测文字、图片、语音、名片、注解、分享等 + if msg.we_type not in ["Text", "Picture", "Recording", "Card", "Note", "Sharing"]: + logging.warning("process_message_group: message type isn't included, ignored") + return + + # 处理群消息 + if msg.from_user_name.startswith("@@"): + process_message_group(msg) + + # 处理撤回消息 + process_message_revoke(msg) return # 运行程序 -my.run() +my.run(debug=False) + +""" +好友消息： +{ + 'MsgId': '5254859004542036569', + 'FromUserName': '@f3b7fdc54717ea8dc22cb3edef59688e82ef34874e3236801537b94f6cd73e1e', + 'ToUserName': '@e79dde912b8f817514c01f399ca9ba12', + 'MsgType': 1, + 'Content': '[微笑]己改', + 'Status': 3, + 'ImgStatus': 1, + 'CreateTime': 1498448860, + 'VoiceLength': 0, + 'PlayLength': 0, + 'FileName': '', + 'FileSize': '', + 'MediaId': '', + 'Url': '', + 'AppMsgType': 0, + 'StatusNotifyCode': 0, + 'StatusNotifyUserName': '', + 'HasProductId': 0, + 'Ticket': '', + 'ImgHeight': 0, + 'ImgWidth': 0, + 'SubMsgType': 0, + 'NewMsgId': 5254859004542036569, + 'OriContent': '', + 'User': , + 'Uin': 0, + 'UserName': '@f3b7fdc54717ea8dc22cb3edef59688e82ef34874e3236801537b94f6cd73e1e', + 'NickName': '付贵吉祥', + 'HeadImgUrl': '/cgi-bin/mmwebwx-bin/webwxgeticon?seq=688475226&username=@f3b7fdc54717ea8dc22cb3edef59688e82ef34874e3236801537b94f6cd73e1e&skey=@', + 'ContactFlag': 3, + 'MemberCount': 0, + 'RemarkName': '付贵吉祥@中建5号楼', + 'HideInputBarFlag': 0, + 'Sex': 1, + 'Signature': '漫漫人生路...', + 'VerifyFlag': 0, + 'OwnerUin': 0, + 'PYInitial': 'FGJX', + 'PYQuanPin': 'fuguijixiang', + 'RemarkPYInitial': 'FGJXZJ5HL', + 'RemarkPYQuanPin': 'fuguijixiangzhongjian5haolou', + 'StarFriend': 0, + 'AppAccountFlag': 0, + 'Statues': 0, + 'AttrStatus': 135205, + 'Province': '山东', + 'City': '', + 'Alias': '', + 'SnsFlag': 17, + 'UniFriend': 0, + 'DisplayName': '', + 'ChatRoomId': 0, + 'KeyWord': '', + 'EncryChatRoomId': '', + 'IsOwner': 0 + }>, + 'Type': 'Text', + 'Text': '[微笑]己改' +} +""" + +""" +群消息： +{ + 'MsgId': '7844877618948840992', + 'FromUserName': '@@8dc5df044444d1fb8e3972e755b47adf9d07f5a032cae90a4d822b74ee1e4880', + 'ToUserName': '@e79dde912b8f817514c01f399ca9ba12', + 'MsgType': 1, + 'Content': '就是那个，那个协议我们手上有吗', + 'Status': 3, + 'ImgStatus': 1, + 'CreateTime': 1498448972, + 'VoiceLength': 0, + 'PlayLength': 0, + 'FileName': '', + 'FileSize': '', + 'MediaId': '', + 'Url': '', + 'AppMsgType': 0, + 'StatusNotifyCode': 0, + 'StatusNotifyUserName': '', + 'HasProductId': 0, + 'Ticket': '', + 'ImgHeight': 0, + 'ImgWidth': 0, + 'SubMsgType': 0, + 'NewMsgId': 7844877618948840992, + 'OriContent': '', + 'ActualNickName': '5-1-1003', + 'IsAt': False, + 'ActualUserName': '@a0922f18795e4c3b6d7d09c492ace233', + 'User': , + 'Uin': 0, + 'UserName': '@e79dde912b8f817514c01f399ca9ba12', + 'NickName': '齐现虎', + 'AttrStatus': 2147600869, + 'PYInitial': '', + 'PYQuanPin': '', + 'RemarkPYInitial': '', + 'RemarkPYQuanPin': '', + 'MemberStatus': 0, + 'DisplayName': '5-1-1601', + 'KeyWord': 'qix' + }>, + , + 'Uin': 0, + 'UserName': '@a9620e3d4b82eab2521ccdbb985afc37', + 'NickName': 'A高佳祥15069179911', + 'AttrStatus': 102503, + 'PYInitial': '', + 'PYQuanPin': '', + 'RemarkPYInitial': '', + 'RemarkPYQuanPin': '', + 'MemberStatus': 0, + 'DisplayName': '5-2-220315069179911', + 'KeyWord': 'gao' + }>, + ....... + ]>, + 'Uin': 0, + 'UserName': '@@8dc5df044444d1fb8e3972e755b47adf9d07f5a032cae90a4d822b74ee1e4880', + 'NickName': '中建锦绣澜庭二期5#楼', + 'HeadImgUrl': '/cgi-bin/mmwebwx-bin/webwxgetheadimg?seq=0&username=@@8dc5df044444d1fb8e3972e755b47adf9d07f5a032cae90a4d822b74ee1e4880&skey=@', + 'ContactFlag': 3, + 'MemberCount': 106, + 'RemarkName': '', + 'HideInputBarFlag': 0, + 'Sex': 0, + 'Signature': '', + 'VerifyFlag': 0, + 'OwnerUin': 0, + 'PYInitial': 'ZJJXLTEJ5L', + 'PYQuanPin': 'zhongjianjinxiulantingerji5lou', + 'RemarkPYInitial': '', + 'RemarkPYQuanPin': '', + 'StarFriend': 0, + 'AppAccountFlag': 0, + 'Statues': 0, + 'AttrStatus': 0, + 'Province': '', + 'City': '', + 'Alias': '', + 'SnsFlag': 0, + 'UniFriend': 0, + 'DisplayName': '', + 'ChatRoomId': 0, + 'KeyWord': '', + 'EncryChatRoomId': '@d1e510bc8cbd192468e9c85c6f5a9d81', + 'IsOwner': 1, + 'IsAdmin': None, + 'Self': , + 'Uin': 0, + 'UserName': '@e79dde912b8f817514c01f399ca9ba12', + 'NickName': '齐现虎', + 'AttrStatus': 2147600869, + 'PYInitial': '', + 'PYQuanPin': '', + 'RemarkPYInitial': '', + 'RemarkPYQuanPin': '', + 'MemberStatus': 0, + 'DisplayName': '5-1-1601', + 'KeyWord': 'qix' + }>, + 'HeadImgUpdateFlag': 1, + 'ContactType': 0, + 'ChatRoomOwner': '@e79dde912b8f817514c01f399ca9ba12' + }>, + 'Type': 'Text', + 'Text': '就是那个，那个协议我们手上有吗' +} + +警示消息：好友类 +{ + 'MsgId': '1529895072288746571', + 'FromUserName': '@4076708be2e09ef83f249f168553d0dd55b4f734aee7d276e92ddbe98625476a', + 'ToUserName': '@f97583d8ffbaee6189854116897c677f', + 'MsgType': 10000, + 'Content': '你已添加了呼啸而过的小青春，现在可以开始聊天了。', + 'Status': 4, + 'ImgStatus': 1, + 'CreateTime': 1498533407, + 'VoiceLength': 0, + 'PlayLength': 0, + 'FileName': '', + 'FileSize': '', + 'MediaId': '', + 'Url': '', + 'AppMsgType': 0, + 'StatusNotifyCode': 0, + 'StatusNotifyUserName': '', + 'HasProductId': 0, + 'Ticket': '', + 'ImgHeight': 0, + 'ImgWidth': 0, + 'SubMsgType': 0, + 'NewMsgId': 1529895072288746571, + 'OriContent': '', + 'User': + }>, + 'Type': 'Note', + 'Text': '你已添加了呼啸而过的小青春，现在可以开始聊天了。' +} + +警示消息：群类 +{ + 'MsgId': '1049646282086057263', + 'FromUserName': '@@300f57b68ca7ef593ae3221eef7dba5377466c86122aaa15a8ffc1031310e210', + 'ToUserName': '@006f63e8086ab07fcbe3771dc824c4a6', + 'MsgType': 10000, + 'Content': '你邀请"大姐"加入了群聊', + 'Status': 3, + 'ImgStatus': 1, + 'CreateTime': 1498533901, + 'VoiceLength': 0, + 'PlayLength': 0, + 'FileName': '', + 'FileSize': '', + 'MediaId': '', + 'Url': '', + 'AppMsgType': 0, + 'StatusNotifyCode': 0, + 'StatusNotifyUserName': '', + 'HasProductId': 0, + 'Ticket': '', + 'ImgHeight': 0, + 'ImgWidth': 0, + 'SubMsgType': 0, + 'NewMsgId': 1049646282086057263, + 'OriContent': '', + 'ActualUserName': '@006f63e8086ab07fcbe3771dc824c4a6', + 'ActualNickName': '某某某', + 'IsAt': False, + 'User': + }>, + 'Type': 'Note', + 'Text': '你邀请"大姐"加入了群聊' +} +""" diff --git a/test.png b/test.png new file mode 100644 index 0000000..77b79e9 Binary files /dev/null and b/test.png differ diff --git a/wxPython/hello_world.py b/wxPython/hello_world.py new file mode 100644 index 0000000..3a79415 --- /dev/null +++ b/wxPython/hello_world.py @@ -0,0 +1,93 @@ +# _*_ coding: utf-8 _*_ + +""" +Hello World +""" + +import wx + + +class HelloFrame(wx.Frame): + """ + A Frame that says Hello World + """ + + def __init__(self, *args, **kw): + # ensure the parent's __init__ is called + super(HelloFrame, self).__init__(*args, **kw) + + # create a panel in the frame + pnl = wx.Panel(self) + + # and put some text with a larger bold font on it + st = wx.StaticText(parent=pnl, label="Hello World!", pos=(25, 25)) + font = st.GetFont() + font.PointSize += 10 + font = font.Bold() + st.SetFont(font) + + # create a menu bar + self.make_menubar() + + # and a status bar + self.CreateStatusBar() + self.SetStatusText("Welcome to wxPython!") + + def make_menubar(self): + """ + A menu bar is composed of menus, which are composed of menu items. + This method builds a set of menus and binds handlers to be called + when the menu item is selected. + """ + # Make a file menu with Hello and Exit items + menu_file = wx.Menu() + # The "\t..." syntax defines an accelerator key that also triggers the same event + + item_hello = menu_file.Append(-1, "&Hello...\tCtrl-H", "Help string shown in status bar for this menu item") + menu_file.AppendSeparator() + + # When using a stock ID we don't need to specify the menu item's label + item_exit = menu_file.Append(wx.ID_EXIT) + + # Now a help menu for the about item + menu_help = wx.Menu() + item_about = menu_help.Append(wx.ID_ABOUT) + + # Make the menu bar and add the two menus to it. The '&' defines + # that the next letter is the "mnemonic" for the menu item. On the + # platforms that support it those letters are underlined and can be + # triggered from the keyboard. + menu_bar = wx.MenuBar() + menu_bar.Append(menu_file, "&File") + menu_bar.Append(menu_help, "&Help") + + # Give the menu bar to the frame + self.SetMenuBar(menu_bar) + + # Finally, associate a handler function with the EVT_MENU event for + # each of the menu items. That means that when that menu item is + # activated then the associated handler function will be called. + self.Bind(wx.EVT_MENU, self.OnHello, item_hello) + self.Bind(wx.EVT_MENU, self.OnExit, item_exit) + self.Bind(wx.EVT_MENU, self.OnAbout, item_about) + + def OnExit(self, event): + """Close the frame, terminating the application.""" + self.Close(True) + + def OnHello(self, event): + """Say hello to the user.""" + wx.MessageBox("Hello again from wxPython") + + def OnAbout(self, event): + """Display an About Dialog""" + wx.MessageBox("This is a wxPython Hello World sample", "About Hello World 2", wx.OK | wx.ICON_INFORMATION) + + +if __name__ == '__main__': + # When this module is run (not imported) then create the app, the + # frame, show it, and start the event loop. + app = wx.App() + frm = HelloFrame(None, title='Hello World 2') + frm.Show() + app.MainLoop()