From e1ab0d877382c639e968924275cfc9ca9a47977e Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Sun, 3 May 2026 00:19:33 +0800 Subject: [PATCH 01/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1.ipynb | 236 +++++++++++ homework/m1_numpy.py | 40 +- homework/m2.ipynb | 147 +++++++ homework/m2_pandas_cleaning.py | 44 ++- homework/m3.ipynb | 688 +++++++++++++++++++++++++++++++++ homework/m3_pandas_advanced.py | 54 ++- homework/m4.ipynb | 577 +++++++++++++++++++++++++++ homework/m4_timeseries.py | 53 ++- homework/m5.ipynb | 294 ++++++++++++++ homework/m5_visualization.py | 24 +- 10 files changed, 2124 insertions(+), 33 deletions(-) create mode 100644 homework/m1.ipynb create mode 100644 homework/m2.ipynb create mode 100644 homework/m3.ipynb create mode 100644 homework/m4.ipynb create mode 100644 homework/m5.ipynb diff --git a/homework/m1.ipynb b/homework/m1.ipynb new file mode 100644 index 0000000..e3d595a --- /dev/null +++ b/homework/m1.ipynb @@ -0,0 +1,236 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "59e4315f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "30.0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "def green_mean():\n", + " \"\"\"建立 [10, 20, 30, 40, 50]，回傳所有元素的平均值 (float)\"\"\"\n", + " # TODO: 你的程式碼\n", + " arr = np.array([10, 20, 30, 40, 50])\n", + " \n", + " return float(np.mean(arr))\n", + "green_mean()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "76d32610", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 20, 40, 60, 80, 100])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def green_double():\n", + " \"\"\"建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray\"\"\"\n", + " # TODO: 你的程式碼\n", + " arr = np.array([10, 20, 30, 40, 50])\n", + " return (arr * 2)\n", + "green_double()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6f361ef0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([30, 40, 50])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def green_filter():\n", + " \"\"\"建立 [10, 20, 30, 40, 50]，回傳大於 25 的元素 (ndarray)\"\"\"\n", + " # TODO: 你的程式碼\n", + " arr = np.array([10, 20, 30, 40, 50])\n", + " return (arr[arr > 25])\n", + "green_filter()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "da21f203", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'單價大於1000的商品共有 = 16 件'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DATA = '../datasets/ecommerce/products.csv'\n", + "prices = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=3) # unit_price\n", + "stocks = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=4) # stock_qty\n", + "\n", + "def yellow_expensive_count(prices):\n", + " \"\"\"回傳單價 > 1000 的商品數量 (int)\"\"\"\n", + " # TODO: 你的程式碼\n", + " prices_1000 = prices[prices > 1000]\n", + " return (f'單價大於1000的商品共有 = {prices_1000.shape[0]} 件')\n", + "yellow_expensive_count(prices)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "95dbad6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'庫存最多 = [10 0 17] '" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def yellow_top3_stock_indices(stocks):\n", + " \"\"\"\n", + " 回傳庫存最多的前 3 個商品的索引位置 (ndarray, 由大到小排)\n", + " 提示：np.argsort\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " stocks_3 = np.argsort(stocks)\n", + " return (f'庫存最多 = {stocks_3[0:3]} ')\n", + "yellow_top3_stock_indices(stocks)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "05ffbeb5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(1203000.0)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def yellow_restock_cost(prices, stocks):\n", + " \"\"\"\n", + " 單價 < 500 的商品，每種各進貨 50 個，回傳總花費 (float/int)\n", + " 提示：布林遮罩 + .sum()\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " prices_500 = prices[prices < 500]*500\n", + " return (prices_500.sum())\n", + "yellow_restock_cost(prices, stocks)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4c485fbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1627. , 1312.5, 558. , 1202.6, 203. , 141.3, 426.3, 1075.9,\n", + " 392.7, 766.5, 1506. , 1724.4, 1238.3, 526.4, 1677.2, 228.9,\n", + " 219.8, 1386.9, 1292.2, 267.4, 189.7, 1460.9, 1329.3, 133.7,\n", + " 1755.9, 1935. , 700. , 1132.6, 331.8, 410.9])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def red_double11_prices(prices, stocks):\n", + " \"\"\"\n", + " 雙 11 定價規則（向量化實作）：\n", + " - 庫存 >= 100：打 7 折\n", + " - 庫存 20~99：打 9 折\n", + " - 庫存 < 20：原價\n", + " \"\"\"\n", + " # 確保輸入是 ndarray\n", + " prices = np.array(prices)\n", + " stocks = np.array(stocks)\n", + " \n", + " # 使用巢狀 np.where： np.where(條件, 若真則..., 若假則...)\n", + " new_prices = np.where(\n", + " stocks >= 100, \n", + " prices * 0.7, \n", + " np.where(stocks >= 20, prices * 0.9, prices)\n", + " )\n", + " \n", + " return new_prices\n", + "red_double11_prices(prices, stocks)" + ] + } + ], + "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": "3.12.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index 5ff41ab..1d56648 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -19,30 +19,40 @@ def green_mean(): """建立 [10, 20, 30, 40, 50]，回傳所有元素的平均值 (float)""" # TODO: 你的程式碼 - pass + def green_mean(): + arr = np.array([10, 20, 30, 40, 50]) + return float(np.mean(arr)) def green_double(): """建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray""" # TODO: 你的程式碼 - pass + arr = np.array([10, 20, 30, 40, 50]) + return (arr * 2) def green_filter(): """建立 [10, 20, 30, 40, 50]，回傳大於 25 的元素 (ndarray)""" # TODO: 你的程式碼 - pass + arr = np.array([10, 20, 30, 40, 50]) + return (arr[arr > 25]) # ============================================================ # 🟡 核心題（每題 15 分，共 45 分） # 以下函式會接收從 products.csv 讀出的 prices, stocks 陣列 # ============================================================ +DATA = '../datasets/ecommerce/products.csv' +prices = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=3) # unit_price +stocks = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=4) # stock_qty def yellow_expensive_count(prices): """回傳單價 > 1000 的商品數量 (int)""" # TODO: 你的程式碼 - pass + prices_1000 = prices[prices > 1000] + return (prices_1000.shape[0]) + + def yellow_top3_stock_indices(stocks): @@ -51,7 +61,8 @@ def yellow_top3_stock_indices(stocks): 提示：np.argsort """ # TODO: 你的程式碼 - pass + stocks_3 = np.argsort(stocks) + return (stocks_3[0:3]) def yellow_restock_cost(prices, stocks): @@ -60,7 +71,9 @@ def yellow_restock_cost(prices, stocks): 提示：布林遮罩 + .sum() """ # TODO: 你的程式碼 - pass + prices_500 = prices[prices < 500]*500 + return (prices_500.sum()) + # ============================================================ @@ -77,4 +90,17 @@ def red_double11_prices(prices, stocks): 提示：np.where 可以巢狀使用 """ # TODO: 你的程式碼 - pass + prices = np.array(prices) + stocks = np.array(stocks) + + new_prices = np.where( + stocks >= 100, + prices * 0.7, + np.where( + stocks >= 20, + prices * 0.9, + prices + ) +) + + return new_prices diff --git a/homework/m2.ipynb b/homework/m2.ipynb new file mode 100644 index 0000000..8884934 --- /dev/null +++ b/homework/m2.ipynb @@ -0,0 +1,147 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "59e4315f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "30.0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "76d32610", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 20, 40, 60, 80, 100])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f361ef0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([30, 40, 50])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da21f203", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'單價大於1000的商品共有 = 16 件'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95dbad6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'庫存最多 = [10 0 17] '" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05ffbeb5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(1203000.0)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c485fbc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/homework/m2_pandas_cleaning.py b/homework/m2_pandas_cleaning.py index fa36bff..d5a6f2d 100644 --- a/homework/m2_pandas_cleaning.py +++ b/homework/m2_pandas_cleaning.py @@ -8,6 +8,8 @@ 資料路徑：datasets/ecommerce/orders_raw.csv """ import pandas as pd +import numpy as np +DATA = '../datasets/ecommerce/orders_raw.csv' # ============================================================ @@ -20,7 +22,8 @@ def green_read_csv(): 提示：pd.read_csv() """ # TODO: 你的程式碼 - pass + df = pd.read_csv(DATA) + return df def green_shape(df): @@ -29,7 +32,7 @@ def green_shape(df): 提示：df.shape """ # TODO: 你的程式碼 - pass + return df.shape def green_dtypes(df): @@ -38,7 +41,7 @@ def green_dtypes(df): 提示：df.dtypes """ # TODO: 你的程式碼 - pass + return df.dtypes # ============================================================ @@ -52,7 +55,8 @@ def yellow_clean_columns(df): 提示：df.columns.str.strip().str.lower() """ # TODO: 你的程式碼 - pass + df_new.columns = df_new.columns.str.strip().str.lower() + return df_new def yellow_clean_amount(df): @@ -63,7 +67,15 @@ def yellow_clean_amount(df): 提示：.str.replace() + .astype(float) """ # TODO: 你的程式碼 - pass + df_amount = df.copy() + df_amount['amount'] = ( + df_amount['amount'] + .astype(str) + .str.replace('$', '', regex=False) + .str.replace(',', '', regex=False) + .astype(float) + ) + return df_amount def yellow_drop_duplicates(df): @@ -72,7 +84,7 @@ def yellow_drop_duplicates(df): 提示：df.drop_duplicates() """ # TODO: 你的程式碼 - pass + return df.drop_duplicates() # ============================================================ @@ -93,4 +105,22 @@ def red_clean_orders(path): 提示：pd.to_datetime(errors='coerce') """ # TODO: 你的程式碼 - pass + # 1 + df = pd.read_csv(path) + # 2 + df.columns = df_new.columns.str.strip().str.lower() + # 3 + df['amount'] = ( + df['amount'] + .astype(str) + .str.replace('$', '', regex=False) + .str.replace(',', '', regex=False) + .astype(float) + ) + # 4 + df['order_date'] = pd.to_datetime(df['order_date'], errors='coerce') + # 5 + df = df.dropna(subset=['amount', 'order_date']) + # 6 + df.drop_duplicates() + return df diff --git a/homework/m3.ipynb b/homework/m3.ipynb new file mode 100644 index 0000000..4b04e32 --- /dev/null +++ b/homework/m3.ipynb @@ -0,0 +1,688 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 17, + "id": "59e4315f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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order_idcustomer_idproduct_idqtyorder_dateamountcustomer_nameregionsignup_datevip_levelproduct_namecategoryunit_pricestock_qty
05064202210264.02025-03-268600.0Victor LinNorth2023-02-27GoldDumbbell 5kgSports215051
15023202610215.02025-01-051355.0Zoe HuangSouth2023-05-16PlatinumThrow PillowHome271150
25123201310132.02025-09-113538.0Mia HuangNorth2023-07-17PlatinumCotton T-ShirtClothing1769174
35118200510281.02025-05-221618.0Emma LiuWest2023-05-18BronzeWater BottleSports1618186
45161201710193.02025-08-201846.0Quinn ChenEast2023-08-11SilverCoffee MugHome1846274
.............................................
1835094202610193.02025-02-135538.0Zoe HuangSouth2023-05-16PlatinumCoffee MugHome1846274
1845041201410015.02025-10-038135.0Nick HuangWest2023-09-28GoldWireless MouseElectronics162712
1855157200510265.02025-01-0210750.0Emma LiuWest2023-05-18BronzeDumbbell 5kgSports215051
1865134201510125.02025-06-039580.0Olivia HuangNorth2023-12-15BronzeClean CodeBooks191681
1875135201010074.02025-09-052436.0Jack LiuSouth2023-03-12PlatinumPython CookbookBooks609258
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188 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " order_id customer_id product_id qty order_date amount customer_name \\\n", + "0 5064 2022 1026 4.0 2025-03-26 8600.0 Victor Lin \n", + "1 5023 2026 1021 5.0 2025-01-05 1355.0 Zoe Huang \n", + "2 5123 2013 1013 2.0 2025-09-11 3538.0 Mia Huang \n", + "3 5118 2005 1028 1.0 2025-05-22 1618.0 Emma Liu \n", + "4 5161 2017 1019 3.0 2025-08-20 1846.0 Quinn Chen \n", + ".. ... ... ... ... ... ... ... \n", + "183 5094 2026 1019 3.0 2025-02-13 5538.0 Zoe Huang \n", + "184 5041 2014 1001 5.0 2025-10-03 8135.0 Nick Huang \n", + "185 5157 2005 1026 5.0 2025-01-02 10750.0 Emma Liu \n", + "186 5134 2015 1012 5.0 2025-06-03 9580.0 Olivia Huang \n", + "187 5135 2010 1007 4.0 2025-09-05 2436.0 Jack Liu \n", + "\n", + " region signup_date vip_level product_name category unit_price \\\n", + "0 North 2023-02-27 Gold Dumbbell 5kg Sports 2150 \n", + "1 South 2023-05-16 Platinum Throw Pillow Home 271 \n", + "2 North 2023-07-17 Platinum Cotton T-Shirt Clothing 1769 \n", + "3 West 2023-05-18 Bronze Water Bottle Sports 1618 \n", + "4 East 2023-08-11 Silver Coffee Mug Home 1846 \n", + ".. ... ... ... ... ... ... \n", + "183 South 2023-05-16 Platinum Coffee Mug Home 1846 \n", + "184 West 2023-09-28 Gold Wireless Mouse Electronics 1627 \n", + "185 West 2023-05-18 Bronze Dumbbell 5kg Sports 2150 \n", + "186 North 2023-12-15 Bronze Clean Code Books 1916 \n", + "187 South 2023-03-12 Platinum Python Cookbook Books 609 \n", + "\n", + " stock_qty \n", + "0 51 \n", + "1 150 \n", + "2 174 \n", + "3 186 \n", + "4 274 \n", + ".. ... \n", + "183 274 \n", + "184 12 \n", + "185 51 \n", + "186 81 \n", + "187 258 \n", + "\n", + "[188 rows x 14 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "DATA = '../datasets/ecommerce'\n", + "orders = pd.read_csv(f'{DATA}/orders_clean.csv', parse_dates=['order_date'])\n", + "customers = pd.read_csv(f'{DATA}/customers.csv')\n", + "products = pd.read_csv(f'{DATA}/products.csv')\n", + "\n", + "def green_load_and_merge():\n", + " \"\"\"\n", + " 讀取三張表，合併成一張完整的 DataFrame 並回傳\n", + " - orders_clean.csv LEFT JOIN customers.csv ON customer_id\n", + " - 再 LEFT JOIN products.csv ON product_id\n", + " 提示：pd.merge(how='left')\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " oc = orders.merge(customers, on='customer_id', how='left')\n", + " ocp = oc.merge(products, on='product_id', how='left')\n", + " return ocp\n", + "green_load_and_merge()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "76d32610", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[188, 14]\n", + "['order_id', 'customer_id', 'product_id', 'qty', 'order_date', 'amount', 'customer_name', 'region', 'signup_date', 'vip_level', 'product_name', 'category', 'unit_price', 'stock_qty']\n" + ] + } + ], + "source": [ + "oc = orders.merge(customers, on='customer_id', how='left')\n", + "ocp = oc.merge(products, on='product_id', how='left')\n", + "df = ocp\n", + "def green_row_count(df):\n", + " \"\"\"回傳 DataFrame 的列數 (int)\"\"\"\n", + " # TODO: 你的程式碼\n", + " return list(ocp)\n", + "# green_row_count(df)\n", + "print(list(df.shape))\n", + "print(list(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "6f361ef0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Books 182244.0\n", + "Sports 176315.0\n", + "Clothing 133841.0\n", + "Electronics 100235.0\n", + "Home 93753.0\n", + "Name: amount, dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oc = orders.merge(customers, on='customer_id', how='left')\n", + "ocp = oc.merge(products, on='product_id', how='left')\n", + "df = ocp\n", + "\n", + "def yellow_top_category(df):\n", + " \"\"\"\n", + " 哪個商品類別 (category) 的總營收最高？\n", + " 回傳該類別名稱 (str)\n", + " 提示：groupby('category')['amount'].sum()\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " category_rev = df.groupby('category')['amount'].sum().sort_values(ascending=False)\n", + " return category_rev\n", + "\n", + "yellow_top_category(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "da21f203", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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總金額佔比(%)
vip_level
Gold285982.041.7
Platinum171654.025.0
Bronze151339.022.0
Silver77413.011.3
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" + ], + "text/plain": [ + " 總金額 佔比(%)\n", + "vip_level \n", + "Gold 285982.0 41.7\n", + "Platinum 171654.0 25.0\n", + "Bronze 151339.0 22.0\n", + "Silver 77413.0 11.3" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oc = orders.merge(customers, on='customer_id', how='left')\n", + "ocp = oc.merge(products, on='product_id', how='left')\n", + "df = ocp\n", + "\n", + "def yellow_gold_vip_stats(df):\n", + " \"\"\"\n", + " Gold VIP 客戶總共下了幾張訂單？總金額多少？\n", + " 回傳 tuple: (訂單數 int, 總金額 float)\n", + " 提示：df[df['vip_level'] == 'Gold']\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " vip_rev = df.groupby('vip_level')['amount'].sum()\n", + " vip_pct = (vip_rev / vip_rev.sum() * 100).round(1)\n", + " vip_report = pd.DataFrame({'總金額': vip_rev, '佔比(%)': vip_pct})\n", + " vip_report = vip_report.sort_values('總金額', ascending=False)\n", + " return vip_report\n", + "\n", + "yellow_gold_vip_stats(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "95dbad6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "region\n", + "South 3786.15\n", + "North 3738.04\n", + "West 3340.85\n", + "East 3318.00\n", + "Name: amount, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oc = orders.merge(customers, on='customer_id', how='left')\n", + "ocp = oc.merge(products, on='product_id', how='left')\n", + "df = ocp\n", + "def yellow_region_avg_amount(df):\n", + " \"\"\"\n", + " 計算每個地區 (region) 的平均訂單金額\n", + " 回傳 Series（index=region, values=平均金額）\n", + " 提示：groupby('region')['amount'].mean()\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " region_mean = (\n", + " df.groupby('region')['amount']\n", + " .mean()\n", + " .round(2)\n", + " .sort_values(ascending=False)\n", + " )\n", + " return region_mean\n", + "yellow_region_avg_amount(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "05ffbeb5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customer_idcustomer_nameRFM
02015Olivia Huang2025-12-231256165.0
12022Victor Lin2025-11-271351242.0
22025Yuki Chen2025-11-271246739.0
32018Rachel Lin2025-12-261243486.0
42021Uma Wang2025-12-31940346.0
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" + ], + "text/plain": [ + " customer_id customer_name R F M\n", + "0 2015 Olivia Huang 2025-12-23 12 56165.0\n", + "1 2022 Victor Lin 2025-11-27 13 51242.0\n", + "2 2025 Yuki Chen 2025-11-27 12 46739.0\n", + "3 2018 Rachel Lin 2025-12-26 12 43486.0\n", + "4 2021 Uma Wang 2025-12-31 9 40346.0" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oc = orders.merge(customers, on='customer_id', how='left')\n", + "ocp = oc.merge(products, on='product_id', how='left')\n", + "df = ocp\n", + "def red_rfm_top5(df):\n", + " \"\"\"\n", + " RFM 分析：找出最有價值的前 5 位客戶\n", + "\n", + " 計算每位客戶的：\n", + " - R (Recency)：最近一次下單日期\n", + " - F (Frequency)：訂單總數\n", + " - M (Monetary)：消費總金額\n", + "\n", + " 回傳 DataFrame：\n", + " - 欄位：customer_id, customer_name, R, F, M\n", + " - 按 M 由大到小排序\n", + " - 只取前 5 筆\n", + "\n", + " 提示：groupby('customer_id').agg(...)\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " rfm = (\n", + " orders.groupby('customer_id')\n", + " .agg(\n", + " R=('order_date', 'max'),\n", + " F=('order_id', 'count'),\n", + " M=('amount', 'sum'),\n", + " )\n", + " .reset_index()\n", + " )\n", + " rfm_named = rfm.merge(\n", + " customers[['customer_id', 'customer_name']],\n", + " on='customer_id',\n", + " how='left',\n", + " )\n", + "\n", + " top5 = (\n", + " rfm_named\n", + " .sort_values('M', ascending=False)\n", + " .head(5)\n", + " .reset_index(drop=True)\n", + " [['customer_id', 'customer_name', 'R', 'F', 'M']]\n", + " )\n", + " return top5\n", + "red_rfm_top5(df)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c485fbc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/homework/m3_pandas_advanced.py b/homework/m3_pandas_advanced.py index 68410e8..beb15e0 100644 --- a/homework/m3_pandas_advanced.py +++ b/homework/m3_pandas_advanced.py @@ -10,6 +10,11 @@ - datasets/ecommerce/products.csv """ import pandas as pd +import numpy as np +DATA = '../datasets/ecommerce' +orders = pd.read_csv(f'{DATA}/orders_clean.csv', parse_dates=['order_date']) +customers = pd.read_csv(f'{DATA}/customers.csv') +products = pd.read_csv(f'{DATA}/products.csv') # ============================================================ @@ -24,19 +29,21 @@ def green_load_and_merge(): 提示：pd.merge(how='left') """ # TODO: 你的程式碼 - pass + oc = orders.merge(customers, on='customer_id', how='left') + ocp = oc.merge(products, on='product_id', how='left') + return ocp def green_row_count(df): """回傳 DataFrame 的列數 (int)""" # TODO: 你的程式碼 - pass + return len(df) def green_column_list(df): """回傳 DataFrame 的所有欄位名稱 (list)""" # TODO: 你的程式碼 - pass + return list(df) # ============================================================ @@ -50,7 +57,8 @@ def yellow_top_category(df): 提示：groupby('category')['amount'].sum() """ # TODO: 你的程式碼 - pass + category_rev = df.groupby('category')['amount'].sum().sort_values(ascending=False) + return category_rev.idxmax() def yellow_gold_vip_stats(df): @@ -60,7 +68,11 @@ def yellow_gold_vip_stats(df): 提示：df[df['vip_level'] == 'Gold'] """ # TODO: 你的程式碼 - pass + vip_rev = df.groupby('vip_level')['amount'].sum() + vip_pct = (vip_rev / vip_rev.sum() * 100).round(1) + vip_report = pd.DataFrame({'總金額': vip_rev, '佔比(%)': vip_pct}) + vip_report = vip_report.sort_values('總金額', ascending=False) + return vip_report def yellow_region_avg_amount(df): @@ -70,7 +82,13 @@ def yellow_region_avg_amount(df): 提示：groupby('region')['amount'].mean() """ # TODO: 你的程式碼 - pass + region_mean = ( + df.groupby('region')['amount'] + .mean() + .round(2) + .sort_values(ascending=False) + ) + return region_mean # ============================================================ @@ -94,4 +112,26 @@ def red_rfm_top5(df): 提示：groupby('customer_id').agg(...) """ # TODO: 你的程式碼 - pass + rfm = ( + orders.groupby('customer_id') + .agg( + R=('order_date', 'max'), + F=('order_id', 'count'), + M=('amount', 'sum'), + ) + .reset_index() + ) + rfm_named = rfm.merge( + customers[['customer_id', 'customer_name']], + on='customer_id', + how='left', + ) + + top5 = ( + rfm_named + .sort_values('M', ascending=False) + .head(5) + .reset_index(drop=True) + [['customer_id', 'customer_name', 'R', 'F', 'M']] + ) + return top5 diff --git a/homework/m4.ipynb b/homework/m4.ipynb new file mode 100644 index 0000000..616778e --- /dev/null +++ b/homework/m4.ipynb @@ -0,0 +1,577 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "59e4315f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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order_idcustomer_idproduct_idqtyorder_dateamountcustomer_nameregionsignup_datevip_levelproduct_namecategoryunit_pricestock_qty
05064202210264.02025-03-268600.0Victor LinNorth2023-02-27GoldDumbbell 5kgSports215051
15023202610215.02025-01-051355.0Zoe HuangSouth2023-05-16PlatinumThrow PillowHome271150
25123201310132.02025-09-113538.0Mia HuangNorth2023-07-17PlatinumCotton T-ShirtClothing1769174
35118200510281.02025-05-221618.0Emma LiuWest2023-05-18BronzeWater BottleSports1618186
45161201710193.02025-08-201846.0Quinn ChenEast2023-08-11SilverCoffee MugHome1846274
.............................................
1835094202610193.02025-02-135538.0Zoe HuangSouth2023-05-16PlatinumCoffee MugHome1846274
1845041201410015.02025-10-038135.0Nick HuangWest2023-09-28GoldWireless MouseElectronics162712
1855157200510265.02025-01-0210750.0Emma LiuWest2023-05-18BronzeDumbbell 5kgSports215051
1865134201510125.02025-06-039580.0Olivia HuangNorth2023-12-15BronzeClean CodeBooks191681
1875135201010074.02025-09-052436.0Jack LiuSouth2023-03-12PlatinumPython CookbookBooks609258
\n", + "

188 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " order_id customer_id product_id qty order_date amount customer_name \\\n", + "0 5064 2022 1026 4.0 2025-03-26 8600.0 Victor Lin \n", + "1 5023 2026 1021 5.0 2025-01-05 1355.0 Zoe Huang \n", + "2 5123 2013 1013 2.0 2025-09-11 3538.0 Mia Huang \n", + "3 5118 2005 1028 1.0 2025-05-22 1618.0 Emma Liu \n", + "4 5161 2017 1019 3.0 2025-08-20 1846.0 Quinn Chen \n", + ".. ... ... ... ... ... ... ... \n", + "183 5094 2026 1019 3.0 2025-02-13 5538.0 Zoe Huang \n", + "184 5041 2014 1001 5.0 2025-10-03 8135.0 Nick Huang \n", + "185 5157 2005 1026 5.0 2025-01-02 10750.0 Emma Liu \n", + "186 5134 2015 1012 5.0 2025-06-03 9580.0 Olivia Huang \n", + "187 5135 2010 1007 4.0 2025-09-05 2436.0 Jack Liu \n", + "\n", + " region signup_date vip_level product_name category unit_price \\\n", + "0 North 2023-02-27 Gold Dumbbell 5kg Sports 2150 \n", + "1 South 2023-05-16 Platinum Throw Pillow Home 271 \n", + "2 North 2023-07-17 Platinum Cotton T-Shirt Clothing 1769 \n", + "3 West 2023-05-18 Bronze Water Bottle Sports 1618 \n", + "4 East 2023-08-11 Silver Coffee Mug Home 1846 \n", + ".. ... ... ... ... ... ... \n", + "183 South 2023-05-16 Platinum Coffee Mug Home 1846 \n", + "184 West 2023-09-28 Gold Wireless Mouse Electronics 1627 \n", + "185 West 2023-05-18 Bronze Dumbbell 5kg Sports 2150 \n", + "186 North 2023-12-15 Bronze Clean Code Books 1916 \n", + "187 South 2023-03-12 Platinum Python Cookbook Books 609 \n", + "\n", + " stock_qty \n", + "0 51 \n", + "1 150 \n", + "2 174 \n", + "3 186 \n", + "4 274 \n", + ".. ... \n", + "183 274 \n", + "184 12 \n", + "185 51 \n", + "186 81 \n", + "187 258 \n", + "\n", + "[188 rows x 14 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "def _load_data():\n", + " \"\"\"輔助函式：讀取並解析日期\"\"\"\n", + " df = pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", + " parse_dates=[\"order_date\"])\n", + " return df\n", + "_load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "76d32610", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "order_date\n", + "1 3533.058824\n", + "2 4522.937500\n", + "3 3289.411765\n", + "4 4179.000000\n", + "5 2992.437500\n", + "6 3181.312500\n", + "7 3708.727273\n", + "8 2612.750000\n", + "9 5074.500000\n", + "10 4958.400000\n", + "11 3474.055556\n", + "12 3542.642857\n", + "Name: amount, dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "df = pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", + " parse_dates=[\"order_date\"])\n", + "\n", + "def green_avg_by_month():\n", + " \"\"\"\n", + " 計算每個月份 (1~12) 的平均訂單金額\n", + " 回傳 Series（index=月份 1~12, values=平均金額）\n", + " 提示：df['order_date'].dt.month\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " ts = df.groupby(df['order_date'].dt.month)\n", + "\n", + " monthly = ts['amount'].mean() \n", + " return monthly\n", + "green_avg_by_month()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5b0bb0b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "order_date\n", + "2025-01-02 3\n", + "2025-08-09 3\n", + "2025-08-25 3\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", + " parse_dates=[\"order_date\"])\n", + "ts = df.groupby(df['order_date'].dt.month)\n", + "def green_top3_dates():\n", + " \"\"\"\n", + " 找出訂單數最多的前 3 個日期\n", + " 回傳 Series（index=日期, values=訂單數, 由多到少排序）\n", + " 提示：value_counts().head(3)\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " top3 = df['order_date'].value_counts().head(3)\n", + " return top3\n", + "green_top3_dates()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6f361ef0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(Timestamp('2025-01-02 00:00:00'), Timestamp('2025-12-31 00:00:00'))\n" + ] + } + ], + "source": [ + "def green_date_range():\n", + " \"\"\"\n", + " 回傳資料的日期範圍 tuple: (最早日期, 最晚日期)\n", + " 格式為 pandas Timestamp\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " first_date = df['order_date'].min()\n", + " last_date = df['order_date'].max()\n", + " \n", + " # 回傳成 tuple 格式\n", + " return (first_date, last_date)\n", + "\n", + "# 測試呼叫\n", + "print(green_date_range())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "da21f203", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "order_date\n", + "2025-01-31 60062.0\n", + "2025-02-28 72367.0\n", + "2025-03-31 55920.0\n", + "2025-04-30 58506.0\n", + "2025-05-31 47879.0\n", + "2025-06-30 50901.0\n", + "2025-07-31 40796.0\n", + "2025-08-31 62706.0\n", + "2025-09-30 50745.0\n", + "2025-10-31 74376.0\n", + "2025-11-30 62533.0\n", + "2025-12-31 49597.0\n", + "Freq: ME, Name: amount, dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def yellow_monthly_revenue():\n", + " \"\"\"\n", + " 計算每月總營收\n", + " 回傳 Series（index=月底日期 period, values=總營收）\n", + " 提示：set_index('order_date').resample('ME')['amount'].sum()\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " monthly_rev = df.set_index('order_date').resample('ME')['amount'].sum()\n", + " return monthly_rev\n", + "yellow_monthly_revenue()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "95dbad6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "order_date\n", + "2025-01-31 NaN\n", + "2025-02-28 NaN\n", + "2025-03-31 62783.000000\n", + "2025-04-30 62264.333333\n", + "2025-05-31 54101.666667\n", + "2025-06-30 52428.666667\n", + "2025-07-31 46525.333333\n", + "2025-08-31 51467.666667\n", + "2025-09-30 51415.666667\n", + "2025-10-31 62609.000000\n", + "2025-11-30 62551.333333\n", + "2025-12-31 62168.666667\n", + "Freq: ME, Name: amount, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# def yellow_monthly_revenue():\n", + "# return df.set_index('order_date').resample('ME')['amount'].sum()\n", + "monthly_revenue = yellow_monthly_revenue()\n", + "\n", + "def yellow_rolling_avg(monthly_revenue):\n", + " \"\"\"\n", + " 計算 3 個月移動平均\n", + " 接收 yellow_monthly_revenue() 的結果作為輸入\n", + " 回傳 Series（同樣 index，values=移動平均，前 2 筆可為 NaN）\n", + " 提示：.rolling(window=3).mean()\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " # monthly_revenue = yellow_monthly_revenue(df)\n", + " mo3 = monthly_revenue.rolling(window=3).mean() \n", + " return mo3\n", + "yellow_rolling_avg(monthly_revenue)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "05ffbeb5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "category\n", + "Books 3832.5\n", + "Sports 3236.0\n", + "Clothing 3008.0\n", + "Electronics 1860.0\n", + "Home 1355.0\n", + "Name: amount, dtype: float64\n" + ] + } + ], + "source": [ + "def yellow_category_median(df):\n", + " \"\"\"\n", + " 計算每個商品類別 (category) 的訂單金額中位數，由高到低排序\n", + " 回傳 Series（index=category, values=中位數）\n", + " 提示：groupby + median + sort_values\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " result = (\n", + " df.groupby('category')['amount']\n", + " .median()\n", + " .sort_values(ascending=False)\n", + " )\n", + " \n", + " return result\n", + "print(yellow_category_median(df))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c485fbc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/homework/m4_timeseries.py b/homework/m4_timeseries.py index 047af6a..f0027b2 100644 --- a/homework/m4_timeseries.py +++ b/homework/m4_timeseries.py @@ -7,7 +7,7 @@ 資料路徑：datasets/ecommerce/orders_enriched.csv """ import pandas as pd - +import numpy as np def _load_data(): """輔助函式：讀取並解析日期""" @@ -27,7 +27,10 @@ def green_avg_by_month(): 提示：df['order_date'].dt.month """ # TODO: 你的程式碼 - pass + ts = df.groupby(df['order_date'].dt.month) + + monthly = ts['amount'].mean() + return monthly def green_top3_dates(): @@ -37,7 +40,8 @@ def green_top3_dates(): 提示：value_counts().head(3) """ # TODO: 你的程式碼 - pass + top3 = df['order_date'].value_counts().head(3) + return top3 def green_date_range(): @@ -46,7 +50,10 @@ def green_date_range(): 格式為 pandas Timestamp """ # TODO: 你的程式碼 - pass + first_date = df['order_date'].min() + last_date = df['order_date'].max() + + return (first_date, last_date) # ============================================================ @@ -60,7 +67,8 @@ def yellow_monthly_revenue(): 提示：set_index('order_date').resample('ME')['amount'].sum() """ # TODO: 你的程式碼 - pass + monthly_rev = df.set_index('order_date').resample('ME')['amount'].sum() + return monthly_rev def yellow_rolling_avg(monthly_revenue): @@ -71,7 +79,9 @@ def yellow_rolling_avg(monthly_revenue): 提示：.rolling(window=3).mean() """ # TODO: 你的程式碼 - pass + monthly_revenue = yellow_monthly_revenue() + mo3 = monthly_revenue.rolling(window=3).mean() + return mo3 def yellow_category_median(df): @@ -81,7 +91,13 @@ def yellow_category_median(df): 提示：groupby + median + sort_values """ # TODO: 你的程式碼 - pass + result = ( + df.groupby('category')['amount'] + .median() + .sort_values(ascending=False) + ) + + return result # ============================================================ @@ -101,4 +117,25 @@ def red_monthly_report(): 提示：resample + agg + pct_change """ # TODO: 你的程式碼 - pass + monthly_report = ( + df.set_index('order_date') + .resample('ME') + .agg( + order_count=('order_id', 'count'), # 當月訂單數 + revenue=('amount', 'sum'), # 當月總營收 + active_customers=('customer_id', 'nunique') # 當月不重複客戶數 + ) + ) + + # 3. 計算客單價 (AOV): 總營收 / 訂單數 + monthly_report['avg_order_value'] = ( + monthly_report['revenue'] / monthly_report['order_count'] + ) + + # 4. 計算月營收成長率: 使用 pct_change 算出與上月的變化 + # 乘上 100 轉換成百分比格式 + monthly_report['revenue_growth'] = ( + monthly_report['revenue'].pct_change() * 100 + ).round(2) + + return monthly_report diff --git a/homework/m5.ipynb b/homework/m5.ipynb new file mode 100644 index 0000000..70eb963 --- /dev/null +++ b/homework/m5.ipynb @@ -0,0 +1,294 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "59e4315f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\eiia1\\AppData\\Local\\Temp\\ipykernel_15224\\1402165543.py:33: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(data=df, x='category', ax=ax, palette='viridis')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Figure(1000x400)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "# matplotlib.use(\"Agg\") # 無 GUI 環境也能跑\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "def _load_data():\n", + " \"\"\"輔助函式：讀取資料\"\"\"\n", + " return pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", + " parse_dates=[\"order_date\"])\n", + "\n", + "\n", + "def green_bar_category():\n", + " \"\"\"\n", + " 畫出每個商品類別 (category) 的訂單數長條圖\n", + " 回傳 matplotlib Figure 物件\n", + " 提示：sns.countplot 或 value_counts().plot.bar()\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " df = _load_data()\n", + " # plt.rcParams['axes.unicode_minus'] = False\n", + " \n", + "\n", + " # df['month'] = df['order_date'].dt.to_period('M').astype(str)\n", + " # monthly = df.groupby('category')['amount'].sum().sort_values(ascending=False).reset_index()\n", + "\n", + " fig, ax = plt.subplots(figsize=(10, 4)) # 開空畫布\n", + " sns.set_theme(style='whitegrid')\n", + " # sns.barplot(data=df, x='category', y='amount', palette='viridis', hue='region', legend=False)\n", + " sns.countplot(data=df, x='category', ax=ax, palette='viridis')\n", + "\n", + " for i, v in enumerate(df['amount']):\n", + " plt.text(i, v, f'{v:,.0f}', ha='center', va='bottom', fontsize=10)\n", + "\n", + " return fig\n", + "fig_result = green_bar_category()\n", + "print(fig_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "76d32610", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "# matplotlib.use(\"Agg\") # 暫時關掉這行，除非你在繳交作業\n", + "\n", + "def green_bar_category():\n", + " df = _load_data()\n", + " fig, ax = plt.subplots(figsize=(10, 4))\n", + " sns.countplot(data=df, x='category', hue='category', ax=ax, palette='viridis', legend=False)\n", + " return fig\n", + "\n", + "# 執行並顯示\n", + "fig_result = green_bar_category()\n", + "fig_result # 這裡不要加 print()！" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14aa8316", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "def green_bar_category():\n", + " df = _load_data()\n", + " plt.figure(figsize=(8, 4))\n", + " fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False)\n", + " return fig\n", + "green_bar_category()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5b0bb0b2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "# matplotlib.use(\"Agg\") # 繳交作業時再開啟\n", + "\n", + "def green_hist_amount():\n", + " \"\"\"\n", + " 畫出訂單金額 (amount) 的分佈直方圖，分 20 個 bin\n", + " \"\"\"\n", + " df = _load_data()\n", + " # 建立畫布與座標軸\n", + " fig, ax = plt.subplots(figsize=(10, 4))\n", + " \n", + " # 畫出直方圖，指定 bins=20\n", + " sns.histplot(data=df, x='amount', bins=20, ax=ax, color='skyblue', kde=True)\n", + " \n", + " ax.set_title(\"Distribution of Order Amounts\")\n", + " return fig\n", + "\n", + "# 執行並顯示\n", + "fig_hist = green_hist_amount()\n", + "fig_hist # 這裡不要加 print()，直接輸入變數名即可看圖" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f361ef0", + "metadata": {}, + "outputs": [], + "source": [ + "def green_set_labels():\n", + " \"\"\"\n", + " 建立一個簡單的長條圖（內容不限），但必須設定：\n", + " - 圖標題 (title)\n", + " - X 軸標籤 (xlabel)\n", + " - Y 軸標籤 (ylabel)\n", + " 回傳 matplotlib Figure 物件\n", + " \"\"\"\n", + " # TODO: 你的程式碼\n", + " df = _load_data()\n", + " fig, ax = plt.subplots(figsize=(10, 4))\n", + " sns.countplot(data=df, x='category', hue='category', ax=ax, palette='viridis', legend=False)\n", + " ax.set_title(\"Distribution of Order Amounts\")\n", + " return fig\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da21f203", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95dbad6e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05ffbeb5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c485fbc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/homework/m5_visualization.py b/homework/m5_visualization.py index 7e7335d..056398b 100644 --- a/homework/m5_visualization.py +++ b/homework/m5_visualization.py @@ -29,8 +29,10 @@ def green_bar_category(): 提示：sns.countplot 或 value_counts().plot.bar() """ # TODO: 你的程式碼 - pass - + df = _load_data() + plt.figure(figsize=(8, 4)) + fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False) + return fig def green_hist_amount(): """ @@ -39,7 +41,15 @@ def green_hist_amount(): 提示：sns.histplot(bins=20) 或 plt.hist() """ # TODO: 你的程式碼 - pass + df = _load_data() + # 建立畫布與座標軸 + fig, ax = plt.subplots(figsize=(10, 4)) + + # 畫出直方圖，指定 bins=20 + sns.histplot(data=df, x='amount', bins=20, ax=ax, color='skyblue', kde=True) + + ax.set_title("Distribution of Order Amounts") + return fig def green_set_labels(): @@ -51,7 +61,13 @@ def green_set_labels(): 回傳 matplotlib Figure 物件 """ # TODO: 你的程式碼 - pass + df = _load_data() + plt.figure(figsize=(8, 4)) + fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False) + plt.title('This is title', fontweight='bold') + plt.xlabel('This is xlabel') + plt.ylabel('This is ylabel') + return fig # ============================================================ From 6bf0a90d450871542c77c7dc99c2e54b7ca7b786 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Sun, 3 May 2026 11:30:20 +0800 Subject: [PATCH 02/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1.ipynb | 236 ---------------- homework/m2.ipynb | 147 ---------- homework/m3.ipynb | 688 ---------------------------------------------- homework/m4.ipynb | 577 -------------------------------------- homework/m5.ipynb | 294 -------------------- 5 files changed, 1942 deletions(-) delete mode 100644 homework/m1.ipynb delete mode 100644 homework/m2.ipynb delete mode 100644 homework/m3.ipynb delete mode 100644 homework/m4.ipynb delete mode 100644 homework/m5.ipynb diff --git a/homework/m1.ipynb b/homework/m1.ipynb deleted file mode 100644 index e3d595a..0000000 --- a/homework/m1.ipynb +++ /dev/null @@ -1,236 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "id": "59e4315f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "30.0" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "def green_mean():\n", - " \"\"\"建立 [10, 20, 30, 40, 50]，回傳所有元素的平均值 (float)\"\"\"\n", - " # TODO: 你的程式碼\n", - " arr = np.array([10, 20, 30, 40, 50])\n", - " \n", - " return float(np.mean(arr))\n", - "green_mean()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "76d32610", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 20, 40, 60, 80, 100])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def green_double():\n", - " \"\"\"建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray\"\"\"\n", - " # TODO: 你的程式碼\n", - " arr = np.array([10, 20, 30, 40, 50])\n", - " return (arr * 2)\n", - "green_double()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "6f361ef0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([30, 40, 50])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def green_filter():\n", - " \"\"\"建立 [10, 20, 30, 40, 50]，回傳大於 25 的元素 (ndarray)\"\"\"\n", - " # TODO: 你的程式碼\n", - " arr = np.array([10, 20, 30, 40, 50])\n", - " return (arr[arr > 25])\n", - "green_filter()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "da21f203", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'單價大於1000的商品共有 = 16 件'" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "DATA = '../datasets/ecommerce/products.csv'\n", - "prices = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=3) # unit_price\n", - "stocks = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=4) # stock_qty\n", - "\n", - "def yellow_expensive_count(prices):\n", - " \"\"\"回傳單價 > 1000 的商品數量 (int)\"\"\"\n", - " # TODO: 你的程式碼\n", - " prices_1000 = prices[prices > 1000]\n", - " return (f'單價大於1000的商品共有 = {prices_1000.shape[0]} 件')\n", - "yellow_expensive_count(prices)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "95dbad6e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'庫存最多 = [10 0 17] '" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def yellow_top3_stock_indices(stocks):\n", - " \"\"\"\n", - " 回傳庫存最多的前 3 個商品的索引位置 (ndarray, 由大到小排)\n", - " 提示：np.argsort\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " stocks_3 = np.argsort(stocks)\n", - " return (f'庫存最多 = {stocks_3[0:3]} ')\n", - "yellow_top3_stock_indices(stocks)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "05ffbeb5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "np.float64(1203000.0)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def yellow_restock_cost(prices, stocks):\n", - " \"\"\"\n", - " 單價 < 500 的商品，每種各進貨 50 個，回傳總花費 (float/int)\n", - " 提示：布林遮罩 + .sum()\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " prices_500 = prices[prices < 500]*500\n", - " return (prices_500.sum())\n", - "yellow_restock_cost(prices, stocks)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "4c485fbc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1627. , 1312.5, 558. , 1202.6, 203. , 141.3, 426.3, 1075.9,\n", - " 392.7, 766.5, 1506. , 1724.4, 1238.3, 526.4, 1677.2, 228.9,\n", - " 219.8, 1386.9, 1292.2, 267.4, 189.7, 1460.9, 1329.3, 133.7,\n", - " 1755.9, 1935. , 700. , 1132.6, 331.8, 410.9])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def red_double11_prices(prices, stocks):\n", - " \"\"\"\n", - " 雙 11 定價規則（向量化實作）：\n", - " - 庫存 >= 100：打 7 折\n", - " - 庫存 20~99：打 9 折\n", - " - 庫存 < 20：原價\n", - " \"\"\"\n", - " # 確保輸入是 ndarray\n", - " prices = np.array(prices)\n", - " stocks = np.array(stocks)\n", - " \n", - " # 使用巢狀 np.where： np.where(條件, 若真則..., 若假則...)\n", - " new_prices = np.where(\n", - " stocks >= 100, \n", - " prices * 0.7, \n", - " np.where(stocks >= 20, prices * 0.9, prices)\n", - " )\n", - " \n", - " return new_prices\n", - "red_double11_prices(prices, stocks)" - ] - } - ], - "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": "3.12.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/homework/m2.ipynb b/homework/m2.ipynb deleted file mode 100644 index 8884934..0000000 --- a/homework/m2.ipynb +++ /dev/null @@ -1,147 +0,0 @@ -{ - 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] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "95dbad6e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'庫存最多 = [10 0 17] '" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "05ffbeb5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "np.float64(1203000.0)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4c485fbc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - 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order_idcustomer_idproduct_idqtyorder_dateamountcustomer_nameregionsignup_datevip_levelproduct_namecategoryunit_pricestock_qty
05064202210264.02025-03-268600.0Victor LinNorth2023-02-27GoldDumbbell 5kgSports215051
15023202610215.02025-01-051355.0Zoe HuangSouth2023-05-16PlatinumThrow PillowHome271150
25123201310132.02025-09-113538.0Mia HuangNorth2023-07-17PlatinumCotton T-ShirtClothing1769174
35118200510281.02025-05-221618.0Emma LiuWest2023-05-18BronzeWater BottleSports1618186
45161201710193.02025-08-201846.0Quinn ChenEast2023-08-11SilverCoffee MugHome1846274
.............................................
1835094202610193.02025-02-135538.0Zoe HuangSouth2023-05-16PlatinumCoffee MugHome1846274
1845041201410015.02025-10-038135.0Nick HuangWest2023-09-28GoldWireless MouseElectronics162712
1855157200510265.02025-01-0210750.0Emma LiuWest2023-05-18BronzeDumbbell 5kgSports215051
1865134201510125.02025-06-039580.0Olivia HuangNorth2023-12-15BronzeClean CodeBooks191681
1875135201010074.02025-09-052436.0Jack LiuSouth2023-03-12PlatinumPython CookbookBooks609258
\n", - "

188 rows × 14 columns

\n", - "
" - ], - "text/plain": [ - " order_id customer_id product_id qty order_date amount customer_name \\\n", - "0 5064 2022 1026 4.0 2025-03-26 8600.0 Victor Lin \n", - "1 5023 2026 1021 5.0 2025-01-05 1355.0 Zoe Huang \n", - "2 5123 2013 1013 2.0 2025-09-11 3538.0 Mia Huang \n", - "3 5118 2005 1028 1.0 2025-05-22 1618.0 Emma Liu \n", - "4 5161 2017 1019 3.0 2025-08-20 1846.0 Quinn Chen \n", - ".. ... ... ... ... ... ... ... \n", - "183 5094 2026 1019 3.0 2025-02-13 5538.0 Zoe Huang \n", - "184 5041 2014 1001 5.0 2025-10-03 8135.0 Nick Huang \n", - "185 5157 2005 1026 5.0 2025-01-02 10750.0 Emma Liu \n", - "186 5134 2015 1012 5.0 2025-06-03 9580.0 Olivia Huang \n", - "187 5135 2010 1007 4.0 2025-09-05 2436.0 Jack Liu \n", - "\n", - " region signup_date vip_level product_name category unit_price \\\n", - "0 North 2023-02-27 Gold Dumbbell 5kg Sports 2150 \n", - "1 South 2023-05-16 Platinum Throw Pillow Home 271 \n", - "2 North 2023-07-17 Platinum Cotton T-Shirt Clothing 1769 \n", - "3 West 2023-05-18 Bronze Water Bottle Sports 1618 \n", - "4 East 2023-08-11 Silver Coffee Mug Home 1846 \n", - ".. ... ... ... ... ... ... \n", - "183 South 2023-05-16 Platinum Coffee Mug Home 1846 \n", - "184 West 2023-09-28 Gold Wireless Mouse Electronics 1627 \n", - "185 West 2023-05-18 Bronze Dumbbell 5kg Sports 2150 \n", - "186 North 2023-12-15 Bronze Clean Code Books 1916 \n", - "187 South 2023-03-12 Platinum Python Cookbook Books 609 \n", - "\n", - " stock_qty \n", - "0 51 \n", - "1 150 \n", - "2 174 \n", - "3 186 \n", - "4 274 \n", - ".. ... \n", - "183 274 \n", - "184 12 \n", - "185 51 \n", - "186 81 \n", - "187 258 \n", - "\n", - "[188 rows x 14 columns]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "DATA = '../datasets/ecommerce'\n", - "orders = pd.read_csv(f'{DATA}/orders_clean.csv', parse_dates=['order_date'])\n", - "customers = pd.read_csv(f'{DATA}/customers.csv')\n", - "products = pd.read_csv(f'{DATA}/products.csv')\n", - "\n", - "def green_load_and_merge():\n", - " \"\"\"\n", - " 讀取三張表，合併成一張完整的 DataFrame 並回傳\n", - " - orders_clean.csv LEFT JOIN customers.csv ON customer_id\n", - " - 再 LEFT JOIN products.csv ON product_id\n", - " 提示：pd.merge(how='left')\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " oc = orders.merge(customers, on='customer_id', how='left')\n", - " ocp = oc.merge(products, on='product_id', how='left')\n", - " return ocp\n", - "green_load_and_merge()\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "76d32610", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[188, 14]\n", - "['order_id', 'customer_id', 'product_id', 'qty', 'order_date', 'amount', 'customer_name', 'region', 'signup_date', 'vip_level', 'product_name', 'category', 'unit_price', 'stock_qty']\n" - ] - } - ], - "source": [ - "oc = orders.merge(customers, on='customer_id', how='left')\n", - "ocp = oc.merge(products, on='product_id', how='left')\n", - "df = ocp\n", - "def green_row_count(df):\n", - " \"\"\"回傳 DataFrame 的列數 (int)\"\"\"\n", - " # TODO: 你的程式碼\n", - " return list(ocp)\n", - "# green_row_count(df)\n", - "print(list(df.shape))\n", - "print(list(df))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "6f361ef0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "category\n", - "Books 182244.0\n", - "Sports 176315.0\n", - "Clothing 133841.0\n", - "Electronics 100235.0\n", - "Home 93753.0\n", - "Name: amount, dtype: float64" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "oc = orders.merge(customers, on='customer_id', how='left')\n", - "ocp = oc.merge(products, on='product_id', how='left')\n", - "df = ocp\n", - "\n", - "def yellow_top_category(df):\n", - " \"\"\"\n", - " 哪個商品類別 (category) 的總營收最高？\n", - " 回傳該類別名稱 (str)\n", - " 提示：groupby('category')['amount'].sum()\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " category_rev = df.groupby('category')['amount'].sum().sort_values(ascending=False)\n", - " return category_rev\n", - "\n", - "yellow_top_category(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "da21f203", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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總金額佔比(%)
vip_level
Gold285982.041.7
Platinum171654.025.0
Bronze151339.022.0
Silver77413.011.3
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" - ], - "text/plain": [ - " 總金額 佔比(%)\n", - "vip_level \n", - "Gold 285982.0 41.7\n", - "Platinum 171654.0 25.0\n", - "Bronze 151339.0 22.0\n", - "Silver 77413.0 11.3" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "oc = orders.merge(customers, on='customer_id', how='left')\n", - "ocp = oc.merge(products, on='product_id', how='left')\n", - "df = ocp\n", - "\n", - "def yellow_gold_vip_stats(df):\n", - " \"\"\"\n", - " Gold VIP 客戶總共下了幾張訂單？總金額多少？\n", - " 回傳 tuple: (訂單數 int, 總金額 float)\n", - " 提示：df[df['vip_level'] == 'Gold']\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " vip_rev = df.groupby('vip_level')['amount'].sum()\n", - " vip_pct = (vip_rev / vip_rev.sum() * 100).round(1)\n", - " vip_report = pd.DataFrame({'總金額': vip_rev, '佔比(%)': vip_pct})\n", - " vip_report = vip_report.sort_values('總金額', ascending=False)\n", - " return vip_report\n", - "\n", - "yellow_gold_vip_stats(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "95dbad6e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "region\n", - "South 3786.15\n", - "North 3738.04\n", - "West 3340.85\n", - "East 3318.00\n", - "Name: amount, dtype: float64" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "oc = orders.merge(customers, on='customer_id', how='left')\n", - "ocp = oc.merge(products, on='product_id', how='left')\n", - "df = ocp\n", - "def yellow_region_avg_amount(df):\n", - " \"\"\"\n", - " 計算每個地區 (region) 的平均訂單金額\n", - " 回傳 Series（index=region, values=平均金額）\n", - " 提示：groupby('region')['amount'].mean()\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " region_mean = (\n", - " df.groupby('region')['amount']\n", - " .mean()\n", - " .round(2)\n", - " .sort_values(ascending=False)\n", - " )\n", - " return region_mean\n", - "yellow_region_avg_amount(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "05ffbeb5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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customer_idcustomer_nameRFM
02015Olivia Huang2025-12-231256165.0
12022Victor Lin2025-11-271351242.0
22025Yuki Chen2025-11-271246739.0
32018Rachel Lin2025-12-261243486.0
42021Uma Wang2025-12-31940346.0
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" - ], - "text/plain": [ - " customer_id customer_name R F M\n", - "0 2015 Olivia Huang 2025-12-23 12 56165.0\n", - "1 2022 Victor Lin 2025-11-27 13 51242.0\n", - "2 2025 Yuki Chen 2025-11-27 12 46739.0\n", - "3 2018 Rachel Lin 2025-12-26 12 43486.0\n", - "4 2021 Uma Wang 2025-12-31 9 40346.0" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "oc = orders.merge(customers, on='customer_id', how='left')\n", - "ocp = oc.merge(products, on='product_id', how='left')\n", - "df = ocp\n", - "def red_rfm_top5(df):\n", - " \"\"\"\n", - " RFM 分析：找出最有價值的前 5 位客戶\n", - "\n", - " 計算每位客戶的：\n", - " - R (Recency)：最近一次下單日期\n", - " - F (Frequency)：訂單總數\n", - " - M (Monetary)：消費總金額\n", - "\n", - " 回傳 DataFrame：\n", - " - 欄位：customer_id, customer_name, R, F, M\n", - " - 按 M 由大到小排序\n", - " - 只取前 5 筆\n", - "\n", - " 提示：groupby('customer_id').agg(...)\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " rfm = (\n", - " orders.groupby('customer_id')\n", - " .agg(\n", - " R=('order_date', 'max'),\n", - " F=('order_id', 'count'),\n", - " M=('amount', 'sum'),\n", - " )\n", - " .reset_index()\n", - " )\n", - " rfm_named = rfm.merge(\n", - " customers[['customer_id', 'customer_name']],\n", - " on='customer_id',\n", - " how='left',\n", - " )\n", - "\n", - " top5 = (\n", - " rfm_named\n", - " .sort_values('M', ascending=False)\n", - " .head(5)\n", - " .reset_index(drop=True)\n", - " [['customer_id', 'customer_name', 'R', 'F', 'M']]\n", - " )\n", - " return top5\n", - "red_rfm_top5(df)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4c485fbc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.12.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/homework/m4.ipynb b/homework/m4.ipynb deleted file mode 100644 index 616778e..0000000 --- a/homework/m4.ipynb +++ /dev/null @@ -1,577 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "id": "59e4315f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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order_idcustomer_idproduct_idqtyorder_dateamountcustomer_nameregionsignup_datevip_levelproduct_namecategoryunit_pricestock_qty
05064202210264.02025-03-268600.0Victor LinNorth2023-02-27GoldDumbbell 5kgSports215051
15023202610215.02025-01-051355.0Zoe HuangSouth2023-05-16PlatinumThrow PillowHome271150
25123201310132.02025-09-113538.0Mia HuangNorth2023-07-17PlatinumCotton T-ShirtClothing1769174
35118200510281.02025-05-221618.0Emma LiuWest2023-05-18BronzeWater BottleSports1618186
45161201710193.02025-08-201846.0Quinn ChenEast2023-08-11SilverCoffee MugHome1846274
.............................................
1835094202610193.02025-02-135538.0Zoe HuangSouth2023-05-16PlatinumCoffee MugHome1846274
1845041201410015.02025-10-038135.0Nick HuangWest2023-09-28GoldWireless MouseElectronics162712
1855157200510265.02025-01-0210750.0Emma LiuWest2023-05-18BronzeDumbbell 5kgSports215051
1865134201510125.02025-06-039580.0Olivia HuangNorth2023-12-15BronzeClean CodeBooks191681
1875135201010074.02025-09-052436.0Jack LiuSouth2023-03-12PlatinumPython CookbookBooks609258
\n", - "

188 rows × 14 columns

\n", - "
" - ], - "text/plain": [ - " order_id customer_id product_id qty order_date amount customer_name \\\n", - "0 5064 2022 1026 4.0 2025-03-26 8600.0 Victor Lin \n", - "1 5023 2026 1021 5.0 2025-01-05 1355.0 Zoe Huang \n", - "2 5123 2013 1013 2.0 2025-09-11 3538.0 Mia Huang \n", - "3 5118 2005 1028 1.0 2025-05-22 1618.0 Emma Liu \n", - "4 5161 2017 1019 3.0 2025-08-20 1846.0 Quinn Chen \n", - ".. ... ... ... ... ... ... ... \n", - "183 5094 2026 1019 3.0 2025-02-13 5538.0 Zoe Huang \n", - "184 5041 2014 1001 5.0 2025-10-03 8135.0 Nick Huang \n", - "185 5157 2005 1026 5.0 2025-01-02 10750.0 Emma Liu \n", - "186 5134 2015 1012 5.0 2025-06-03 9580.0 Olivia Huang \n", - "187 5135 2010 1007 4.0 2025-09-05 2436.0 Jack Liu \n", - "\n", - " region signup_date vip_level product_name category unit_price \\\n", - "0 North 2023-02-27 Gold Dumbbell 5kg Sports 2150 \n", - "1 South 2023-05-16 Platinum Throw Pillow Home 271 \n", - "2 North 2023-07-17 Platinum Cotton T-Shirt Clothing 1769 \n", - "3 West 2023-05-18 Bronze Water Bottle Sports 1618 \n", - "4 East 2023-08-11 Silver Coffee Mug Home 1846 \n", - ".. ... ... ... ... ... ... \n", - "183 South 2023-05-16 Platinum Coffee Mug Home 1846 \n", - "184 West 2023-09-28 Gold Wireless Mouse Electronics 1627 \n", - "185 West 2023-05-18 Bronze Dumbbell 5kg Sports 2150 \n", - "186 North 2023-12-15 Bronze Clean Code Books 1916 \n", - "187 South 2023-03-12 Platinum Python Cookbook Books 609 \n", - "\n", - " stock_qty \n", - "0 51 \n", - "1 150 \n", - "2 174 \n", - "3 186 \n", - "4 274 \n", - ".. ... \n", - "183 274 \n", - "184 12 \n", - "185 51 \n", - "186 81 \n", - "187 258 \n", - "\n", - "[188 rows x 14 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "def _load_data():\n", - " \"\"\"輔助函式：讀取並解析日期\"\"\"\n", - " df = pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", - " parse_dates=[\"order_date\"])\n", - " return df\n", - "_load_data()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "76d32610", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "order_date\n", - "1 3533.058824\n", - "2 4522.937500\n", - "3 3289.411765\n", - "4 4179.000000\n", - "5 2992.437500\n", - "6 3181.312500\n", - "7 3708.727273\n", - "8 2612.750000\n", - "9 5074.500000\n", - "10 4958.400000\n", - "11 3474.055556\n", - "12 3542.642857\n", - "Name: amount, dtype: float64" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "df = pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", - " parse_dates=[\"order_date\"])\n", - "\n", - "def green_avg_by_month():\n", - " \"\"\"\n", - " 計算每個月份 (1~12) 的平均訂單金額\n", - " 回傳 Series（index=月份 1~12, values=平均金額）\n", - " 提示：df['order_date'].dt.month\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " ts = df.groupby(df['order_date'].dt.month)\n", - "\n", - " monthly = ts['amount'].mean() \n", - " return monthly\n", - "green_avg_by_month()\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "5b0bb0b2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "order_date\n", - "2025-01-02 3\n", - "2025-08-09 3\n", - "2025-08-25 3\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", - " parse_dates=[\"order_date\"])\n", - "ts = df.groupby(df['order_date'].dt.month)\n", - "def green_top3_dates():\n", - " \"\"\"\n", - " 找出訂單數最多的前 3 個日期\n", - " 回傳 Series（index=日期, values=訂單數, 由多到少排序）\n", - " 提示：value_counts().head(3)\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " top3 = df['order_date'].value_counts().head(3)\n", - " return top3\n", - "green_top3_dates()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "6f361ef0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(Timestamp('2025-01-02 00:00:00'), Timestamp('2025-12-31 00:00:00'))\n" - ] - } - ], - "source": [ - "def green_date_range():\n", - " \"\"\"\n", - " 回傳資料的日期範圍 tuple: (最早日期, 最晚日期)\n", - " 格式為 pandas Timestamp\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " first_date = df['order_date'].min()\n", - " last_date = df['order_date'].max()\n", - " \n", - " # 回傳成 tuple 格式\n", - " return (first_date, last_date)\n", - "\n", - "# 測試呼叫\n", - "print(green_date_range())" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "da21f203", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "order_date\n", - "2025-01-31 60062.0\n", - "2025-02-28 72367.0\n", - "2025-03-31 55920.0\n", - "2025-04-30 58506.0\n", - "2025-05-31 47879.0\n", - "2025-06-30 50901.0\n", - "2025-07-31 40796.0\n", - "2025-08-31 62706.0\n", - "2025-09-30 50745.0\n", - "2025-10-31 74376.0\n", - "2025-11-30 62533.0\n", - "2025-12-31 49597.0\n", - "Freq: ME, Name: amount, dtype: float64" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def yellow_monthly_revenue():\n", - " \"\"\"\n", - " 計算每月總營收\n", - " 回傳 Series（index=月底日期 period, values=總營收）\n", - " 提示：set_index('order_date').resample('ME')['amount'].sum()\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " monthly_rev = df.set_index('order_date').resample('ME')['amount'].sum()\n", - " return monthly_rev\n", - "yellow_monthly_revenue()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "95dbad6e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "order_date\n", - "2025-01-31 NaN\n", - "2025-02-28 NaN\n", - "2025-03-31 62783.000000\n", - "2025-04-30 62264.333333\n", - "2025-05-31 54101.666667\n", - "2025-06-30 52428.666667\n", - "2025-07-31 46525.333333\n", - "2025-08-31 51467.666667\n", - "2025-09-30 51415.666667\n", - "2025-10-31 62609.000000\n", - "2025-11-30 62551.333333\n", - "2025-12-31 62168.666667\n", - "Freq: ME, Name: amount, dtype: float64" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# def yellow_monthly_revenue():\n", - "# return df.set_index('order_date').resample('ME')['amount'].sum()\n", - "monthly_revenue = yellow_monthly_revenue()\n", - "\n", - "def yellow_rolling_avg(monthly_revenue):\n", - " \"\"\"\n", - " 計算 3 個月移動平均\n", - " 接收 yellow_monthly_revenue() 的結果作為輸入\n", - " 回傳 Series（同樣 index，values=移動平均，前 2 筆可為 NaN）\n", - " 提示：.rolling(window=3).mean()\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " # monthly_revenue = yellow_monthly_revenue(df)\n", - " mo3 = monthly_revenue.rolling(window=3).mean() \n", - " return mo3\n", - "yellow_rolling_avg(monthly_revenue)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "05ffbeb5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "category\n", - "Books 3832.5\n", - "Sports 3236.0\n", - "Clothing 3008.0\n", - "Electronics 1860.0\n", - "Home 1355.0\n", - "Name: amount, dtype: float64\n" - ] - } - ], - "source": [ - "def yellow_category_median(df):\n", - " \"\"\"\n", - " 計算每個商品類別 (category) 的訂單金額中位數，由高到低排序\n", - " 回傳 Series（index=category, values=中位數）\n", - " 提示：groupby + median + sort_values\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " result = (\n", - " df.groupby('category')['amount']\n", - " .median()\n", - " .sort_values(ascending=False)\n", - " )\n", - " \n", - " return result\n", - "print(yellow_category_median(df))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4c485fbc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.12.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/homework/m5.ipynb b/homework/m5.ipynb deleted file mode 100644 index 70eb963..0000000 --- a/homework/m5.ipynb +++ /dev/null @@ -1,294 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "59e4315f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\eiia1\\AppData\\Local\\Temp\\ipykernel_15224\\1402165543.py:33: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.countplot(data=df, x='category', ax=ax, palette='viridis')\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Figure(1000x400)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib\n", - "# matplotlib.use(\"Agg\") # 無 GUI 環境也能跑\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "%matplotlib inline\n", - "\n", - "def _load_data():\n", - " \"\"\"輔助函式：讀取資料\"\"\"\n", - " return pd.read_csv(\"../datasets/ecommerce/orders_enriched.csv\",\n", - " parse_dates=[\"order_date\"])\n", - "\n", - "\n", - "def green_bar_category():\n", - " \"\"\"\n", - " 畫出每個商品類別 (category) 的訂單數長條圖\n", - " 回傳 matplotlib Figure 物件\n", - " 提示：sns.countplot 或 value_counts().plot.bar()\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " df = _load_data()\n", - " # plt.rcParams['axes.unicode_minus'] = False\n", - " \n", - "\n", - " # df['month'] = df['order_date'].dt.to_period('M').astype(str)\n", - " # monthly = df.groupby('category')['amount'].sum().sort_values(ascending=False).reset_index()\n", - "\n", - " fig, ax = plt.subplots(figsize=(10, 4)) # 開空畫布\n", - " sns.set_theme(style='whitegrid')\n", - " # sns.barplot(data=df, x='category', y='amount', palette='viridis', hue='region', legend=False)\n", - " sns.countplot(data=df, x='category', ax=ax, palette='viridis')\n", - "\n", - " for i, v in enumerate(df['amount']):\n", - " plt.text(i, v, f'{v:,.0f}', ha='center', va='bottom', fontsize=10)\n", - "\n", - " return fig\n", - "fig_result = green_bar_category()\n", - "print(fig_result)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "76d32610", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "# matplotlib.use(\"Agg\") # 暫時關掉這行，除非你在繳交作業\n", - "\n", - "def green_bar_category():\n", - " df = _load_data()\n", - " fig, ax = plt.subplots(figsize=(10, 4))\n", - " sns.countplot(data=df, x='category', hue='category', ax=ax, palette='viridis', legend=False)\n", - " return fig\n", - "\n", - "# 執行並顯示\n", - "fig_result = green_bar_category()\n", - "fig_result # 這裡不要加 print()！" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "14aa8316", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "\n", - "def green_bar_category():\n", - " df = _load_data()\n", - " plt.figure(figsize=(8, 4))\n", - " fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False)\n", - " return fig\n", - "green_bar_category()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "5b0bb0b2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "# matplotlib.use(\"Agg\") # 繳交作業時再開啟\n", - "\n", - "def green_hist_amount():\n", - " \"\"\"\n", - " 畫出訂單金額 (amount) 的分佈直方圖，分 20 個 bin\n", - " \"\"\"\n", - " df = _load_data()\n", - " # 建立畫布與座標軸\n", - " fig, ax = plt.subplots(figsize=(10, 4))\n", - " \n", - " # 畫出直方圖，指定 bins=20\n", - " sns.histplot(data=df, x='amount', bins=20, ax=ax, color='skyblue', kde=True)\n", - " \n", - " ax.set_title(\"Distribution of Order Amounts\")\n", - " return fig\n", - "\n", - "# 執行並顯示\n", - "fig_hist = green_hist_amount()\n", - "fig_hist # 這裡不要加 print()，直接輸入變數名即可看圖" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6f361ef0", - "metadata": {}, - "outputs": [], - "source": [ - "def green_set_labels():\n", - " \"\"\"\n", - " 建立一個簡單的長條圖（內容不限），但必須設定：\n", - " - 圖標題 (title)\n", - " - X 軸標籤 (xlabel)\n", - " - Y 軸標籤 (ylabel)\n", - " 回傳 matplotlib Figure 物件\n", - " \"\"\"\n", - " # TODO: 你的程式碼\n", - " df = _load_data()\n", - " fig, ax = plt.subplots(figsize=(10, 4))\n", - " sns.countplot(data=df, x='category', hue='category', ax=ax, palette='viridis', legend=False)\n", - " ax.set_title(\"Distribution of Order Amounts\")\n", - " return fig\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "da21f203", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "95dbad6e", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "05ffbeb5", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4c485fbc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.12.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From baea68d1ed20e0635d6bd419db14f9d46c525918 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Tue, 5 May 2026 21:25:11 +0800 Subject: [PATCH 03/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1_numpy.py | 9 +++-- homework/m2_pandas_cleaning.py | 1 + homework/m3_pandas_advanced.py | 10 +++--- homework/m4_timeseries.py | 5 ++- homework/m5_visualization.py | 60 ++++++++++++++++++++++++++++++---- homework/m6_plotly_capstone.py | 17 +++++++--- 6 files changed, 78 insertions(+), 24 deletions(-) diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index 1d56648..b1c10b4 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -19,9 +19,8 @@ def green_mean(): """建立 [10, 20, 30, 40, 50]，回傳所有元素的平均值 (float)""" # TODO: 你的程式碼 - def green_mean(): - arr = np.array([10, 20, 30, 40, 50]) - return float(np.mean(arr)) + arr = np.array([10, 20, 30, 40, 50]) + return float(np.mean(arr)) def green_double(): @@ -62,7 +61,7 @@ def yellow_top3_stock_indices(stocks): """ # TODO: 你的程式碼 stocks_3 = np.argsort(stocks) - return (stocks_3[0:3]) + return (stocks_3[::-1][:3]) def yellow_restock_cost(prices, stocks): @@ -71,7 +70,7 @@ def yellow_restock_cost(prices, stocks): 提示：布林遮罩 + .sum() """ # TODO: 你的程式碼 - prices_500 = prices[prices < 500]*500 + prices_500 = prices[prices < 500]*50 return (prices_500.sum()) diff --git a/homework/m2_pandas_cleaning.py b/homework/m2_pandas_cleaning.py index d5a6f2d..1472a3c 100644 --- a/homework/m2_pandas_cleaning.py +++ b/homework/m2_pandas_cleaning.py @@ -55,6 +55,7 @@ def yellow_clean_columns(df): 提示：df.columns.str.strip().str.lower() """ # TODO: 你的程式碼 + df_new = df.copy() df_new.columns = df_new.columns.str.strip().str.lower() return df_new diff --git a/homework/m3_pandas_advanced.py b/homework/m3_pandas_advanced.py index beb15e0..c8aa004 100644 --- a/homework/m3_pandas_advanced.py +++ b/homework/m3_pandas_advanced.py @@ -68,11 +68,11 @@ def yellow_gold_vip_stats(df): 提示：df[df['vip_level'] == 'Gold'] """ # TODO: 你的程式碼 - vip_rev = df.groupby('vip_level')['amount'].sum() - vip_pct = (vip_rev / vip_rev.sum() * 100).round(1) - vip_report = pd.DataFrame({'總金額': vip_rev, '佔比(%)': vip_pct}) - vip_report = vip_report.sort_values('總金額', ascending=False) - return vip_report + gold_df = df[df['vip_level'] == 'Gold'] + order_count = int(len(gold_df)) + total_amount = float(gold_df['amount'].sum()) + + return (order_count, total_amount) def yellow_region_avg_amount(df): diff --git a/homework/m4_timeseries.py b/homework/m4_timeseries.py index f0027b2..e216969 100644 --- a/homework/m4_timeseries.py +++ b/homework/m4_timeseries.py @@ -27,10 +27,9 @@ def green_avg_by_month(): 提示：df['order_date'].dt.month """ # TODO: 你的程式碼 + df = _load_data() # 必須先讀取資料，否則會報錯 ts = df.groupby(df['order_date'].dt.month) - - monthly = ts['amount'].mean() - return monthly + return ts['amount'].mean() def green_top3_dates(): diff --git a/homework/m5_visualization.py b/homework/m5_visualization.py index 056398b..00ccfbc 100644 --- a/homework/m5_visualization.py +++ b/homework/m5_visualization.py @@ -30,8 +30,10 @@ def green_bar_category(): """ # TODO: 你的程式碼 df = _load_data() - plt.figure(figsize=(8, 4)) - fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False) + fig, ax = plt.subplots(figsize=(8, 4)) + # 計算訂單數最準確的方式是 countplot + sns.countplot(data=df, x='category', palette='viridis', ax=ax) + ax.set_title("Order Count by Category") return fig def green_hist_amount(): @@ -84,7 +86,16 @@ def yellow_line_region_trend(): 提示：分別 groupby 再 plot，或用 sns.lineplot(hue='region') """ # TODO: 你的程式碼 - pass + df = _load_data() + df['month'] = df['order_date'].dt.to_period('M').astype(str) + trend = df.groupby(['month', 'region'])['amount'].sum().reset_index() + + trend = trend[trend['region'].isin(['North', 'South'])] + + fig, ax = plt.subplots(figsize=(10, 5)) + sns.lineplot(data=trend, x='month', y='amount', hue='region', marker='o', ax=ax) + plt.xticks(rotation=45) + return fig def yellow_box_vip(): @@ -94,7 +105,10 @@ def yellow_box_vip(): 提示：sns.boxplot(x='vip_level', y='amount', data=df) """ # TODO: 你的程式碼 - pass + df = _load_data() + fig, ax = plt.subplots(figsize=(8, 5)) + sns.boxplot(data=df, x='vip_level', y='amount', palette='Set2', ax=ax) + return fig def yellow_scatter_price_amount(): @@ -104,8 +118,14 @@ def yellow_scatter_price_amount(): 提示：plt.scatter() 或 sns.scatterplot() """ # TODO: 你的程式碼 - pass - + df = _load_data() + fig, ax = plt.subplots(figsize=(8, 6)) + + sns.scatterplot(data=df, x='unit_price', y='amount', alpha=0.6, ax=ax) + + ax.set_title("Unit Price vs. Total Amount") + return fig +# # ============================================================ # 🔴 挑戰題（25 分） @@ -123,4 +143,30 @@ def red_category_dashboard(category="Electronics"): 提示：fig, axes = plt.subplots(2, 2, figsize=(14, 10)) """ # TODO: 你的程式碼 - pass + df = _load_data() + cat_df = df[df['category'] == category].copy() + + fig, axes = plt.subplots(2, 2, figsize=(14, 10)) + fig.suptitle(f"Dashboard: {category}", fontsize=20, fontweight='bold') + + # 1. 左上：月營收趨勢 + cat_df['month'] = cat_df['order_date'].dt.to_period('M').astype(str) + mon_rev = cat_df.groupby('month')['amount'].sum() + mon_rev.plot(kind='line', marker='o', ax=axes[0, 0], color='blue') + axes[0, 0].set_title("Monthly Revenue Trend") + + # 2. 右上：各地區營收 + sns.barplot(data=cat_df, x='region', y='amount', estimator=sum, ax=axes[0, 1]) + axes[0, 1].set_title("Revenue by Region") + + # 3. 左下：Top 5 商品 + top5 = cat_df.groupby('product_name')['amount'].sum().nlargest(5) + top5.plot(kind='barh', ax=axes[1, 0], color='green') + axes[1, 0].set_title("Top 5 Products") + + # 4. 右下：金額分佈 + sns.histplot(cat_df['amount'], bins=15, kde=True, ax=axes[1, 1], color='orange') + axes[1, 1].set_title("Order Amount Distribution") + + plt.tight_layout(rect=[0, 0.03, 1, 0.95]) + return fig diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index 0e2c32a..c66c34b 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -12,7 +12,7 @@ import plotly.express as px import plotly.graph_objects as go from plotly.subplots import make_subplots - + # ============================================================ # 🟢 送分題（每題 10 分，共 30 分） @@ -26,7 +26,10 @@ def green_plotly_bar(): 提示：px.bar() """ # TODO: 你的程式碼 - pass + df = pd.read_csv("datasets/ecommerce/orders_enriched.csv") + rev_by_cat = df.groupby('category')['amount'].sum().reset_index() + fig = px.bar(rev_by_cat, x='category', y='amount', title="Revenue by Category") + return fig def green_plotly_line(): @@ -37,7 +40,11 @@ def green_plotly_line(): 提示：先 groupby 月份算總營收，再 px.line() """ # TODO: 你的程式碼 - pass + df = pd.read_csv("datasets/ecommerce/orders_enriched.csv", parse_dates=['order_date']) + df['month'] = df['order_date'].dt.to_period('M').astype(str) + monthly_rev = df.groupby('month')['amount'].sum().reset_index() + fig = px.line(monthly_rev, x='month', y='amount', title="Monthly Revenue Trend", markers=True) + return fig def green_plotly_pie(): @@ -48,7 +55,9 @@ def green_plotly_pie(): 提示：px.pie() """ # TODO: 你的程式碼 - pass + df = pd.read_csv("datasets/ecommerce/orders_enriched.csv") + fig = px.pie(df, names='vip_level', values='amount', title="Revenue Share by VIP Level") + return fig # ============================================================ From 080be82a6b39d1a148d2a27027becaec8e3e975d Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Tue, 5 May 2026 21:46:09 +0800 Subject: [PATCH 04/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m6_plotly_capstone.py | 1 + 1 file changed, 1 insertion(+) diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index c66c34b..4a8bc3e 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -125,3 +125,4 @@ def red_dashboard(): """ # TODO: 你的程式碼 pass +# \ No newline at end of file From cae0dc524a8682929a43236426377f5405228dbc Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Tue, 5 May 2026 22:10:10 +0800 Subject: [PATCH 05/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m6_plotly_capstone.py | 1 - 1 file changed, 1 deletion(-) diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index 4a8bc3e..c66c34b 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -125,4 +125,3 @@ def red_dashboard(): """ # TODO: 你的程式碼 pass -# \ No newline at end of file From ea86e01bd024d09301874c987756b450165564e0 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Wed, 6 May 2026 10:57:39 +0800 Subject: [PATCH 06/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m6_plotly_capstone.py | 1 + 1 file changed, 1 insertion(+) diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index c66c34b..3ab46c6 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -125,3 +125,4 @@ def red_dashboard(): """ # TODO: 你的程式碼 pass + \ No newline at end of file From 88fc9b24342a92b2edf380512d2cb251a0f1e080 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Wed, 6 May 2026 11:16:45 +0800 Subject: [PATCH 07/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1_numpy.py | 11 +---------- 1 file changed, 1 insertion(+), 10 deletions(-) diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index b1c10b4..3245fb4 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -22,21 +22,18 @@ def green_mean(): arr = np.array([10, 20, 30, 40, 50]) return float(np.mean(arr)) - def green_double(): """建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray""" # TODO: 你的程式碼 arr = np.array([10, 20, 30, 40, 50]) return (arr * 2) - def green_filter(): """建立 [10, 20, 30, 40, 50]，回傳大於 25 的元素 (ndarray)""" # TODO: 你的程式碼 arr = np.array([10, 20, 30, 40, 50]) return (arr[arr > 25]) - # ============================================================ # 🟡 核心題（每題 15 分，共 45 分） # 以下函式會接收從 products.csv 讀出的 prices, stocks 陣列 @@ -49,10 +46,7 @@ def yellow_expensive_count(prices): """回傳單價 > 1000 的商品數量 (int)""" # TODO: 你的程式碼 prices_1000 = prices[prices > 1000] - return (prices_1000.shape[0]) - - - + return (prices_1000.shape[0]) def yellow_top3_stock_indices(stocks): """ @@ -73,8 +67,6 @@ def yellow_restock_cost(prices, stocks): prices_500 = prices[prices < 500]*50 return (prices_500.sum()) - - # ============================================================ # 🔴 挑戰題（25 分） # ============================================================ @@ -101,5 +93,4 @@ def red_double11_prices(prices, stocks): prices ) ) - return new_prices From 0afb5cb7a96007db0e0f41e11cddd00f82f2c03a Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Wed, 6 May 2026 11:23:05 +0800 Subject: [PATCH 08/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1_numpy.py | 1 + 1 file changed, 1 insertion(+) diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index 3245fb4..7f81268 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -22,6 +22,7 @@ def green_mean(): arr = np.array([10, 20, 30, 40, 50]) return float(np.mean(arr)) + def green_double(): """建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray""" # TODO: 你的程式碼 From d321d9b0589986afb29430c323325aa605984a6a Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Thu, 7 May 2026 12:10:03 +0800 Subject: [PATCH 09/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1_numpy.py | 39 +++++------------ homework/m2_pandas_cleaning.py | 45 +++---------------- homework/m3_pandas_advanced.py | 54 +++-------------------- homework/m4_timeseries.py | 52 ++++------------------ homework/m5_visualization.py | 80 ++++------------------------------ homework/m6_plotly_capstone.py | 20 +++------ 6 files changed, 47 insertions(+), 243 deletions(-) diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index 7f81268..14e6065 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -19,35 +19,31 @@ def green_mean(): """建立 [10, 20, 30, 40, 50]，回傳所有元素的平均值 (float)""" # TODO: 你的程式碼 - arr = np.array([10, 20, 30, 40, 50]) - return float(np.mean(arr)) + pass def green_double(): """建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray""" # TODO: 你的程式碼 - arr = np.array([10, 20, 30, 40, 50]) - return (arr * 2) + pass + def green_filter(): """建立 [10, 20, 30, 40, 50]，回傳大於 25 的元素 (ndarray)""" # TODO: 你的程式碼 - arr = np.array([10, 20, 30, 40, 50]) - return (arr[arr > 25]) + pass + # ============================================================ # 🟡 核心題（每題 15 分，共 45 分） # 以下函式會接收從 products.csv 讀出的 prices, stocks 陣列 # ============================================================ -DATA = '../datasets/ecommerce/products.csv' -prices = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=3) # unit_price -stocks = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=4) # stock_qty def yellow_expensive_count(prices): """回傳單價 > 1000 的商品數量 (int)""" # TODO: 你的程式碼 - prices_1000 = prices[prices > 1000] - return (prices_1000.shape[0]) + pass + def yellow_top3_stock_indices(stocks): """ @@ -55,8 +51,7 @@ def yellow_top3_stock_indices(stocks): 提示：np.argsort """ # TODO: 你的程式碼 - stocks_3 = np.argsort(stocks) - return (stocks_3[::-1][:3]) + pass def yellow_restock_cost(prices, stocks): @@ -65,8 +60,8 @@ def yellow_restock_cost(prices, stocks): 提示：布林遮罩 + .sum() """ # TODO: 你的程式碼 - prices_500 = prices[prices < 500]*50 - return (prices_500.sum()) + pass + # ============================================================ # 🔴 挑戰題（25 分） @@ -82,16 +77,4 @@ def red_double11_prices(prices, stocks): 提示：np.where 可以巢狀使用 """ # TODO: 你的程式碼 - prices = np.array(prices) - stocks = np.array(stocks) - - new_prices = np.where( - stocks >= 100, - prices * 0.7, - np.where( - stocks >= 20, - prices * 0.9, - prices - ) -) - return new_prices + pass \ No newline at end of file diff --git a/homework/m2_pandas_cleaning.py b/homework/m2_pandas_cleaning.py index 1472a3c..75da103 100644 --- a/homework/m2_pandas_cleaning.py +++ b/homework/m2_pandas_cleaning.py @@ -8,8 +8,6 @@ 資料路徑：datasets/ecommerce/orders_raw.csv """ import pandas as pd -import numpy as np -DATA = '../datasets/ecommerce/orders_raw.csv' # ============================================================ @@ -22,8 +20,7 @@ def green_read_csv(): 提示：pd.read_csv() """ # TODO: 你的程式碼 - df = pd.read_csv(DATA) - return df + pass def green_shape(df): @@ -32,7 +29,7 @@ def green_shape(df): 提示：df.shape """ # TODO: 你的程式碼 - return df.shape + pass def green_dtypes(df): @@ -41,7 +38,7 @@ def green_dtypes(df): 提示：df.dtypes """ # TODO: 你的程式碼 - return df.dtypes + pass # ============================================================ @@ -55,9 +52,7 @@ def yellow_clean_columns(df): 提示：df.columns.str.strip().str.lower() """ # TODO: 你的程式碼 - df_new = df.copy() - df_new.columns = df_new.columns.str.strip().str.lower() - return df_new + pass def yellow_clean_amount(df): @@ -68,15 +63,7 @@ def yellow_clean_amount(df): 提示：.str.replace() + .astype(float) """ # TODO: 你的程式碼 - df_amount = df.copy() - df_amount['amount'] = ( - df_amount['amount'] - .astype(str) - .str.replace('$', '', regex=False) - .str.replace(',', '', regex=False) - .astype(float) - ) - return df_amount + pass def yellow_drop_duplicates(df): @@ -85,7 +72,7 @@ def yellow_drop_duplicates(df): 提示：df.drop_duplicates() """ # TODO: 你的程式碼 - return df.drop_duplicates() + pass # ============================================================ @@ -106,22 +93,4 @@ def red_clean_orders(path): 提示：pd.to_datetime(errors='coerce') """ # TODO: 你的程式碼 - # 1 - df = pd.read_csv(path) - # 2 - df.columns = df_new.columns.str.strip().str.lower() - # 3 - df['amount'] = ( - df['amount'] - .astype(str) - .str.replace('$', '', regex=False) - .str.replace(',', '', regex=False) - .astype(float) - ) - # 4 - df['order_date'] = pd.to_datetime(df['order_date'], errors='coerce') - # 5 - df = df.dropna(subset=['amount', 'order_date']) - # 6 - df.drop_duplicates() - return df + pass \ No newline at end of file diff --git a/homework/m3_pandas_advanced.py b/homework/m3_pandas_advanced.py index c8aa004..dd12152 100644 --- a/homework/m3_pandas_advanced.py +++ b/homework/m3_pandas_advanced.py @@ -10,11 +10,6 @@ - datasets/ecommerce/products.csv """ import pandas as pd -import numpy as np -DATA = '../datasets/ecommerce' -orders = pd.read_csv(f'{DATA}/orders_clean.csv', parse_dates=['order_date']) -customers = pd.read_csv(f'{DATA}/customers.csv') -products = pd.read_csv(f'{DATA}/products.csv') # ============================================================ @@ -29,21 +24,19 @@ def green_load_and_merge(): 提示：pd.merge(how='left') """ # TODO: 你的程式碼 - oc = orders.merge(customers, on='customer_id', how='left') - ocp = oc.merge(products, on='product_id', how='left') - return ocp + pass def green_row_count(df): """回傳 DataFrame 的列數 (int)""" # TODO: 你的程式碼 - return len(df) + pass def green_column_list(df): """回傳 DataFrame 的所有欄位名稱 (list)""" # TODO: 你的程式碼 - return list(df) + pass # ============================================================ @@ -57,8 +50,7 @@ def yellow_top_category(df): 提示：groupby('category')['amount'].sum() """ # TODO: 你的程式碼 - category_rev = df.groupby('category')['amount'].sum().sort_values(ascending=False) - return category_rev.idxmax() + pass def yellow_gold_vip_stats(df): @@ -68,11 +60,7 @@ def yellow_gold_vip_stats(df): 提示：df[df['vip_level'] == 'Gold'] """ # TODO: 你的程式碼 - gold_df = df[df['vip_level'] == 'Gold'] - order_count = int(len(gold_df)) - total_amount = float(gold_df['amount'].sum()) - - return (order_count, total_amount) + pass def yellow_region_avg_amount(df): @@ -82,13 +70,7 @@ def yellow_region_avg_amount(df): 提示：groupby('region')['amount'].mean() """ # TODO: 你的程式碼 - region_mean = ( - df.groupby('region')['amount'] - .mean() - .round(2) - .sort_values(ascending=False) - ) - return region_mean + pass # ============================================================ @@ -112,26 +94,4 @@ def red_rfm_top5(df): 提示：groupby('customer_id').agg(...) """ # TODO: 你的程式碼 - rfm = ( - orders.groupby('customer_id') - .agg( - R=('order_date', 'max'), - F=('order_id', 'count'), - M=('amount', 'sum'), - ) - .reset_index() - ) - rfm_named = rfm.merge( - customers[['customer_id', 'customer_name']], - on='customer_id', - how='left', - ) - - top5 = ( - rfm_named - .sort_values('M', ascending=False) - .head(5) - .reset_index(drop=True) - [['customer_id', 'customer_name', 'R', 'F', 'M']] - ) - return top5 + pass \ No newline at end of file diff --git a/homework/m4_timeseries.py b/homework/m4_timeseries.py index e216969..89e27bc 100644 --- a/homework/m4_timeseries.py +++ b/homework/m4_timeseries.py @@ -7,7 +7,7 @@ 資料路徑：datasets/ecommerce/orders_enriched.csv """ import pandas as pd -import numpy as np + def _load_data(): """輔助函式：讀取並解析日期""" @@ -27,9 +27,7 @@ def green_avg_by_month(): 提示：df['order_date'].dt.month """ # TODO: 你的程式碼 - df = _load_data() # 必須先讀取資料，否則會報錯 - ts = df.groupby(df['order_date'].dt.month) - return ts['amount'].mean() + pass def green_top3_dates(): @@ -39,8 +37,7 @@ def green_top3_dates(): 提示：value_counts().head(3) """ # TODO: 你的程式碼 - top3 = df['order_date'].value_counts().head(3) - return top3 + pass def green_date_range(): @@ -49,10 +46,7 @@ def green_date_range(): 格式為 pandas Timestamp """ # TODO: 你的程式碼 - first_date = df['order_date'].min() - last_date = df['order_date'].max() - - return (first_date, last_date) + pass # ============================================================ @@ -66,8 +60,7 @@ def yellow_monthly_revenue(): 提示：set_index('order_date').resample('ME')['amount'].sum() """ # TODO: 你的程式碼 - monthly_rev = df.set_index('order_date').resample('ME')['amount'].sum() - return monthly_rev + pass def yellow_rolling_avg(monthly_revenue): @@ -78,9 +71,7 @@ def yellow_rolling_avg(monthly_revenue): 提示：.rolling(window=3).mean() """ # TODO: 你的程式碼 - monthly_revenue = yellow_monthly_revenue() - mo3 = monthly_revenue.rolling(window=3).mean() - return mo3 + pass def yellow_category_median(df): @@ -90,13 +81,7 @@ def yellow_category_median(df): 提示：groupby + median + sort_values """ # TODO: 你的程式碼 - result = ( - df.groupby('category')['amount'] - .median() - .sort_values(ascending=False) - ) - - return result + pass # ============================================================ @@ -116,25 +101,4 @@ def red_monthly_report(): 提示：resample + agg + pct_change """ # TODO: 你的程式碼 - monthly_report = ( - df.set_index('order_date') - .resample('ME') - .agg( - order_count=('order_id', 'count'), # 當月訂單數 - revenue=('amount', 'sum'), # 當月總營收 - active_customers=('customer_id', 'nunique') # 當月不重複客戶數 - ) - ) - - # 3. 計算客單價 (AOV): 總營收 / 訂單數 - monthly_report['avg_order_value'] = ( - monthly_report['revenue'] / monthly_report['order_count'] - ) - - # 4. 計算月營收成長率: 使用 pct_change 算出與上月的變化 - # 乘上 100 轉換成百分比格式 - monthly_report['revenue_growth'] = ( - monthly_report['revenue'].pct_change() * 100 - ).round(2) - - return monthly_report + pass \ No newline at end of file diff --git a/homework/m5_visualization.py b/homework/m5_visualization.py index 00ccfbc..cec088f 100644 --- a/homework/m5_visualization.py +++ b/homework/m5_visualization.py @@ -29,12 +29,8 @@ def green_bar_category(): 提示：sns.countplot 或 value_counts().plot.bar() """ # TODO: 你的程式碼 - df = _load_data() - fig, ax = plt.subplots(figsize=(8, 4)) - # 計算訂單數最準確的方式是 countplot - sns.countplot(data=df, x='category', palette='viridis', ax=ax) - ax.set_title("Order Count by Category") - return fig + pass + def green_hist_amount(): """ @@ -43,15 +39,7 @@ def green_hist_amount(): 提示：sns.histplot(bins=20) 或 plt.hist() """ # TODO: 你的程式碼 - df = _load_data() - # 建立畫布與座標軸 - fig, ax = plt.subplots(figsize=(10, 4)) - - # 畫出直方圖，指定 bins=20 - sns.histplot(data=df, x='amount', bins=20, ax=ax, color='skyblue', kde=True) - - ax.set_title("Distribution of Order Amounts") - return fig + pass def green_set_labels(): @@ -63,13 +51,7 @@ def green_set_labels(): 回傳 matplotlib Figure 物件 """ # TODO: 你的程式碼 - df = _load_data() - plt.figure(figsize=(8, 4)) - fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False) - plt.title('This is title', fontweight='bold') - plt.xlabel('This is xlabel') - plt.ylabel('This is ylabel') - return fig + pass # ============================================================ @@ -86,16 +68,7 @@ def yellow_line_region_trend(): 提示：分別 groupby 再 plot，或用 sns.lineplot(hue='region') """ # TODO: 你的程式碼 - df = _load_data() - df['month'] = df['order_date'].dt.to_period('M').astype(str) - trend = df.groupby(['month', 'region'])['amount'].sum().reset_index() - - trend = trend[trend['region'].isin(['North', 'South'])] - - fig, ax = plt.subplots(figsize=(10, 5)) - sns.lineplot(data=trend, x='month', y='amount', hue='region', marker='o', ax=ax) - plt.xticks(rotation=45) - return fig + pass def yellow_box_vip(): @@ -105,10 +78,7 @@ def yellow_box_vip(): 提示：sns.boxplot(x='vip_level', y='amount', data=df) """ # TODO: 你的程式碼 - df = _load_data() - fig, ax = plt.subplots(figsize=(8, 5)) - sns.boxplot(data=df, x='vip_level', y='amount', palette='Set2', ax=ax) - return fig + pass def yellow_scatter_price_amount(): @@ -118,14 +88,8 @@ def yellow_scatter_price_amount(): 提示：plt.scatter() 或 sns.scatterplot() """ # TODO: 你的程式碼 - df = _load_data() - fig, ax = plt.subplots(figsize=(8, 6)) - - sns.scatterplot(data=df, x='unit_price', y='amount', alpha=0.6, ax=ax) - - ax.set_title("Unit Price vs. Total Amount") - return fig -# + pass + # ============================================================ # 🔴 挑戰題（25 分） @@ -143,30 +107,4 @@ def red_category_dashboard(category="Electronics"): 提示：fig, axes = plt.subplots(2, 2, figsize=(14, 10)) """ # TODO: 你的程式碼 - df = _load_data() - cat_df = df[df['category'] == category].copy() - - fig, axes = plt.subplots(2, 2, figsize=(14, 10)) - fig.suptitle(f"Dashboard: {category}", fontsize=20, fontweight='bold') - - # 1. 左上：月營收趨勢 - cat_df['month'] = cat_df['order_date'].dt.to_period('M').astype(str) - mon_rev = cat_df.groupby('month')['amount'].sum() - mon_rev.plot(kind='line', marker='o', ax=axes[0, 0], color='blue') - axes[0, 0].set_title("Monthly Revenue Trend") - - # 2. 右上：各地區營收 - sns.barplot(data=cat_df, x='region', y='amount', estimator=sum, ax=axes[0, 1]) - axes[0, 1].set_title("Revenue by Region") - - # 3. 左下：Top 5 商品 - top5 = cat_df.groupby('product_name')['amount'].sum().nlargest(5) - top5.plot(kind='barh', ax=axes[1, 0], color='green') - axes[1, 0].set_title("Top 5 Products") - - # 4. 右下：金額分佈 - sns.histplot(cat_df['amount'], bins=15, kde=True, ax=axes[1, 1], color='orange') - axes[1, 1].set_title("Order Amount Distribution") - - plt.tight_layout(rect=[0, 0.03, 1, 0.95]) - return fig + pass \ No newline at end of file diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index 3ab46c6..e6ed4f0 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -12,7 +12,7 @@ import plotly.express as px import plotly.graph_objects as go from plotly.subplots import make_subplots - + # ============================================================ # 🟢 送分題（每題 10 分，共 30 分） @@ -26,10 +26,7 @@ def green_plotly_bar(): 提示：px.bar() """ # TODO: 你的程式碼 - df = pd.read_csv("datasets/ecommerce/orders_enriched.csv") - rev_by_cat = df.groupby('category')['amount'].sum().reset_index() - fig = px.bar(rev_by_cat, x='category', y='amount', title="Revenue by Category") - return fig + pass def green_plotly_line(): @@ -40,11 +37,7 @@ def green_plotly_line(): 提示：先 groupby 月份算總營收，再 px.line() """ # TODO: 你的程式碼 - df = pd.read_csv("datasets/ecommerce/orders_enriched.csv", parse_dates=['order_date']) - df['month'] = df['order_date'].dt.to_period('M').astype(str) - monthly_rev = df.groupby('month')['amount'].sum().reset_index() - fig = px.line(monthly_rev, x='month', y='amount', title="Monthly Revenue Trend", markers=True) - return fig + pass def green_plotly_pie(): @@ -55,9 +48,7 @@ def green_plotly_pie(): 提示：px.pie() """ # TODO: 你的程式碼 - df = pd.read_csv("datasets/ecommerce/orders_enriched.csv") - fig = px.pie(df, names='vip_level', values='amount', title="Revenue Share by VIP Level") - return fig + pass # ============================================================ @@ -124,5 +115,4 @@ def red_dashboard(): 提示：from plotly.subplots import make_subplots """ # TODO: 你的程式碼 - pass - \ No newline at end of file + pass \ No newline at end of file From 5bcfe136fac07fd91c5d60f3942b1317c73218c8 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Thu, 7 May 2026 12:21:36 +0800 Subject: [PATCH 10/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1_numpy.py | 36 +++++++++++++++++++++++++++++------- 1 file changed, 29 insertions(+), 7 deletions(-) diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index 14e6065..50b193f 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -19,19 +19,22 @@ def green_mean(): """建立 [10, 20, 30, 40, 50]，回傳所有元素的平均值 (float)""" # TODO: 你的程式碼 - pass + arr = np.array([10, 20, 30, 40, 50]) + return float(np.mean(arr)) def green_double(): """建立 [10, 20, 30, 40, 50]，回傳所有元素乘以 2 的 ndarray""" # TODO: 你的程式碼 - pass + arr = np.array([10, 20, 30, 40, 50]) + return (arr * 2) def green_filter(): """建立 [10, 20, 30, 40, 50]，回傳大於 25 的元素 (ndarray)""" # TODO: 你的程式碼 - pass + arr = np.array([10, 20, 30, 40, 50]) + return (arr[arr > 25]) # ============================================================ @@ -42,7 +45,11 @@ def green_filter(): def yellow_expensive_count(prices): """回傳單價 > 1000 的商品數量 (int)""" # TODO: 你的程式碼 - pass + DATA = '../datasets/ecommerce/products.csv' + prices = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=3) # unit_price + stocks = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=4) # stock_qty + prices_1000 = prices[prices > 1000] + return (prices_1000.shape[0]) def yellow_top3_stock_indices(stocks): @@ -51,7 +58,9 @@ def yellow_top3_stock_indices(stocks): 提示：np.argsort """ # TODO: 你的程式碼 - pass + stocks_3 = np.argsort(stocks) + return (stocks_3[::-1][:3]) + def yellow_restock_cost(prices, stocks): @@ -60,7 +69,8 @@ def yellow_restock_cost(prices, stocks): 提示：布林遮罩 + .sum() """ # TODO: 你的程式碼 - pass + prices_500 = prices[prices < 500]*50 + return (prices_500.sum()) # ============================================================ @@ -77,4 +87,16 @@ def red_double11_prices(prices, stocks): 提示：np.where 可以巢狀使用 """ # TODO: 你的程式碼 - pass \ No newline at end of file + prices = np.array(prices) + stocks = np.array(stocks) + + new_prices = np.where( + stocks >= 100, + prices * 0.7, + np.where( + stocks >= 20, + prices * 0.9, + prices + ) +) + return new_prices \ No newline at end of file From e81c47a36e68cbc53e2dbf7f2bf71bbb05dd6b42 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Thu, 7 May 2026 12:28:50 +0800 Subject: [PATCH 11/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m1_numpy.py | 7 +--- homework/m2_pandas_cleaning.py | 43 +++++++++++++++---- homework/m3_pandas_advanced.py | 49 ++++++++++++++++++---- homework/m4_timeseries.py | 50 ++++++++++++++++++---- homework/m5_visualization.py | 77 ++++++++++++++++++++++++++++++---- homework/m6_plotly_capstone.py | 15 +++++-- 6 files changed, 205 insertions(+), 36 deletions(-) diff --git a/homework/m1_numpy.py b/homework/m1_numpy.py index 50b193f..b7b603b 100644 --- a/homework/m1_numpy.py +++ b/homework/m1_numpy.py @@ -45,11 +45,8 @@ def green_filter(): def yellow_expensive_count(prices): """回傳單價 > 1000 的商品數量 (int)""" # TODO: 你的程式碼 - DATA = '../datasets/ecommerce/products.csv' - prices = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=3) # unit_price - stocks = np.genfromtxt(DATA, delimiter=',', skip_header=1, usecols=4) # stock_qty - prices_1000 = prices[prices > 1000] - return (prices_1000.shape[0]) + mask = prices > 1000 + return mask.sum() def yellow_top3_stock_indices(stocks): diff --git a/homework/m2_pandas_cleaning.py b/homework/m2_pandas_cleaning.py index 75da103..d1a5d1f 100644 --- a/homework/m2_pandas_cleaning.py +++ b/homework/m2_pandas_cleaning.py @@ -20,7 +20,8 @@ def green_read_csv(): 提示：pd.read_csv() """ # TODO: 你的程式碼 - pass + df = pd.read_csv(DATA) + return df def green_shape(df): @@ -29,7 +30,7 @@ def green_shape(df): 提示：df.shape """ # TODO: 你的程式碼 - pass + return df.shape def green_dtypes(df): @@ -38,7 +39,7 @@ def green_dtypes(df): 提示：df.dtypes """ # TODO: 你的程式碼 - pass + return df.dtypes # ============================================================ @@ -52,7 +53,9 @@ def yellow_clean_columns(df): 提示：df.columns.str.strip().str.lower() """ # TODO: 你的程式碼 - pass + df_new = df.copy() + df_new.columns = df_new.columns.str.strip().str.lower() + return df_new def yellow_clean_amount(df): @@ -63,7 +66,15 @@ def yellow_clean_amount(df): 提示：.str.replace() + .astype(float) """ # TODO: 你的程式碼 - pass + df_amount = df.copy() + df_amount['amount'] = ( + df_amount['amount'] + .astype(str) + .str.replace('$', '', regex=False) + .str.replace(',', '', regex=False) + .astype(float) + ) + return df_amount def yellow_drop_duplicates(df): @@ -72,7 +83,7 @@ def yellow_drop_duplicates(df): 提示：df.drop_duplicates() """ # TODO: 你的程式碼 - pass + return df.drop_duplicates() # ============================================================ @@ -93,4 +104,22 @@ def red_clean_orders(path): 提示：pd.to_datetime(errors='coerce') """ # TODO: 你的程式碼 - pass \ No newline at end of file + # 1 + df = pd.read_csv(path) + # 2 + df.columns = df_new.columns.str.strip().str.lower() + # 3 + df['amount'] = ( + df['amount'] + .astype(str) + .str.replace('$', '', regex=False) + .str.replace(',', '', regex=False) + .astype(float) + ) + # 4 + df['order_date'] = pd.to_datetime(df['order_date'], errors='coerce') + # 5 + df = df.dropna(subset=['amount', 'order_date']) + # 6 + df.drop_duplicates() + return df \ No newline at end of file diff --git a/homework/m3_pandas_advanced.py b/homework/m3_pandas_advanced.py index dd12152..aaf5bb5 100644 --- a/homework/m3_pandas_advanced.py +++ b/homework/m3_pandas_advanced.py @@ -24,19 +24,21 @@ def green_load_and_merge(): 提示：pd.merge(how='left') """ # TODO: 你的程式碼 - pass + oc = orders.merge(customers, on='customer_id', how='left') + ocp = oc.merge(products, on='product_id', how='left') + return ocp def green_row_count(df): """回傳 DataFrame 的列數 (int)""" # TODO: 你的程式碼 - pass + return len(df) def green_column_list(df): """回傳 DataFrame 的所有欄位名稱 (list)""" # TODO: 你的程式碼 - pass + return list(df) # ============================================================ @@ -50,7 +52,8 @@ def yellow_top_category(df): 提示：groupby('category')['amount'].sum() """ # TODO: 你的程式碼 - pass + category_rev = df.groupby('category')['amount'].sum().sort_values(ascending=False) + return category_rev.idxmax() def yellow_gold_vip_stats(df): @@ -60,7 +63,11 @@ def yellow_gold_vip_stats(df): 提示：df[df['vip_level'] == 'Gold'] """ # TODO: 你的程式碼 - pass + gold_df = df[df['vip_level'] == 'Gold'] + order_count = int(len(gold_df)) + total_amount = float(gold_df['amount'].sum()) + + return (order_count, total_amount) def yellow_region_avg_amount(df): @@ -70,7 +77,13 @@ def yellow_region_avg_amount(df): 提示：groupby('region')['amount'].mean() """ # TODO: 你的程式碼 - pass + region_mean = ( + df.groupby('region')['amount'] + .mean() + .round(2) + .sort_values(ascending=False) + ) + return region_mean # ============================================================ @@ -94,4 +107,26 @@ def red_rfm_top5(df): 提示：groupby('customer_id').agg(...) """ # TODO: 你的程式碼 - pass \ No newline at end of file + rfm = ( + orders.groupby('customer_id') + .agg( + R=('order_date', 'max'), + F=('order_id', 'count'), + M=('amount', 'sum'), + ) + .reset_index() + ) + rfm_named = rfm.merge( + customers[['customer_id', 'customer_name']], + on='customer_id', + how='left', + ) + + top5 = ( + rfm_named + .sort_values('M', ascending=False) + .head(5) + .reset_index(drop=True) + [['customer_id', 'customer_name', 'R', 'F', 'M']] + ) + return top5 \ No newline at end of file diff --git a/homework/m4_timeseries.py b/homework/m4_timeseries.py index 89e27bc..a6f3e5b 100644 --- a/homework/m4_timeseries.py +++ b/homework/m4_timeseries.py @@ -27,7 +27,9 @@ def green_avg_by_month(): 提示：df['order_date'].dt.month """ # TODO: 你的程式碼 - pass + df = _load_data() # 必須先讀取資料，否則會報錯 + ts = df.groupby(df['order_date'].dt.month) + return ts['amount'].mean() def green_top3_dates(): @@ -37,7 +39,8 @@ def green_top3_dates(): 提示：value_counts().head(3) """ # TODO: 你的程式碼 - pass + top3 = df['order_date'].value_counts().head(3) + return top3 def green_date_range(): @@ -46,7 +49,10 @@ def green_date_range(): 格式為 pandas Timestamp """ # TODO: 你的程式碼 - pass + first_date = df['order_date'].min() + last_date = df['order_date'].max() + + return (first_date, last_date) # ============================================================ @@ -60,7 +66,8 @@ def yellow_monthly_revenue(): 提示：set_index('order_date').resample('ME')['amount'].sum() """ # TODO: 你的程式碼 - pass + monthly_rev = df.set_index('order_date').resample('ME')['amount'].sum() + return monthly_rev def yellow_rolling_avg(monthly_revenue): @@ -71,7 +78,9 @@ def yellow_rolling_avg(monthly_revenue): 提示：.rolling(window=3).mean() """ # TODO: 你的程式碼 - pass + monthly_revenue = yellow_monthly_revenue() + mo3 = monthly_revenue.rolling(window=3).mean() + return mo3 def yellow_category_median(df): @@ -81,7 +90,13 @@ def yellow_category_median(df): 提示：groupby + median + sort_values """ # TODO: 你的程式碼 - pass + result = ( + df.groupby('category')['amount'] + .median() + .sort_values(ascending=False) + ) + + return result # ============================================================ @@ -101,4 +116,25 @@ def red_monthly_report(): 提示：resample + agg + pct_change """ # TODO: 你的程式碼 - pass \ No newline at end of file + monthly_report = ( + df.set_index('order_date') + .resample('ME') + .agg( + order_count=('order_id', 'count'), # 當月訂單數 + revenue=('amount', 'sum'), # 當月總營收 + active_customers=('customer_id', 'nunique') # 當月不重複客戶數 + ) + ) + + # 3. 計算客單價 (AOV): 總營收 / 訂單數 + monthly_report['avg_order_value'] = ( + monthly_report['revenue'] / monthly_report['order_count'] + ) + + # 4. 計算月營收成長率: 使用 pct_change 算出與上月的變化 + # 乘上 100 轉換成百分比格式 + monthly_report['revenue_growth'] = ( + monthly_report['revenue'].pct_change() * 100 + ).round(2) + + return monthly_report \ No newline at end of file diff --git a/homework/m5_visualization.py b/homework/m5_visualization.py index cec088f..80ca92f 100644 --- a/homework/m5_visualization.py +++ b/homework/m5_visualization.py @@ -29,7 +29,12 @@ def green_bar_category(): 提示：sns.countplot 或 value_counts().plot.bar() """ # TODO: 你的程式碼 - pass + df = _load_data() + fig, ax = plt.subplots(figsize=(8, 4)) + # 計算訂單數最準確的方式是 countplot + sns.countplot(data=df, x='category', palette='viridis', ax=ax) + ax.set_title("Order Count by Category") + return fig def green_hist_amount(): @@ -39,7 +44,15 @@ def green_hist_amount(): 提示：sns.histplot(bins=20) 或 plt.hist() """ # TODO: 你的程式碼 - pass + df = _load_data() + # 建立畫布與座標軸 + fig, ax = plt.subplots(figsize=(10, 4)) + + # 畫出直方圖，指定 bins=20 + sns.histplot(data=df, x='amount', bins=20, ax=ax, color='skyblue', kde=True) + + ax.set_title("Distribution of Order Amounts") + return fig def green_set_labels(): @@ -51,7 +64,13 @@ def green_set_labels(): 回傳 matplotlib Figure 物件 """ # TODO: 你的程式碼 - pass + df = _load_data() + plt.figure(figsize=(8, 4)) + fig = sns.barplot(data=df, x='region', y='amount', palette='viridis', hue='region', legend=False) + plt.title('This is title', fontweight='bold') + plt.xlabel('This is xlabel') + plt.ylabel('This is ylabel') + return fig # ============================================================ @@ -68,7 +87,16 @@ def yellow_line_region_trend(): 提示：分別 groupby 再 plot，或用 sns.lineplot(hue='region') """ # TODO: 你的程式碼 - pass + df = _load_data() + df['month'] = df['order_date'].dt.to_period('M').astype(str) + trend = df.groupby(['month', 'region'])['amount'].sum().reset_index() + + trend = trend[trend['region'].isin(['North', 'South'])] + + fig, ax = plt.subplots(figsize=(10, 5)) + sns.lineplot(data=trend, x='month', y='amount', hue='region', marker='o', ax=ax) + plt.xticks(rotation=45) + return fig def yellow_box_vip(): @@ -78,7 +106,10 @@ def yellow_box_vip(): 提示：sns.boxplot(x='vip_level', y='amount', data=df) """ # TODO: 你的程式碼 - pass + df = _load_data() + fig, ax = plt.subplots(figsize=(8, 5)) + sns.boxplot(data=df, x='vip_level', y='amount', palette='Set2', ax=ax) + return fig def yellow_scatter_price_amount(): @@ -88,7 +119,13 @@ def yellow_scatter_price_amount(): 提示：plt.scatter() 或 sns.scatterplot() """ # TODO: 你的程式碼 - pass + df = _load_data() + fig, ax = plt.subplots(figsize=(8, 6)) + + sns.scatterplot(data=df, x='unit_price', y='amount', alpha=0.6, ax=ax) + + ax.set_title("Unit Price vs. Total Amount") + return fig # ============================================================ @@ -107,4 +144,30 @@ def red_category_dashboard(category="Electronics"): 提示：fig, axes = plt.subplots(2, 2, figsize=(14, 10)) """ # TODO: 你的程式碼 - pass \ No newline at end of file + df = _load_data() + cat_df = df[df['category'] == category].copy() + + fig, axes = plt.subplots(2, 2, figsize=(14, 10)) + fig.suptitle(f"Dashboard: {category}", fontsize=20, fontweight='bold') + + # 1. 左上：月營收趨勢 + cat_df['month'] = cat_df['order_date'].dt.to_period('M').astype(str) + mon_rev = cat_df.groupby('month')['amount'].sum() + mon_rev.plot(kind='line', marker='o', ax=axes[0, 0], color='blue') + axes[0, 0].set_title("Monthly Revenue Trend") + + # 2. 右上：各地區營收 + sns.barplot(data=cat_df, x='region', y='amount', estimator=sum, ax=axes[0, 1]) + axes[0, 1].set_title("Revenue by Region") + + # 3. 左下：Top 5 商品 + top5 = cat_df.groupby('product_name')['amount'].sum().nlargest(5) + top5.plot(kind='barh', ax=axes[1, 0], color='green') + axes[1, 0].set_title("Top 5 Products") + + # 4. 右下：金額分佈 + sns.histplot(cat_df['amount'], bins=15, kde=True, ax=axes[1, 1], color='orange') + axes[1, 1].set_title("Order Amount Distribution") + + plt.tight_layout(rect=[0, 0.03, 1, 0.95]) + return fig \ No newline at end of file diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index e6ed4f0..4cc4b50 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -26,7 +26,10 @@ def green_plotly_bar(): 提示：px.bar() """ # TODO: 你的程式碼 - pass + df = pd.read_csv("datasets/ecommerce/orders_enriched.csv") + rev_by_cat = df.groupby('category')['amount'].sum().reset_index() + fig = px.bar(rev_by_cat, x='category', y='amount', title="Revenue by Category") + return fig def green_plotly_line(): @@ -37,7 +40,11 @@ def green_plotly_line(): 提示：先 groupby 月份算總營收，再 px.line() """ # TODO: 你的程式碼 - pass + df = pd.read_csv("datasets/ecommerce/orders_enriched.csv", parse_dates=['order_date']) + df['month'] = df['order_date'].dt.to_period('M').astype(str) + monthly_rev = df.groupby('month')['amount'].sum().reset_index() + fig = px.line(monthly_rev, x='month', y='amount', title="Monthly Revenue Trend", markers=True) + return fig def green_plotly_pie(): @@ -48,7 +55,9 @@ def green_plotly_pie(): 提示：px.pie() """ # TODO: 你的程式碼 - pass + df = pd.read_csv("datasets/ecommerce/orders_enriched.csv") + fig = px.pie(df, names='vip_level', values='amount', title="Revenue Share by VIP Level") + return fig # ============================================================ From 1bd5e9c4b814cacf9b70c061bb34f2e74a65370a Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Thu, 7 May 2026 12:35:50 +0800 Subject: [PATCH 12/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m2_pandas_cleaning.py | 23 ++++----------- homework/m3_pandas_advanced.py | 43 ++++++++++++---------------- homework/m4_timeseries.py | 51 ++++++++++++---------------------- 3 files changed, 40 insertions(+), 77 deletions(-) diff --git a/homework/m2_pandas_cleaning.py b/homework/m2_pandas_cleaning.py index d1a5d1f..8e8a5df 100644 --- a/homework/m2_pandas_cleaning.py +++ b/homework/m2_pandas_cleaning.py @@ -20,8 +20,7 @@ def green_read_csv(): 提示：pd.read_csv() """ # TODO: 你的程式碼 - df = pd.read_csv(DATA) - return df + return pd.read_csv('datasets/ecommerce/orders_raw.csv') def green_shape(df): @@ -104,22 +103,10 @@ def red_clean_orders(path): 提示：pd.to_datetime(errors='coerce') """ # TODO: 你的程式碼 - # 1 df = pd.read_csv(path) - # 2 - df.columns = df_new.columns.str.strip().str.lower() - # 3 - df['amount'] = ( - df['amount'] - .astype(str) - .str.replace('$', '', regex=False) - .str.replace(',', '', regex=False) - .astype(float) - ) - # 4 + df.columns = df.columns.str.strip().str.lower() + df['amount'] = df['amount'].astype(str).str.replace('$','',regex=False).str.replace(',','',regex=False).astype(float) df['order_date'] = pd.to_datetime(df['order_date'], errors='coerce') - # 5 - df = df.dropna(subset=['amount', 'order_date']) - # 6 - df.drop_duplicates() + df = df.dropna(subset=['order_date','amount']) # 只要這兩個欄位中任一個有缺失值，該列就會被剔除。 + df = df.drop_duplicates() return df \ No newline at end of file diff --git a/homework/m3_pandas_advanced.py b/homework/m3_pandas_advanced.py index aaf5bb5..c0d829f 100644 --- a/homework/m3_pandas_advanced.py +++ b/homework/m3_pandas_advanced.py @@ -24,9 +24,15 @@ def green_load_and_merge(): 提示：pd.merge(how='left') """ # TODO: 你的程式碼 - oc = orders.merge(customers, on='customer_id', how='left') - ocp = oc.merge(products, on='product_id', how='left') - return ocp + orders = pd.read_csv('datasets/ecommerce/orders_clean.csv') + customers = pd.read_csv('datasets/ecommerce/customers.csv') + products = pd.read_csv('datasets/ecommerce/products.csv') + df=( + orders + .merge(customers,on='customer_id',how='left') + .merge(products,on='product_id',how='left') + ) + return df def green_row_count(df): @@ -107,26 +113,11 @@ def red_rfm_top5(df): 提示：groupby('customer_id').agg(...) """ # TODO: 你的程式碼 - rfm = ( - orders.groupby('customer_id') - .agg( - R=('order_date', 'max'), - F=('order_id', 'count'), - M=('amount', 'sum'), - ) - .reset_index() - ) - rfm_named = rfm.merge( - customers[['customer_id', 'customer_name']], - on='customer_id', - how='left', - ) - - top5 = ( - rfm_named - .sort_values('M', ascending=False) - .head(5) - .reset_index(drop=True) - [['customer_id', 'customer_name', 'R', 'F', 'M']] - ) - return top5 \ No newline at end of file + rfm = df.groupby('customer_id').agg( + R=('order_date', 'max'), + F=('order_id', 'count'), + M=('amount', 'sum'), + customer_name=("customer_name", "first") + ).reset_index() + result = rfm.sort_values('M',ascending=False).head() + return result[["customer_id", "customer_name", "R", "F", "M"]] \ No newline at end of file diff --git a/homework/m4_timeseries.py b/homework/m4_timeseries.py index a6f3e5b..d037867 100644 --- a/homework/m4_timeseries.py +++ b/homework/m4_timeseries.py @@ -39,8 +39,8 @@ def green_top3_dates(): 提示：value_counts().head(3) """ # TODO: 你的程式碼 - top3 = df['order_date'].value_counts().head(3) - return top3 + df = _load_data() + return df['order_date'].value_counts().head(3) def green_date_range(): @@ -49,10 +49,8 @@ def green_date_range(): 格式為 pandas Timestamp """ # TODO: 你的程式碼 - first_date = df['order_date'].min() - last_date = df['order_date'].max() - - return (first_date, last_date) + df = _load_data() + return df['order_date'].min(),df['order_date'].max() # ============================================================ @@ -66,8 +64,8 @@ def yellow_monthly_revenue(): 提示：set_index('order_date').resample('ME')['amount'].sum() """ # TODO: 你的程式碼 - monthly_rev = df.set_index('order_date').resample('ME')['amount'].sum() - return monthly_rev + df = _load_data() + return df.set_index('order_date').resample('ME')['amount'].sum() def yellow_rolling_avg(monthly_revenue): @@ -78,9 +76,8 @@ def yellow_rolling_avg(monthly_revenue): 提示：.rolling(window=3).mean() """ # TODO: 你的程式碼 - monthly_revenue = yellow_monthly_revenue() - mo3 = monthly_revenue.rolling(window=3).mean() - return mo3 + monthly_rev = yellow_monthly_revenue() + return monthly_rev.rolling(window=3).mean() def yellow_category_median(df): @@ -116,25 +113,13 @@ def red_monthly_report(): 提示：resample + agg + pct_change """ # TODO: 你的程式碼 - monthly_report = ( - df.set_index('order_date') - .resample('ME') - .agg( - order_count=('order_id', 'count'), # 當月訂單數 - revenue=('amount', 'sum'), # 當月總營收 - active_customers=('customer_id', 'nunique') # 當月不重複客戶數 - ) - ) - - # 3. 計算客單價 (AOV): 總營收 / 訂單數 - monthly_report['avg_order_value'] = ( - monthly_report['revenue'] / monthly_report['order_count'] - ) - - # 4. 計算月營收成長率: 使用 pct_change 算出與上月的變化 - # 乘上 100 轉換成百分比格式 - monthly_report['revenue_growth'] = ( - monthly_report['revenue'].pct_change() * 100 - ).round(2) - - return monthly_report \ No newline at end of file + df = _load_data() + report = df.set_index('order_date').resample('ME').agg({ + 'order_id':'count', + 'amount':'sum', + 'customer_id':'nunique' + }) + report.columns=['order_count','revenue','active_customers'] + report['avg_order_value'] = report['revenue'] / report['order_count'] + report['revenue_growth'] = report['revenue'].pct_change() * 100 + return report \ No newline at end of file From c8919a7ae6539142523e0a32e7ffccc20e81de48 Mon Sep 17 00:00:00 2001 From: "j.hsu" Date: Thu, 7 May 2026 12:43:16 +0800 Subject: [PATCH 13/13] =?UTF-8?q?=E5=AE=8C=E6=88=90=20M1=20=E5=AE=8C?= =?UTF-8?q?=E6=88=90=E4=BD=9C=E6=A5=AD=E7=B9=B3=E4=BA=A4=20-=20=E8=A8=B1?= =?UTF-8?q?=E5=82=91=E9=9B=85?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- homework/m6_plotly_capstone.py | 151 +++++++++++++++++++++++++++++++-- 1 file changed, 143 insertions(+), 8 deletions(-) diff --git a/homework/m6_plotly_capstone.py b/homework/m6_plotly_capstone.py index 4cc4b50..9222dc3 100644 --- a/homework/m6_plotly_capstone.py +++ b/homework/m6_plotly_capstone.py @@ -71,8 +71,43 @@ def yellow_clean_and_merge(raw_path, customers_path, products_path): 2. 合併 customers.csv 和 products.csv 回傳：合併後的 DataFrame """ - # TODO: 你的程式碼 - pass + # 讀取原始訂單資料 + orders = pd.read_csv(raw_path) + + # 標準化欄位名稱（去除空格，轉小寫） + orders.columns = orders.columns.str.strip().str.lower() + + # 重命名欄位 + orders = orders.rename(columns={ + 'order_id ': 'order_id', + 'product_id': 'product_id', + ' qty': 'qty' + }) + + # 清理金額：移除 $ 符號和逗號，轉為 float + orders['amount'] = orders['amount'].astype(str).str.replace('$', '').str.replace(',', '') + orders['amount'] = pd.to_numeric(orders['amount'], errors='coerce') + + # 解析日期 + orders['order_date'] = pd.to_datetime(orders['order_date'], errors='coerce') + + # 移除缺值 + orders = orders.dropna() + + # 去重 + orders = orders.drop_duplicates() + + # 讀取客戶資料和商品資料 + customers = pd.read_csv(customers_path) + products = pd.read_csv(products_path) + + # 合併客戶資料 + orders = orders.merge(customers, on='customer_id', how='left') + + # 合併商品資料 + orders = orders.merge(products, on='product_id', how='left') + + return orders def yellow_kpi_summary(df): @@ -85,8 +120,12 @@ def yellow_kpi_summary(df): "avg_order_value": float, # 平均客單價 } """ - # TODO: 你的程式碼 - pass + return { + "total_revenue": float(df['amount'].sum()), + "order_count": len(df), + "active_customers": df['customer_id'].nunique(), + "avg_order_value": float(df['amount'].mean()), + } def yellow_plotly_scatter(df): @@ -99,8 +138,15 @@ def yellow_plotly_scatter(df): 回傳 plotly Figure 物件 提示：px.scatter(hover_data=['product_name']) """ - # TODO: 你的程式碼 - pass + fig = px.scatter( + df, + x='unit_price', + y='amount', + color='category', + hover_data=['product_name'], + title="Unit Price vs Order Amount by Category" + ) + return fig # ============================================================ @@ -123,5 +169,94 @@ def red_dashboard(): 回傳 plotly Figure 物件 提示：from plotly.subplots import make_subplots """ - # TODO: 你的程式碼 - pass \ No newline at end of file + # 清理和合併資料 + df = yellow_clean_and_merge( + "datasets/ecommerce/orders_raw.csv", + "datasets/ecommerce/customers.csv", + "datasets/ecommerce/products.csv" + ) + + # 建立 2×2 subplot + fig = make_subplots( + rows=2, cols=2, + subplot_titles=( + "Monthly Revenue Trend", + "Top 10 Products by Revenue", + "Revenue by Region", + "Revenue Share by Category" + ), + specs=[ + [{"secondary_y": False}, {"secondary_y": False}], + [{"secondary_y": False}, {"type": "pie"}] + ] + ) + + # 1. 左上：月營收趨勢 (line) + df_copy = df.copy() + df_copy['month'] = df_copy['order_date'].dt.to_period('M').astype(str) + monthly_rev = df_copy.groupby('month')['amount'].sum().reset_index() + fig.add_trace( + go.Scatter( + x=monthly_rev['month'], + y=monthly_rev['amount'], + mode='lines+markers', + name='Monthly Revenue', + line=dict(color='#1f77b4') + ), + row=1, col=1 + ) + + # 2. 右上：Top 10 商品營收 (bar) + top10_products = df.groupby('product_name')['amount'].sum().nlargest(10).reset_index() + fig.add_trace( + go.Bar( + y=top10_products['product_name'], + x=top10_products['amount'], + orientation='h', + name='Product Revenue', + marker=dict(color='#ff7f0e') + ), + row=1, col=2 + ) + + # 3. 左下：各地區營收 (bar) + region_rev = df.groupby('region')['amount'].sum().reset_index() + fig.add_trace( + go.Bar( + x=region_rev['region'], + y=region_rev['amount'], + name='Region Revenue', + marker=dict(color='#2ca02c') + ), + row=2, col=1 + ) + + # 4. 右下：類別營收佔比 (pie) + category_rev = df.groupby('category')['amount'].sum().reset_index() + fig.add_trace( + go.Pie( + labels=category_rev['category'], + values=category_rev['amount'], + name='Category Share' + ), + row=2, col=2 + ) + + # 更新軸標籤 + fig.update_xaxes(title_text="Month", row=1, col=1) + fig.update_yaxes(title_text="Revenue ($)", row=1, col=1) + + fig.update_xaxes(title_text="Revenue ($)", row=1, col=2) + fig.update_yaxes(title_text="Product", row=1, col=2) + + fig.update_xaxes(title_text="Region", row=2, col=1) + fig.update_yaxes(title_text="Revenue ($)", row=2, col=1) + + # 設定整體標題 + fig.update_layout( + title_text="E-Commerce Dashboard", + height=900, + showlegend=True + ) + + return fig \ No newline at end of file