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Last active May 15, 2020 05:35
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nyc_to_sharqiyahdata_with_love.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "nyc_to_sharqiyahdata_with_love.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyPdtMk9/y8AOcHI+WtAoqaz",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/iamaziz/e4c1d3b5914ec13c619d91b0c3b5492b/nyc_to_sharqiyahdata_with_love.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xwfhrnxmEvOX",
"colab_type": "text"
},
"source": [
"\n",
"\n",
"\n",
"\n",
"\n",
"![image](https://user-images.githubusercontent.com/3298308/82003512-8c9d4300-962e-11ea-9a59-2e1fa0dc1b11.png)\n",
"> Tweet: https://twitter.com/DataSharqiyah/status/1261084170832527361\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Jw5VXmgvjaBX",
"colab_type": "text"
},
"source": [
"\n",
"\n",
"---\n",
"\n",
"<div dir=\"rtl\" lang=\"ar\">\n",
"<meta charset=\"utf-8\">\n",
"\n",
"\n",
"\n",
"<h4>استنتاج </h4>\n",
"\n",
"<h3>\n",
"\n",
"أعلى المنتجات مبيعاً هي أدوات التجميل والمكياج (بالذات احمر الشفاه 💄 ) و يبدو ان حجم المبيعات تزيد حول رأس السنة !؟\n",
"\n",
"</h3>\n",
"</div>\n",
"\n",
"---\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "QQz8GaTdwtzT",
"colab_type": "code",
"colab": {}
},
"source": [
"import pandas as pd\n",
"# Download data here https://docs.google.com/file/d/1TtT3hY0LaunMN4eWj_k4IQ7HIcKgDa3I\n",
"data_file = \"sales_datasharqiyah.xlsx\"\n",
"df = pd.read_excel(data_file)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "uJ5LUy0uk83n",
"colab_type": "text"
},
"source": [
"# حجم المبيعات الشهرية لكل المنتجات\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "T9qfSFoKxpJG",
"colab_type": "code",
"outputId": "5366fe44-880a-498a-c03a-a0ae5d402c28",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 501
}
},
"source": [
"total_monthly_sales = df.groupby(by=['Year', 'Month'])\n",
"plot = total_monthly_sales['Total Sales Price'].sum().plot\n",
"plot(title=\"Total monthly sales\", legend=True);\n",
"plot.bar(figsize=(20,7));"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1440x504 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "O2tL2W9dlGKC",
"colab_type": "text"
},
"source": [
"# حجم المبيعات السنوية"
]
},
{
"cell_type": "code",
"metadata": {
"id": "6HPvX44AxvbO",
"colab_type": "code",
"outputId": "d9eb485f-4ed2-478c-ec3e-f1fe9d4a20fa",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 444
}
},
"source": [
"df.groupby('Year')[['Quantity Sold', 'Total Sales Price']].sum().plot.barh(title='Total sales per year', figsize=(20,7));"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x504 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RFxpCAcmlSai",
"colab_type": "text"
},
"source": [
"# اعلى المنتجات دخلاً على مستوى جميع البيانات"
]
},
{
"cell_type": "code",
"metadata": {
"id": "OLYZB5eSxqdP",
"colab_type": "code",
"outputId": "fabaadff-7f58-4ec1-ae33-a8f7b950b623",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"item_sales = df.groupby(by=['Item Description'])\n",
"total_income_per_item = item_sales['Total Sales Price'].sum().sort_values()\n",
"total_income_per_item.plot.barh(figsize=(20,20), legend=True, title='Top sales income per item');"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eIFNpyvllckS",
"colab_type": "text"
},
"source": [
"# اعلى المنتجات بعدد المبيعات على مستوى جميع البيانات"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aeGuwmJ-xrlv",
"colab_type": "code",
"outputId": "10f1a7fa-e869-4057-a7e8-ab876605b29b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"item_sales = df.groupby(by=['Item Description'])\n",
"item_sales['Quantity Sold'].count().sort_values().plot.barh(figsize=(20,20), legend=True, title='Top sales count per item');"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MFyCogaVll-M",
"colab_type": "text"
},
"source": [
"# المبيعات الشهرية على مستوى المنتج"
]
},
{
"cell_type": "code",
"metadata": {
"id": "HhYMfd_gllEn",
"colab_type": "code",
"colab": {}
},
"source": [
"monthly_sales_per_item = df.groupby(by=['Year', 'Month', 'Item Description'])"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "iSr0lHxalvoS",
"colab_type": "text"
},
"source": [
"## اعلى 10 شهور في دخل المبيعات على مستوى المنتج"
]
},
{
"cell_type": "code",
"metadata": {
"id": "qN2xca2Dlpya",
"colab_type": "code",
"outputId": "a0ec5fa8-b2eb-4446-ed6c-545c8f94b4e0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 444
}
},
"source": [
"top_10_months_income = monthly_sales_per_item[['Quantity Sold', 'Total Sales Price']].sum().sort_values(ascending=False, by='Total Sales Price')[:10]\n",
"top_10_months_income.plot.barh(figsize=(14,7), title='Top 10 months income sales per product');"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "EtYTktswlrI9",
"colab_type": "code",
"outputId": "1586de38-291d-475b-ecd8-d296cc8df004",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
}
},
"source": [
"top_10_months_income"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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></th>\n",
" <th></th>\n",
" <th>Quantity Sold</th>\n",
" <th>Total Sales Price</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th>Month</th>\n",
" <th>Item Description</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">2020</th>\n",
" <th>3</th>\n",
" <th>Sugar Scrub Coffee Cake 250Gm</th>\n",
" <td>128</td>\n",
" <td>9630.6800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>Sugar Scrub Coffee Cake 250Gm</th>\n",
" <td>115</td>\n",
" <td>8652.5400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>Lip Scrub Rose 38G</th>\n",
" <td>302</td>\n",
" <td>7764.6700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <th>11</th>\n",
" <th>Sugar Scrub Coffee Cake 250Gm</th>\n",
" <td>102</td>\n",
" <td>7651.9000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020</th>\n",
" <th>1</th>\n",
" <th>Sugar Scrub Coffee Cake 250Gm</th>\n",
" <td>100</td>\n",
" <td>7523.9600</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">2019</th>\n",
" <th>12</th>\n",
" <th>Sugar Scrub Coffee Cake 250Gm</th>\n",
" <td>92</td>\n",
" <td>6922.0600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <th>Lip Scrub Berry 38G</th>\n",
" <td>267</td>\n",
" <td>6852.5800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020</th>\n",
" <th>1</th>\n",
" <th>Lip Scrub Berry 38G</th>\n",
" <td>263</td>\n",
" <td>6754.2705</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">2019</th>\n",
" <th rowspan=\"2\" valign=\"top\">11</th>\n",
" <th>Salt Scrub Lvndr Grape 350</th>\n",
" <td>89</td>\n",
" <td>5848.1900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lip Scrub Vanilla Latte 38Gm</th>\n",
" <td>227</td>\n",
" <td>5836.1600</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Quantity Sold Total Sales Price\n",
"Year Month Item Description \n",
"2020 3 Sugar Scrub Coffee Cake 250Gm 128 9630.6800\n",
" 2 Sugar Scrub Coffee Cake 250Gm 115 8652.5400\n",
" 3 Lip Scrub Rose 38G 302 7764.6700\n",
"2019 11 Sugar Scrub Coffee Cake 250Gm 102 7651.9000\n",
"2020 1 Sugar Scrub Coffee Cake 250Gm 100 7523.9600\n",
"2019 12 Sugar Scrub Coffee Cake 250Gm 92 6922.0600\n",
" 11 Lip Scrub Berry 38G 267 6852.5800\n",
"2020 1 Lip Scrub Berry 38G 263 6754.2705\n",
"2019 11 Salt Scrub Lvndr Grape 350 89 5848.1900\n",
" Lip Scrub Vanilla Latte 38Gm 227 5836.1600"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N3h5Q0ZJl1nM",
"colab_type": "text"
},
"source": [
"\n",
"## اعلى 10 شهور في عدد المبيعات على مستوى المنتج"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Br2Jg0axlz1T",
"colab_type": "code",
"outputId": "508e47d1-3749-45c1-95c0-e24c64883e67",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 444
}
},
"source": [
"top_10_months_sales_count = monthly_sales_per_item[['Quantity Sold', 'Total Sales Price']].sum().sort_values(ascending=False, by='Quantity Sold')[:10]\n",
"top_10_months_sales_count.plot.barh(figsize=(14,7), title='Top 10 months sales count per product');"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "UKWJMK2ql4KS",
"colab_type": "code",
"outputId": "5b38c5b4-4e7b-4c96-d431-536b8a9a0522",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
}
},
"source": [
"top_10_months_sales_count"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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></th>\n",
" <th></th>\n",
" <th>Quantity Sold</th>\n",
" <th>Total Sales Price</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th>Month</th>\n",
" <th>Item Description</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020</th>\n",
" <th>3</th>\n",
" <th>Lip Scrub Rose 38G</th>\n",
" <td>302</td>\n",
" <td>7764.6700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <th>11</th>\n",
" <th>Lip Scrub Berry 38G</th>\n",
" <td>267</td>\n",
" <td>6852.5800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020</th>\n",
" <th>1</th>\n",
" <th>Lip Scrub Berry 38G</th>\n",
" <td>263</td>\n",
" <td>6754.2705</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <th>11</th>\n",
" <th>Lip Scrub Vanilla Latte 38Gm</th>\n",
" <td>227</td>\n",
" <td>5836.1600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020</th>\n",
" <th>1</th>\n",
" <th>Lip Scrub Vanilla Latte 38Gm</th>\n",
" <td>178</td>\n",
" <td>4576.5500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <th>11</th>\n",
" <th>Lip Scrub Rose 38G</th>\n",
" <td>175</td>\n",
" <td>4476.0900</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">2020</th>\n",
" <th rowspan=\"2\" valign=\"top\">2</th>\n",
" <th>Lip Scrub Berry 38G</th>\n",
" <td>166</td>\n",
" <td>4267.9795</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lip Scrub Vanilla Latte 38Gm</th>\n",
" <td>159</td>\n",
" <td>4088.0395</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">2019</th>\n",
" <th>8</th>\n",
" <th>Bodycar Berry Lip Balm 9Gm</th>\n",
" <td>153</td>\n",
" <td>3635.7900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <th>Lip Scrub Berry 38G</th>\n",
" <td>132</td>\n",
" <td>3393.7895</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Quantity Sold Total Sales Price\n",
"Year Month Item Description \n",
"2020 3 Lip Scrub Rose 38G 302 7764.6700\n",
"2019 11 Lip Scrub Berry 38G 267 6852.5800\n",
"2020 1 Lip Scrub Berry 38G 263 6754.2705\n",
"2019 11 Lip Scrub Vanilla Latte 38Gm 227 5836.1600\n",
"2020 1 Lip Scrub Vanilla Latte 38Gm 178 4576.5500\n",
"2019 11 Lip Scrub Rose 38G 175 4476.0900\n",
"2020 2 Lip Scrub Berry 38G 166 4267.9795\n",
" Lip Scrub Vanilla Latte 38Gm 159 4088.0395\n",
"2019 8 Bodycar Berry Lip Balm 9Gm 153 3635.7900\n",
" 12 Lip Scrub Berry 38G 132 3393.7895"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uXDALaNy05Pj",
"colab_type": "text"
},
"source": [
"# إجمالي المبيعات اليومية"
]
},
{
"cell_type": "code",
"metadata": {
"id": "T2stc12i09VL",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"outputId": "8be71a28-0c3d-4632-e5bd-81c6a70f1147"
},
"source": [
"df['Date'] = pd.to_datetime(df['Year'].astype(str) + '-' + df['Month'].astype(str) + '-' + df['Day'].astype(str))\n",
"df.groupby('Date').sum()['Total Sales Price'].plot(figsize=(25,7), grid=True, title=\"Daily Total Sales\");"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x504 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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