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Superbuy/analysis.ipynb
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2023-01-29 23:47:21 -05:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"outputs": [],
"source": [
"from __future__ import annotations\n",
"\n",
"import matplotlib\n",
"import json\n",
"import os\n",
"from collections import Counter\n",
"from pathlib import Path\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"from pandas import DataFrame as DF\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 6,
"outputs": [
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fm = matplotlib.font_manager\n",
"fm._get_fontconfig_fonts.cache_clear()\n",
"sns.set(context='notebook', style='ticks', font='Source Han Sans CN', rc={'axes.unicode_minus': False})\n",
"plt.rcParams[\"font.sans-serif\"] = [\"Source Han Sans CN\"] #设置字体\n",
"plt.rcParams[\"axes.unicode_minus\"] = False #该语句解决图像中的“-”负号的乱码问题\n",
"\n",
"def test_font():\n",
" df = DF([{'name': '中文', 'value': 1}, {'name': '喵嗚', 'value': 2}])\n",
" sns.barplot(data=df, x='name', y='value')\n",
" plt.show()\n",
"\n",
"test_font()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true,
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading data: 100%|██████████| 88093/88093 [00:00<00:00, 104930.23it/s]\n",
"Loading json: 100%|██████████| 88092/88092 [00:14<00:00, 6152.27it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"一共有 88092 個訂單\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from hypy_utils.tqdm_utils import tq, pmap, smap\n",
"\n",
"\n",
"def _helper(p: Path):\n",
" return json.loads(p.read_text())\n",
"\n",
"def load_data():\n",
" dir = Path('index-data')\n",
" files = [(dir / f) for f in tq(os.listdir(dir), 'Loading data') if f.endswith('.json')]\n",
" return smap(_helper, files, desc='Loading json')\n",
"\n",
"\n",
"data = load_data()\n",
"print(f'一共有 {len(data)} 個訂單')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"outputs": [],
"source": [
"delivery = json.loads(Path('data/delivery.json').read_text())\n",
"delivery: dict[int, dict] = {d['id']: d for d in delivery}\n",
"\n",
"for d in data:\n",
" d['route'] = d['delivery_name'] + ' to ' + d['area_name']\n",
" d['duration'] = ((d['receive_time'] - d['pay_time']) / 60 / 60 / 24) if d['receive_time'] != 0 else None\n",
" d['real_package_price'] = float(d['real_package_price'])\n",
" d['package_price'] = float(d['package_price'])\n",
" d['price_diff'] = d['package_price'] - d['real_package_price']\n",
"\n",
" # d['delivery'] = delivery.get(d['delivery_id']) or {'id': d['delivery_id'], 'name': 'Unknown'}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 9,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"所有運輸:\n",
"> 總訂單量: 88092\n",
"> 時間中數: 21.01 天\n",
"> 平均時間: 40.20 天\n",
"> 時間分佈:\n"
]
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def overall_stats():\n",
" durations = [d[\"duration\"] for d in data if d[\"duration\"]]\n",
"\n",
" print('所有運輸:')\n",
" print(f'> 總訂單量: {len(data)}')\n",
" print(f'> 時間中數: {np.median(durations):.2f} 天')\n",
" print(f'> 平均時間: {np.mean(durations):.2f} 天')\n",
" print(f'> 時間分佈:')\n",
"\n",
" sns.boxplot(x=durations)\n",
" plt.show()\n",
" sns.boxplot(x=[d for d in durations if d < 80])\n",
" plt.show()\n",
"\n",
"overall_stats()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"總共有送往 94 個國家的訂單\n",
"集運目的國家統計: 前 30 國家的訂單數\n"
]
},
{
"data": {
"text/plain": "<Figure size 432x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def bars(lst: list[tuple[str, int]]):\n",
" plt.figure(figsize=(6, 8))\n",
" sns.barplot(x=[v for k, v in lst], y=[k for k, v in lst], orient='h')\n",
" plt.xticks(rotation=90)\n",
" plt.grid()\n",
" plt.show()\n",
"\n",
"\n",
"def country_stats():\n",
" countries = sorted(Counter([d['area_name'] for d in data]).items(), key=lambda x: -x[1])\n",
" print(f'總共有送往 {len(countries)} 個國家的訂單')\n",
" countries = countries[:30]\n",
" print('集運目的國家統計: 前 30 國家的訂單數')\n",
" bars(countries)\n",
"\n",
"\n",
"country_stats()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 15,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"正在分析送往全球的訂單數據...\n",
"總共有 146 個快遞公司\n",
"前 30 快遞公司的訂單數(圖1)和運輸時間天數(圖2,3)\n"
]
},
{
"data": {
"text/plain": "<Figure size 864x576 with 3 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.figure import Figure\n",
"\n",
"from matplotlib.axes import Axes\n",
"\n",
"\n",
"def route_stats(country: str | None = None):\n",
" cdata = data\n",
" if country is not None:\n",
" cdata = [d for d in data if d['area_name'] == country]\n",
" print(f'正在分析送往 {country} 的訂單數據...')\n",
" else:\n",
" print('正在分析送往全球的訂單數據...')\n",
"\n",
" routes = sorted(Counter([d['delivery_name'].strip() for d in cdata]).items(), key=lambda x: -x[1])\n",
" print(f'總共有 {len(routes)} 個快遞公司')\n",
" routes = routes[:30]\n",
" print('前 30 快遞公司的訂單數(圖1)和運輸時間天數(圖2,3')\n",
" # bars(names)\n",
"\n",
" df = []\n",
" for route, count in routes:\n",
" orders = [d for d in data if d['delivery_name'] == route]\n",
" durations = [d['duration'] for d in orders if d['duration']]\n",
" df.append({\n",
" 'Route': route,\n",
" 'Order Count': count,\n",
" 'Median Duration (days)': np.median(durations) if durations else 0,\n",
" 'Durations': durations,\n",
" # 'Avg Price (USD/kg)': np.mean([d['real_package_price'] / d['final_weight'] for d in orders])\n",
" })\n",
" df = DF(df)\n",
"\n",
" fig, ax = plt.subplots(ncols=3, figsize=(12, 8), sharey='all')\n",
" fig: Figure\n",
" ax: list[Axes]\n",
"\n",
" sns.barplot(x='Order Count', y='Route', data=df, ax=ax[0], orient='h')\n",
" sns.boxplot(data=df.Durations, ax=ax[1], orient='h')\n",
" sns.barplot(x='Median Duration (days)', y='Route', data=df, ax=ax[2], orient='h')\n",
" ax[1].set_xlabel('Duration Distribution (days)')\n",
" ax[1].set_xlim(0, 90)\n",
" for a in ax:\n",
" a.grid()\n",
" # ax[0].yaxis.set_ticks(list(df.Route))\n",
" plt.show()\n",
"\n",
"\n",
"route_stats()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 16,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"正在分析送往 加拿大 的訂單數據...\n",
"總共有 63 個快遞公司\n",
"前 30 快遞公司的訂單數(圖1)和運輸時間天數(圖2,3)\n"
]
},
{
"data": {
"text/plain": "<Figure size 864x576 with 3 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"route_stats('加拿大')\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"print('加拿大')\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}