Spaces:
Sleeping
Sleeping
File size: 5,986 Bytes
38c1a14 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 | {
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"id": "18eacdbd",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import os\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "1429805a",
"metadata": {},
"outputs": [],
"source": [
"file_path = '../data/raw/online_retail_II.xlsx'\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "907ab9ac",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading data...\n"
]
}
],
"source": [
"df = pd.read_excel(file_path, sheet_name='Year 2009-2010')"
]
},
{
"cell_type": "markdown",
"id": "0386fe66",
"metadata": {},
"source": [
"# Basic Sanity Check\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0c568d7f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data loaded successfully!\n",
"Total Rows: 525461\n",
"Total Columns: 8\n"
]
}
],
"source": [
"print(\"Data loaded successfully!\")\n",
"print(f\"Total Rows: {df.shape[0]}\")\n",
"print(f\"Total Columns: {df.shape[1]}\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "be9a7f30",
"metadata": {},
"source": [
"# Preview data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b8a911f7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Invoice</th>\n",
" <th>StockCode</th>\n",
" <th>Description</th>\n",
" <th>Quantity</th>\n",
" <th>InvoiceDate</th>\n",
" <th>Price</th>\n",
" <th>Customer ID</th>\n",
" <th>Country</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>489434</td>\n",
" <td>85048</td>\n",
" <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
" <td>12</td>\n",
" <td>2009-12-01 07:45:00</td>\n",
" <td>6.95</td>\n",
" <td>13085.0</td>\n",
" <td>United Kingdom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>489434</td>\n",
" <td>79323P</td>\n",
" <td>PINK CHERRY LIGHTS</td>\n",
" <td>12</td>\n",
" <td>2009-12-01 07:45:00</td>\n",
" <td>6.75</td>\n",
" <td>13085.0</td>\n",
" <td>United Kingdom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>489434</td>\n",
" <td>79323W</td>\n",
" <td>WHITE CHERRY LIGHTS</td>\n",
" <td>12</td>\n",
" <td>2009-12-01 07:45:00</td>\n",
" <td>6.75</td>\n",
" <td>13085.0</td>\n",
" <td>United Kingdom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>489434</td>\n",
" <td>22041</td>\n",
" <td>RECORD FRAME 7\" SINGLE SIZE</td>\n",
" <td>48</td>\n",
" <td>2009-12-01 07:45:00</td>\n",
" <td>2.10</td>\n",
" <td>13085.0</td>\n",
" <td>United Kingdom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>489434</td>\n",
" <td>21232</td>\n",
" <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
" <td>24</td>\n",
" <td>2009-12-01 07:45:00</td>\n",
" <td>1.25</td>\n",
" <td>13085.0</td>\n",
" <td>United Kingdom</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Invoice StockCode Description Quantity \\\n",
"0 489434 85048 15CM CHRISTMAS GLASS BALL 20 LIGHTS 12 \n",
"1 489434 79323P PINK CHERRY LIGHTS 12 \n",
"2 489434 79323W WHITE CHERRY LIGHTS 12 \n",
"3 489434 22041 RECORD FRAME 7\" SINGLE SIZE 48 \n",
"4 489434 21232 STRAWBERRY CERAMIC TRINKET BOX 24 \n",
"\n",
" InvoiceDate Price Customer ID Country \n",
"0 2009-12-01 07:45:00 6.95 13085.0 United Kingdom \n",
"1 2009-12-01 07:45:00 6.75 13085.0 United Kingdom \n",
"2 2009-12-01 07:45:00 6.75 13085.0 United Kingdom \n",
"3 2009-12-01 07:45:00 2.10 13085.0 United Kingdom \n",
"4 2009-12-01 07:45:00 1.25 13085.0 United Kingdom "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"display(df.head())"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|