From bf62714d434fecc8b68dddf346601035a288f5b6 Mon Sep 17 00:00:00 2001
From: amilashanaka <dsa.amilashanaka@gmail.com>
Date: Wed, 30 Nov 2022 19:15:04 +0000
Subject: [PATCH] Product Category - Data Frequency
---
model.py | 41 +++++++++++++++++++++++++++++++++++++++++
1 file changed, 41 insertions(+)
diff --git a/model.py b/model.py
index 47326fc..60baa90 100644
--- a/model.py
+++ b/model.py
@@ -68,3 +68,44 @@ plt.ylabel("Product Category")
plt.title("Product Category - Data Frequency")
plt.show()
print(f"Number of ProductCategory \n{data['ProductCategory'].value_counts()}")
+
+
+# Number of samples according to Warehouse
+sns.countplot(x="Warehouse", data=data)
+plt.xticks(rotation = 0)
+plt.show()
+print(f"Number of samples according to Warehouse \n{data['Warehouse'].value_counts()}")
+
+sns.catplot(x="Month", y="OrderDemand", hue="Year", col="Warehouse",
+ data=data, kind="bar", height=4)
+plt.show()
+
+sns.violinplot(x="Year", y="OrderDemand", data=data)
+plt.show()
+
+df = data[['OrderDemand', 'Year']].groupby(["Year"]).sum().reset_index().sort_values(by='Year', ascending=False)
+f, ax=plt.subplots(figsize=(15, 5))
+sns.pointplot(x='Year', y='OrderDemand', data=df)
+plt.show()
+
+
+plt.pie(df['OrderDemand'], labels=df['Year'].unique(), autopct='%1.2f%%')
+plt.show()
+
+temp_data = data.copy()
+temp_data.Month.replace([1,2,3,4,5,6,7,8,9,10,11,12], ['Jan', 'Feb', 'Mar', 'Apr', 'May',
+ 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], inplace=True)
+df = temp_data[['OrderDemand',
+ 'Month', 'Year',]].groupby(["Year",
+ "Month"]).sum().reset_index().sort_values(by=['Year',
+ 'Month'], ascending=False)
+f, ax=plt.subplots(figsize=(15, 5))
+sns.pointplot(x='Year', y='OrderDemand', data=df, hue='Month', hue_order=['Jan', 'Feb', 'Mar', 'Apr', 'May',
+ 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])
+plt.show()
+
+
+# Monthly pivot table
+df = (df.pivot(index='Year', columns='Month', values='OrderDemand'))
+df = df.loc[:, ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']]
+df
\ No newline at end of file
--
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