{"cells":[{"cell_type":"markdown","metadata":{"id":"vncDsAP0Gaoa"},"source":["## **Project Name** <br>   - Sales Prediction : Predicting sales of a major store chain Rossmann\n","\n"]},{"cell_type":"markdown","metadata":{"id":"FJNUwmbgGyua"},"source":["# **Project Summary -**"]},{"cell_type":"markdown","metadata":{"id":"F6v_1wHtG2nS"},"source":["**Rossman Sales Prediction** data contains historical sales data for a retail store chain. The data includes information about the store such as Competitior’s Detail, holiday’s, number of the customers, sale transaction's date and amount of sale on each day. We were tasked **to forecast the \"Sales\"** for the test set.\n","\n","After understanding the data and getting variables, we first gathered and **cleaned the data, handled the null values** and finally for getting better results we **merged** two datasets after that we have also typecasted the needed features into required format by **type casting** in order to visualize them properly. We performed indepth **EDA** and plotted different types of graphs by separating them into univariate, bivariate and multivariate categories as a result, We came accross some meaningful insights that helped us to make future decisions of ML model pipeline. Then further on, using **feature engineering** and data preprocessing  we have extracted new features like PromoDuration and CompetitionDuration with the help of some features which are not directly impacting to Sales. We also tried to get some impacting features by removing **multicollinearity** within the independent variables with the help of **various inflation factor(VIF)**. Under the umbrella of feature engineering we have detected and treated the outliers with the help of **IQR technique** and capped all the outliers of continous features in 25-75 percentile. Also, we noticed that some of the features were categorical in nature and ML model can not understand the language of alphabets(strings).So, we have encoded them into numericals using **One-Hot Encoding technique** as they were unordered in nature.\n","\n","In order to get normally distributed data we have applied various **transformation techniques** such as Logarithmic Transformation, Exponential Transformation, Square root Transformation and some others as well and plotted the quantie-quantile plot to visualize how far our data points are from the normal distribution.To scale the data We used the sklearn library **StandardScaler**.\n","\n","Now as we are ready with our final features we **splitted** it into training and testing sets. Next, we choose some **machine learning algorithms** and use the training data to train the model. Finally, we evaluated the model's performance on the testing data to see how well it is able to predict the sales for the real time data. For this task we used many machine learning algorithms, such as **linear regression, decision trees, random forests, LightGBM and XGboost**. For the less complex models like **Linear Regression**, we could achieve the **r2 score of 0.75** and **accuracy i.e 100-MAPE of 93%** even after applying regularisation techniques such as Lasso,Ridge and Elstic Net. In order to capture **more variance** and train our model more aptly, we decided to go for **more complex models** one by one. After training our datasets on decision trees, random forests, LightGBM and XGboost, we could gather the **r2 score of 0.94** with the best **accuracy of 97% using XGboost** with mean absolute percentage error of only 2%. Also we got the mean of residuals as 0.0 which is indicating towards perfectly normally distributed residuals which is one of the good characteristics of good residual plot. From the above experiments and identifications, we have choosen the **XGboost** as our **final optimal model** among all 5 models for deployment as it is predicting the highest accuracy with the least error.\n","\n","Overall, while building a machine learning model on Rossman Sales Prediction Data, we applied combination of **data processing, machine learning techniques, and model evaluation skills.** It was a challenging task and we faced some failures as well but with the right approach and knowledge, we successfully created a model that can accurately predict sales upto six weeks in advance!\n","\n"]},{"cell_type":"markdown","metadata":{"id":"w6K7xa23Elo4"},"source":["# **GitHub Link -**"]},{"cell_type":"markdown","metadata":{"id":"h1o69JH3Eqqn"},"source":["https://github.com/manish7272/Retail_Sales_Prediction-main"]},{"cell_type":"markdown","metadata":{"id":"yQaldy8SH6Dl"},"source":["# **Problem Statement**\n"]},{"cell_type":"markdown","metadata":{"id":"DpeJGUA3kjGy"},"source":["Rossmann operates over 3,000 drug stores in 7 European countries. Currently, Rossmann store managers are tasked with predicting their daily sales for up to six weeks in advance. Store sales are influenced by many factors, including promotions, competition, school and state holidays, seasonality, and locality. With thousands of individual managers predicting sales based on their unique circumstances, the accuracy of results can be quite varied.\n","You are provided with historical sales data for 1,115 Rossmann stores. The task is to forecast the \"Sales\" column for the test set. Note that some stores in the dataset were temporarily closed for refurbishment."]},{"cell_type":"markdown","metadata":{"id":"N0RfPBk5U8KS"},"source":["**Rossmann Stores Data.csv** - historical data including Sales\n","\n","**Store.csv** - supplemental information about the stores\n","\n","**Data fields**\n","\n","Most of the fields are self-explanatory. The following are descriptions for those that aren't.\n","\n","**Id** - an Id that represents a (Store, Date) duple within the test set\n","\n","**Store** - a unique Id for each store\n","\n","**Sales** - the turnover for any given day (this is what you are predicting)\n","\n","**Customers** - the number of customers on a given day\n","\n","**Open** - an indicator for whether the store was open: 0 = closed, 1 = open\n","\n","**StateHoliday** - indicates a state holiday.\n","\n","**SchoolHoliday** - indicates if the (Store, Date) was affected by the closure of public schools\n","\n","**StoreType** - differentiates between 4 different store models: a, b, c, d\n","\n","**Assortment** - describes an assortment level: a = basic, b = extra, c = extended\n","\n","**CompetitionDistance** - distance in meters to the nearest competitor store\n","\n","**CompetitionOpenSince[Month/Year]** - gives the approximate year and month of the time the nearest competitor was opened\n","\n","**Promo** - indicates whether a store is running a promo on that day\n","\n","**Promo2** - Promo2 is a continuing and consecutive promotion for some stores: 0 = store is not participating, 1 = store is participating\n","\n","**Promo2Since[Year/Week]** - describes the year and calendar week when the store started participating in Promo2\n","\n","**PromoInterval** - describes the consecutive intervals Promo2 is started, naming the months the promotion is started a new. E.g. \"Feb,May,Aug,Nov\" means each round starts in February, May, August, November of any given year for that store."]},{"cell_type":"markdown","metadata":{"id":"mDgbUHAGgjLW"},"source":["# **General Guidelines** : -  "]},{"cell_type":"markdown","metadata":{"id":"ZrxVaUj-hHfC"},"source":["1.   Well-structured, formatted, and commented code is required.\n","2.   Exception Handling, Production Grade Code & Deployment Ready Code will be a plus. Those students will be awarded some additional credits.\n","     \n","     The additional credits will have advantages over other students during Star Student selection.\n","       \n","             [ Note: - Deployment Ready Code is defined as, the whole .ipynb notebook should be executable in one go\n","                       without a single error logged. ]\n","\n","3.   Each and every logic should have proper comments.\n","4. You may add as many number of charts you want. Make Sure for each and every chart the following format should be answered.\n","        \n","\n","```\n","# Chart visualization code\n","```\n","            \n","\n","*   Why did you pick the specific chart?\n","*   What is/are the insight(s) found from the chart?\n","* Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason.\n","\n","5. You have to create at least 15 logical & meaningful charts having important insights.\n","\n","\n","[ Hints : - Do the Vizualization in  a structured way while following \"UBM\" Rule.\n","\n","U - Univariate Analysis,\n","\n","B - Bivariate Analysis (Numerical - Categorical, Numerical - Numerical, Categorical - Categorical)\n","\n","M - Multivariate Analysis\n"," ]\n","\n","\n","\n","\n","\n","6. You may add more ml algorithms for model creation. Make sure for each and every algorithm, the following format should be answered.\n","\n","\n","*   Explain the ML Model used and it's performance using Evaluation metric Score Chart.\n","\n","\n","*   Cross- Validation & Hyperparameter Tuning\n","\n","*   Have you seen any improvement? Note down the improvement with updates Evaluation metric Score Chart.\n","\n","*   Explain each evaluation metric's indication towards business and the business impact pf the ML model used.\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"O_i_v8NEhb9l"},"source":["# ***Let's Begin !***"]},{"cell_type":"markdown","metadata":{"id":"id3oRuhCw2uW"},"source":["## ***1. Know Your Data***"]},{"cell_type":"markdown","metadata":{"id":"cATrm8YHw2uW"},"source":["### Import Libraries"]},{"cell_type":"code","execution_count":54,"metadata":{"id":"XTnC1R3G5SYI"},"outputs":[],"source":["# !pip install numpy\n","# !pip install pandas\n","# !pip install sklearn\n","\n","# !pip install matplotlib\n","# !pip install seaborn\n","\n","# !pip install missingno\n","# !pip install graphviz\n","# !pip install SHAP\n","\n","# !pip install lightgbm\n","# !pip install xgboost\n","\n","# !pip install streamlit"]},{"cell_type":"code","execution_count":55,"metadata":{"id":"GEZUwB6Tut6D","scrolled":true},"outputs":[],"source":["# Importing basic libraries for data processing\n","import numpy as np\n","import pandas as pd\n","import math\n","from datetime import datetime\n","\n","# Importing libraries for data visualization\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","import seaborn as sns\n","\n","# importing missingo library which helps us to visualize the missing values\n","import missingno as msno\n","\n","# Adding this to ignore future warnings\n","import warnings\n","warnings.filterwarnings(\"ignore\")\n","\n","# Importing pearson corelation library for hypothesis testing\n","from scipy.stats import pearsonr\n","\n","\n","# Importing libraries for model implimentation\n","from sklearn.linear_model import LinearRegression\n","from sklearn.linear_model import Ridge\n","from sklearn.linear_model import Lasso\n","from sklearn.linear_model import ElasticNet\n","from sklearn.tree import DecisionTreeRegressor\n","from sklearn.ensemble import RandomForestRegressor\n","from lightgbm import LGBMRegressor\n","from xgboost import XGBRegressor\n","\n","# Importing libraries for hyperparameter tuning\n","from sklearn.model_selection import GridSearchCV\n","from sklearn.model_selection import RandomizedSearchCV\n","\n","# Importing libraries for visualizing decison tree\n","from sklearn.tree import DecisionTreeClassifier, export_graphviz\n","from sklearn import tree\n","from IPython.display import SVG\n","from graphviz import Source\n","from IPython.display import display\n","\n","# Importing regression metrics to check the model performance\n","from sklearn.metrics import mean_absolute_error\n","from sklearn.metrics import mean_squared_error\n","from sklearn.metrics import r2_score\n","from sklearn.metrics import mean_absolute_percentage_error\n","\n","# Improting library for saving model as pickle file\n","import pickle\n"]},{"cell_type":"markdown","metadata":{"id":"54kDRYszw2uX"},"source":["### Dataset Loading"]},{"cell_type":"code","execution_count":56,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3093,"status":"ok","timestamp":1714273836079,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"AxELEt_e9-C1","outputId":"f8b54957-372c-491f-fb63-cbc50196f643"},"outputs":[],"source":["# from google.colab import drive\n","# drive.mount('/content/drive')"]},{"cell_type":"code","execution_count":57,"metadata":{"executionInfo":{"elapsed":1101,"status":"ok","timestamp":1714273827210,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"6O3G1hpmIXob"},"outputs":[],"source":["# # Load Dataset\n","\n","# df_rossmann= pd.read_csv(r\"/content/drive/MyDrive/rossmann/1.0/Dataset/Rossmann Stores Data.csv\")\n","# df_store= pd.read_csv(r\"/content/drive/MyDrive/rossmann/1.0/Dataset/store.csv\")"]},{"cell_type":"code","execution_count":58,"metadata":{},"outputs":[],"source":["# Load Dataset\n","\n","df_rossmann= pd.read_csv(\"../Dataset/Rossmann Stores Data.csv\")\n","df_store= pd.read_csv(\"../Dataset/store.csv\")"]},{"cell_type":"markdown","metadata":{"id":"XGi210kGw2uX"},"source":["### Dataset First View"]},{"cell_type":"code","execution_count":59,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":941,"status":"ok","timestamp":1714273830494,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"LEQlHjDDw2uX","outputId":"08020fe7-e40a-4506-8847-6d3cfa88cd29"},"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>Store</th>\n","      <th>DayOfWeek</th>\n","      <th>Date</th>\n","      <th>Sales</th>\n","      <th>Customers</th>\n","      <th>Open</th>\n","      <th>Promo</th>\n","      <th>StateHoliday</th>\n","      <th>SchoolHoliday</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>5263</td>\n","      <td>555</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>6064</td>\n","      <td>625</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>8314</td>\n","      <td>821</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>13995</td>\n","      <td>1498</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>4822</td>\n","      <td>559</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Store  DayOfWeek        Date  Sales  Customers  Open  Promo StateHoliday  \\\n","0      1          5  2015-07-31   5263        555     1      1            0   \n","1      2          5  2015-07-31   6064        625     1      1            0   \n","2      3          5  2015-07-31   8314        821     1      1            0   \n","3      4          5  2015-07-31  13995       1498     1      1            0   \n","4      5          5  2015-07-31   4822        559     1      1            0   \n","\n","   SchoolHoliday  \n","0              1  \n","1              1  \n","2              1  \n","3              1  \n","4              1  "]},"execution_count":59,"metadata":{},"output_type":"execute_result"}],"source":["# Dataset First Look of rossmann dataset\n","df_rossmann.head()"]},{"cell_type":"code","execution_count":60,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1714273832354,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"nJjnpQjNkvDa","outputId":"ea4ee979-a5c2-4f84-a95e-07ab5c38ca7c"},"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>Store</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>c</td>\n","      <td>a</td>\n","      <td>1270.0</td>\n","      <td>9.0</td>\n","      <td>2008.0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>570.0</td>\n","      <td>11.0</td>\n","      <td>2007.0</td>\n","      <td>1</td>\n","      <td>13.0</td>\n","      <td>2010.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>14130.0</td>\n","      <td>12.0</td>\n","      <td>2006.0</td>\n","      <td>1</td>\n","      <td>14.0</td>\n","      <td>2011.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>c</td>\n","      <td>c</td>\n","      <td>620.0</td>\n","      <td>9.0</td>\n","      <td>2009.0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>29910.0</td>\n","      <td>4.0</td>\n","      <td>2015.0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Store StoreType Assortment  CompetitionDistance  CompetitionOpenSinceMonth  \\\n","0      1         c          a               1270.0                        9.0   \n","1      2         a          a                570.0                       11.0   \n","2      3         a          a              14130.0                       12.0   \n","3      4         c          c                620.0                        9.0   \n","4      5         a          a              29910.0                        4.0   \n","\n","   CompetitionOpenSinceYear  Promo2  Promo2SinceWeek  Promo2SinceYear  \\\n","0                    2008.0       0              NaN              NaN   \n","1                    2007.0       1             13.0           2010.0   \n","2                    2006.0       1             14.0           2011.0   \n","3                    2009.0       0              NaN              NaN   \n","4                    2015.0       0              NaN              NaN   \n","\n","     PromoInterval  \n","0              NaN  \n","1  Jan,Apr,Jul,Oct  \n","2  Jan,Apr,Jul,Oct  \n","3              NaN  \n","4              NaN  "]},"execution_count":60,"metadata":{},"output_type":"execute_result"}],"source":["# Dataset First Look of store dataset\n","df_store.head()"]},{"cell_type":"markdown","metadata":{"id":"CxeYxZQ2w2uY"},"source":["### Dataset Rows & Columns count"]},{"cell_type":"code","execution_count":61,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1714273837901,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"JUVcRqpFw2uY","outputId":"a6dc37a8-bb9c-46a7-87dd-12fa151c8fd6"},"outputs":[{"name":"stdout","output_type":"stream","text":["Rossmann dataset: Rows=1017209, Columns=9\n","Store dataset: Rows=1115, Columns=10\n"]}],"source":["# Dataset Rows & Columns count\n","print(f\"Rossmann dataset: Rows={df_rossmann.shape[0]}, Columns={df_rossmann.shape[1]}\")\n","print(f\"Store dataset: Rows={df_store.shape[0]}, Columns={df_store.shape[1]}\")"]},{"cell_type":"markdown","metadata":{"id":"13Qk_AJgw2uY"},"source":["### Dataset Information"]},{"cell_type":"code","execution_count":62,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":759,"status":"ok","timestamp":1714273846584,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"e9hRXRi6meOf","outputId":"d68b0bb1-d036-42fe-dd1b-a156a1751c5b"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1017209 entries, 0 to 1017208\n","Data columns (total 9 columns):\n"," #   Column         Non-Null Count    Dtype \n","---  ------         --------------    ----- \n"," 0   Store          1017209 non-null  int64 \n"," 1   DayOfWeek      1017209 non-null  int64 \n"," 2   Date           1017209 non-null  object\n"," 3   Sales          1017209 non-null  int64 \n"," 4   Customers      1017209 non-null  int64 \n"," 5   Open           1017209 non-null  int64 \n"," 6   Promo          1017209 non-null  int64 \n"," 7   StateHoliday   1017209 non-null  object\n"," 8   SchoolHoliday  1017209 non-null  int64 \n","dtypes: int64(7), object(2)\n","memory usage: 69.8+ MB\n"]}],"source":["# Rossmann Dataset Info\n","df_rossmann.info()"]},{"cell_type":"code","execution_count":63,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1714273846585,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"Vgz0L-6SnY12","outputId":"53722ddd-4fe8-4e7d-f6c5-5641e2732669"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1115 entries, 0 to 1114\n","Data columns (total 10 columns):\n"," #   Column                     Non-Null Count  Dtype  \n","---  ------                     --------------  -----  \n"," 0   Store                      1115 non-null   int64  \n"," 1   StoreType                  1115 non-null   object \n"," 2   Assortment                 1115 non-null   object \n"," 3   CompetitionDistance        1112 non-null   float64\n"," 4   CompetitionOpenSinceMonth  761 non-null    float64\n"," 5   CompetitionOpenSinceYear   761 non-null    float64\n"," 6   Promo2                     1115 non-null   int64  \n"," 7   Promo2SinceWeek            571 non-null    float64\n"," 8   Promo2SinceYear            571 non-null    float64\n"," 9   PromoInterval              571 non-null    object \n","dtypes: float64(5), int64(2), object(3)\n","memory usage: 87.2+ KB\n"]}],"source":["# Store Dataset Info\n","df_store.info()"]},{"cell_type":"markdown","metadata":{"id":"ODaXyvW2w2uZ"},"source":["#### Duplicate Values"]},{"cell_type":"code","execution_count":64,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":919,"status":"ok","timestamp":1714273847497,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"1sLdpKYkmox0","outputId":"fd787302-eb04-44f8-aa5f-6c0a5f757f51"},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of duplicated rows in Rossmann dataset: 0\n","Number of duplicated rows in Store dataset: 0\n"]}],"source":["# Dataset Duplicate Value Count\n","print(f\"Number of duplicated rows in Rossmann dataset: {df_rossmann.duplicated().sum()}\")\n","print(f\"Number of duplicated rows in Store dataset: {df_store.duplicated().sum()}\")"]},{"cell_type":"markdown","metadata":{"id":"0igBJLeQ7Njd"},"source":["We do not have any duplicated rows in both the dataset and that is very good for us."]},{"cell_type":"markdown","metadata":{"id":"fFeesttDw2uZ"},"source":["#### Missing Values/Null Values"]},{"cell_type":"code","execution_count":65,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":728,"status":"ok","timestamp":1714273848214,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"GgHWkxvamxVg","outputId":"5397b930-7f07-4917-b2b7-0e2ffc83db65"},"outputs":[{"name":"stdout","output_type":"stream","text":["--------------------------------------------------\n","Null values count in Rossmann dataset:\n","Store            0\n","DayOfWeek        0\n","Date             0\n","Sales            0\n","Customers        0\n","Open             0\n","Promo            0\n","StateHoliday     0\n","SchoolHoliday    0\n","dtype: int64\n","\n","--------------------------------------------------\n","Null values count in Store dataset:\n","Store                          0\n","StoreType                      0\n","Assortment                     0\n","CompetitionDistance            3\n","CompetitionOpenSinceMonth    354\n","CompetitionOpenSinceYear     354\n","Promo2                         0\n","Promo2SinceWeek              544\n","Promo2SinceYear              544\n","PromoInterval                544\n","dtype: int64\n","--------------------------------------------------\n","Infinite values count in Rossmann dataset:\n","Store            0\n","DayOfWeek        0\n","Date             0\n","Sales            0\n","Customers        0\n","Open             0\n","Promo            0\n","StateHoliday     0\n","SchoolHoliday    0\n","dtype: int64\n","\n","--------------------------------------------------\n","Infinite values count in Store dataset:\n","Store                        0\n","StoreType                    0\n","Assortment                   0\n","CompetitionDistance          0\n","CompetitionOpenSinceMonth    0\n","CompetitionOpenSinceYear     0\n","Promo2                       0\n","Promo2SinceWeek              0\n","Promo2SinceYear              0\n","PromoInterval                0\n","dtype: int64\n","--------------------------------------------------\n"]}],"source":["# Missing Values/Null Values Count\n","print(\"-\"*50)\n","print(f\"Null values count in Rossmann dataset:\\n{df_rossmann.isna().sum()}\\n\")\n","print(\"-\"*50)\n","print(f\"Null values count in Store dataset:\\n{df_store.isna().sum()}\")\n","print(\"-\"*50)\n","print(f\"Infinite values count in Rossmann dataset:\\n{df_rossmann.isin([np.inf, -np.inf]).sum()}\\n\")\n","print(\"-\"*50)\n","print(f\"Infinite values count in Store dataset:\\n{df_store.isin([np.inf, -np.inf]).sum()}\")\n","print(\"-\"*50)"]},{"cell_type":"markdown","metadata":{"id":"shzhPzjAJcV9"},"source":["We don't have null or infinite values Rossmann's dataset but have some null values in Store dataset and we have to deal with it in future."]},{"cell_type":"code","execution_count":66,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":437},"executionInfo":{"elapsed":2848,"status":"ok","timestamp":1714273851055,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"lcRAVBJHw2uc","outputId":"0d9bfdd1-96ca-4844-c88f-6eda778a1431"},"outputs":[{"data":{"text/plain":["<Axes: >"]},"execution_count":66,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1000x300 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Visualizing the missing values in Rossmann dataset\n","msno.bar(df_rossmann,figsize=(10,3), color=\"dodgerblue\", sort=\"ascending\", fontsize=10)"]},{"cell_type":"code","execution_count":67,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":492},"executionInfo":{"elapsed":1160,"status":"ok","timestamp":1714273852199,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"N3qLBUaeMbbV","outputId":"e02b2304-f5f6-49aa-df49-daeeb9bae167"},"outputs":[{"data":{"text/plain":["<Axes: >"]},"execution_count":67,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1000x300 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Visualizing the missing values in Store dataset\n","msno.bar(df_store,figsize=(10,3), color=\"tomato\", sort=\"ascending\",fontsize=10)"]},{"cell_type":"markdown","metadata":{"id":"WqnHH9aAw2uc"},"source":["### What did you know about your dataset?"]},{"cell_type":"markdown","metadata":{"id":"IDLuAdzkw2uc"},"source":["Till now we get to know the following points about our dataset:\n","1. **'Rossmann dataset'** is having **1017209 rows and 9 columns** and does not have any null value.\n","2. **'Stores dataset'** is having **1115 rows and 10 columns**. It contains null values in total six features viz. CompetitionDistance,CompetitionOpenSinceMonth, CompetitionOpenSinceYear, Promo2SinceWeek,Promo2SinceYear and PromoInterval.\n","3. There are **no duplicate** values present in both the datasets.\n","4. There are total 4 **categorical features** in 'Rossmann' dataset namely Open, Promo, StateHoliday and SchoolHoliday and 'Stores' contain categorical features namely StoreType, Assortment, Promo2, PromoInterval.\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"mqtLGGnvxJIR"},"source":["## ***2. Understanding Your Variables***"]},{"cell_type":"code","execution_count":68,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":37,"status":"ok","timestamp":1714273852200,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"j7xfkqrt5Ag5","outputId":"c4f8873d-7b49-4637-a3ad-2692dcd76340"},"outputs":[{"name":"stdout","output_type":"stream","text":["Column names of Rossmann dataset is:\n","['Store', 'DayOfWeek', 'Date', 'Sales', 'Customers', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday']\n","Column names of Store dataset is:\n","['Store', 'StoreType', 'Assortment', 'CompetitionDistance', 'CompetitionOpenSinceMonth', 'CompetitionOpenSinceYear', 'Promo2', 'Promo2SinceWeek', 'Promo2SinceYear', 'PromoInterval']\n"]}],"source":["# Dataset Columns\n","print(f\"Column names of Rossmann dataset is:\\n{df_rossmann.columns.tolist()}\")\n","print(f\"Column names of Store dataset is:\\n{df_store.columns.tolist()}\")"]},{"cell_type":"code","execution_count":69,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":394},"executionInfo":{"elapsed":30,"status":"ok","timestamp":1714273852200,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"DnOaZdaE5Q5t","outputId":"ce76670f-1b3d-476d-ff38-42d0471e1435"},"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>Store</th>\n","      <th>DayOfWeek</th>\n","      <th>Date</th>\n","      <th>Sales</th>\n","      <th>Customers</th>\n","      <th>Open</th>\n","      <th>Promo</th>\n","      <th>StateHoliday</th>\n","      <th>SchoolHoliday</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>1.017209e+06</td>\n","      <td>1.017209e+06</td>\n","      <td>1017209</td>\n","      <td>1.017209e+06</td>\n","      <td>1.017209e+06</td>\n","      <td>1.017209e+06</td>\n","      <td>1.017209e+06</td>\n","      <td>1017209</td>\n","      <td>1.017209e+06</td>\n","    </tr>\n","    <tr>\n","      <th>unique</th>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>942</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>5</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>top</th>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>2015-07-31</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>freq</th>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1115</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>855087</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>5.584297e+02</td>\n","      <td>3.998341e+00</td>\n","      <td>NaN</td>\n","      <td>5.773819e+03</td>\n","      <td>6.331459e+02</td>\n","      <td>8.301067e-01</td>\n","      <td>3.815145e-01</td>\n","      <td>NaN</td>\n","      <td>1.786467e-01</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>3.219087e+02</td>\n","      <td>1.997391e+00</td>\n","      <td>NaN</td>\n","      <td>3.849926e+03</td>\n","      <td>4.644117e+02</td>\n","      <td>3.755392e-01</td>\n","      <td>4.857586e-01</td>\n","      <td>NaN</td>\n","      <td>3.830564e-01</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>1.000000e+00</td>\n","      <td>1.000000e+00</td>\n","      <td>NaN</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000e+00</td>\n","      <td>NaN</td>\n","      <td>0.000000e+00</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>2.800000e+02</td>\n","      <td>2.000000e+00</td>\n","      <td>NaN</td>\n","      <td>3.727000e+03</td>\n","      <td>4.050000e+02</td>\n","      <td>1.000000e+00</td>\n","      <td>0.000000e+00</td>\n","      <td>NaN</td>\n","      <td>0.000000e+00</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>5.580000e+02</td>\n","      <td>4.000000e+00</td>\n","      <td>NaN</td>\n","      <td>5.744000e+03</td>\n","      <td>6.090000e+02</td>\n","      <td>1.000000e+00</td>\n","      <td>0.000000e+00</td>\n","      <td>NaN</td>\n","      <td>0.000000e+00</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>8.380000e+02</td>\n","      <td>6.000000e+00</td>\n","      <td>NaN</td>\n","      <td>7.856000e+03</td>\n","      <td>8.370000e+02</td>\n","      <td>1.000000e+00</td>\n","      <td>1.000000e+00</td>\n","      <td>NaN</td>\n","      <td>0.000000e+00</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>1.115000e+03</td>\n","      <td>7.000000e+00</td>\n","      <td>NaN</td>\n","      <td>4.155100e+04</td>\n","      <td>7.388000e+03</td>\n","      <td>1.000000e+00</td>\n","      <td>1.000000e+00</td>\n","      <td>NaN</td>\n","      <td>1.000000e+00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["               Store     DayOfWeek        Date         Sales     Customers  \\\n","count   1.017209e+06  1.017209e+06     1017209  1.017209e+06  1.017209e+06   \n","unique           NaN           NaN         942           NaN           NaN   \n","top              NaN           NaN  2015-07-31           NaN           NaN   \n","freq             NaN           NaN        1115           NaN           NaN   \n","mean    5.584297e+02  3.998341e+00         NaN  5.773819e+03  6.331459e+02   \n","std     3.219087e+02  1.997391e+00         NaN  3.849926e+03  4.644117e+02   \n","min     1.000000e+00  1.000000e+00         NaN  0.000000e+00  0.000000e+00   \n","25%     2.800000e+02  2.000000e+00         NaN  3.727000e+03  4.050000e+02   \n","50%     5.580000e+02  4.000000e+00         NaN  5.744000e+03  6.090000e+02   \n","75%     8.380000e+02  6.000000e+00         NaN  7.856000e+03  8.370000e+02   \n","max     1.115000e+03  7.000000e+00         NaN  4.155100e+04  7.388000e+03   \n","\n","                Open         Promo StateHoliday  SchoolHoliday  \n","count   1.017209e+06  1.017209e+06      1017209   1.017209e+06  \n","unique           NaN           NaN            5            NaN  \n","top              NaN           NaN            0            NaN  \n","freq             NaN           NaN       855087            NaN  \n","mean    8.301067e-01  3.815145e-01          NaN   1.786467e-01  \n","std     3.755392e-01  4.857586e-01          NaN   3.830564e-01  \n","min     0.000000e+00  0.000000e+00          NaN   0.000000e+00  \n","25%     1.000000e+00  0.000000e+00          NaN   0.000000e+00  \n","50%     1.000000e+00  0.000000e+00          NaN   0.000000e+00  \n","75%     1.000000e+00  1.000000e+00          NaN   0.000000e+00  \n","max     1.000000e+00  1.000000e+00          NaN   1.000000e+00  "]},"execution_count":69,"metadata":{},"output_type":"execute_result"}],"source":["#Rossmann Dataset Describe\n","df_rossmann.describe(include=\"all\")"]},{"cell_type":"code","execution_count":70,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":394},"executionInfo":{"elapsed":28,"status":"ok","timestamp":1714273852200,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"m5guS2Egp5Is","outputId":"ea662e9c-95ba-4c61-cbcc-fedfcf1a54ed"},"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>Store</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>1115.00000</td>\n","      <td>1115</td>\n","      <td>1115</td>\n","      <td>1112.000000</td>\n","      <td>761.000000</td>\n","      <td>761.000000</td>\n","      <td>1115.000000</td>\n","      <td>571.000000</td>\n","      <td>571.000000</td>\n","      <td>571</td>\n","    </tr>\n","    <tr>\n","      <th>unique</th>\n","      <td>NaN</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>top</th>\n","      <td>NaN</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>freq</th>\n","      <td>NaN</td>\n","      <td>602</td>\n","      <td>593</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>335</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>558.00000</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>5404.901079</td>\n","      <td>7.224704</td>\n","      <td>2008.668857</td>\n","      <td>0.512108</td>\n","      <td>23.595447</td>\n","      <td>2011.763573</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>322.01708</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>7663.174720</td>\n","      <td>3.212348</td>\n","      <td>6.195983</td>\n","      <td>0.500078</td>\n","      <td>14.141984</td>\n","      <td>1.674935</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>1.00000</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>20.000000</td>\n","      <td>1.000000</td>\n","      <td>1900.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>2009.000000</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>279.50000</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>717.500000</td>\n","      <td>4.000000</td>\n","      <td>2006.000000</td>\n","      <td>0.000000</td>\n","      <td>13.000000</td>\n","      <td>2011.000000</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>558.00000</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>2325.000000</td>\n","      <td>8.000000</td>\n","      <td>2010.000000</td>\n","      <td>1.000000</td>\n","      <td>22.000000</td>\n","      <td>2012.000000</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>836.50000</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>6882.500000</td>\n","      <td>10.000000</td>\n","      <td>2013.000000</td>\n","      <td>1.000000</td>\n","      <td>37.000000</td>\n","      <td>2013.000000</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>1115.00000</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>75860.000000</td>\n","      <td>12.000000</td>\n","      <td>2015.000000</td>\n","      <td>1.000000</td>\n","      <td>50.000000</td>\n","      <td>2015.000000</td>\n","      <td>NaN</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             Store StoreType Assortment  CompetitionDistance  \\\n","count   1115.00000      1115       1115          1112.000000   \n","unique         NaN         4          3                  NaN   \n","top            NaN         a          a                  NaN   \n","freq           NaN       602        593                  NaN   \n","mean     558.00000       NaN        NaN          5404.901079   \n","std      322.01708       NaN        NaN          7663.174720   \n","min        1.00000       NaN        NaN            20.000000   \n","25%      279.50000       NaN        NaN           717.500000   \n","50%      558.00000       NaN        NaN          2325.000000   \n","75%      836.50000       NaN        NaN          6882.500000   \n","max     1115.00000       NaN        NaN         75860.000000   \n","\n","        CompetitionOpenSinceMonth  CompetitionOpenSinceYear       Promo2  \\\n","count                  761.000000                761.000000  1115.000000   \n","unique                        NaN                       NaN          NaN   \n","top                           NaN                       NaN          NaN   \n","freq                          NaN                       NaN          NaN   \n","mean                     7.224704               2008.668857     0.512108   \n","std                      3.212348                  6.195983     0.500078   \n","min                      1.000000               1900.000000     0.000000   \n","25%                      4.000000               2006.000000     0.000000   \n","50%                      8.000000               2010.000000     1.000000   \n","75%                     10.000000               2013.000000     1.000000   \n","max                     12.000000               2015.000000     1.000000   \n","\n","        Promo2SinceWeek  Promo2SinceYear    PromoInterval  \n","count        571.000000       571.000000              571  \n","unique              NaN              NaN                3  \n","top                 NaN              NaN  Jan,Apr,Jul,Oct  \n","freq                NaN              NaN              335  \n","mean          23.595447      2011.763573              NaN  \n","std           14.141984         1.674935              NaN  \n","min            1.000000      2009.000000              NaN  \n","25%           13.000000      2011.000000              NaN  \n","50%           22.000000      2012.000000              NaN  \n","75%           37.000000      2013.000000              NaN  \n","max           50.000000      2015.000000              NaN  "]},"execution_count":70,"metadata":{},"output_type":"execute_result"}],"source":["# Store dataset describe\n","df_store.describe(include=\"all\")"]},{"cell_type":"markdown","metadata":{"id":"L-cb8fRxxJIT"},"source":["### Variables Description"]},{"cell_type":"markdown","metadata":{"id":"1x7UHkeHxJIT"},"source":["**Rossmann Stores Data.csv** - historical data including Sales\n","\n","**Store.csv** - supplemental information about the stores\n","\n","**Data fields**\n","\n","Most of the fields are self-explanatory. The following are descriptions for those that aren't.\n","\n","**Store** - a unique Id for each store\n","\n","**Sales** - the turnover for any given day (this is what you are predicting)\n","\n","**Customers** - the number of customers on a given day\n","\n","**Open** - an indicator for whether the store was open: 0 = closed, 1 = open\n","\n","**StateHoliday** - indicates a state holiday.\n","\n","**SchoolHoliday** - indicates if the (Store, Date) was affected by the closure of public schools\n","\n","**StoreType** - differentiates between 4 different store models: a, b, c, d\n","\n","**Assortment** - describes an assortment level: a = basic, b = extra, c = extended\n","\n","**CompetitionDistance** - distance in meters to the nearest competitor store\n","\n","**CompetitionOpenSince[Month/Year]** - gives the approximate year and month of the time the nearest competitor was opened\n","\n","**Promo** - indicates whether a store is running a promo on that day\n","\n","**Promo2** - Promo2 is a continuing and consecutive promotion for some stores: 0 = store is not participating, 1 = store is participating\n","\n","**Promo2Since[Year/Week]** - describes the year and calendar week when the store started participating in Promo2\n","\n","**PromoInterval** - describes the consecutive intervals Promo2 is started, naming the months the promotion is started a new. E.g. \"Feb,May,Aug,Nov\" means each round starts in February, May, August, November of any given year for that store."]},{"cell_type":"markdown","metadata":{"id":"AxxtIOQXxJIT"},"source":["### Check Unique Values for each variable."]},{"cell_type":"code","execution_count":71,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":27,"status":"ok","timestamp":1714273852200,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"daYWniiMr4iJ","outputId":"634f38ad-d75d-4151-92d4-c869eda7ea05"},"outputs":[{"name":"stdout","output_type":"stream","text":["The Unique Values of', j, 'are: [   1    2    3 ... 1113 1114 1115]\n","The Unique Values of', j, 'are: ['c' 'a' 'd' 'b']\n","The Unique Values of', j, 'are: ['a' 'c' 'b']\n","The Unique Values of', j, 'are: [1.270e+03 5.700e+02 1.413e+04 6.200e+02 2.991e+04 3.100e+02 2.400e+04\n"," 7.520e+03 2.030e+03 3.160e+03 9.600e+02 1.070e+03 1.300e+03 4.110e+03\n"," 3.270e+03 5.000e+01 1.384e+04 3.240e+03 2.340e+03 5.500e+02 1.040e+03\n"," 4.060e+03 4.590e+03 4.300e+02 2.300e+03 6.000e+01 1.200e+03 2.170e+03\n"," 4.000e+01 9.800e+03 2.910e+03 1.320e+03 2.240e+03 7.660e+03 5.400e+02\n"," 4.230e+03 1.090e+03 2.600e+02 1.800e+02 1.180e+03 2.900e+02 4.880e+03\n"," 9.710e+03 2.700e+02 1.060e+03 1.801e+04 6.260e+03 1.057e+04 4.500e+02\n"," 3.036e+04 7.170e+03 7.200e+02 6.620e+03 4.200e+02 7.340e+03 2.840e+03\n"," 5.540e+03 3.500e+02 2.050e+03 3.700e+03 2.256e+04 4.100e+02 2.500e+02\n"," 1.130e+03 4.840e+03 1.750e+04 2.200e+03 1.650e+03 3.300e+02 2.244e+04\n"," 1.996e+04 3.510e+03 3.320e+03 7.910e+03 2.370e+03 2.239e+04 2.710e+03\n"," 1.181e+04 1.870e+03 4.800e+02 5.600e+02 1.069e+04 2.380e+03 2.410e+03\n"," 2.400e+02 1.669e+04 1.462e+04 1.890e+03 8.780e+03 8.980e+03 1.514e+04\n"," 1.793e+04 2.440e+03 1.500e+02 5.210e+03 3.900e+02 6.190e+03 1.390e+03\n"," 1.930e+03 2.190e+03 3.300e+03 4.659e+04 7.890e+03 1.630e+03 2.093e+04\n"," 4.510e+03 5.740e+03 6.800e+02 3.450e+03 3.580e+03 2.100e+03 2.290e+03\n"," 3.570e+03 5.826e+04 1.676e+04 1.410e+03 7.600e+02 3.370e+03 1.350e+03\n"," 2.000e+03 2.460e+03 9.000e+02 9.200e+02 5.190e+03 1.730e+03 2.536e+04\n"," 1.700e+03 1.540e+03 2.930e+03 1.657e+04 2.800e+02 8.050e+03 8.540e+03\n"," 2.090e+03 2.610e+03 3.183e+04 4.360e+03 1.780e+03 1.624e+04 1.642e+04\n"," 3.050e+03 2.020e+03 2.950e+03 1.184e+04 8.530e+03 1.711e+04 2.970e+03\n"," 5.340e+03 1.480e+03 1.160e+03 3.720e+03 1.000e+02 1.400e+02 1.254e+04\n"," 9.800e+02 2.640e+03 1.100e+02 1.309e+04 4.130e+03 3.770e+03 1.250e+03\n"," 1.710e+03 5.800e+03 1.261e+04 9.670e+03 3.560e+03 1.860e+03 1.936e+04\n"," 8.500e+02 5.760e+03 1.470e+03 1.100e+03 2.770e+03 5.200e+02 1.697e+04\n"," 2.200e+02 3.850e+03 4.210e+03 6.360e+03 2.026e+04 5.140e+03 4.900e+02\n"," 5.630e+03 3.800e+02 6.870e+03 3.000e+02 1.168e+04 9.700e+02 1.505e+04\n"," 4.030e+03 8.650e+03 1.900e+02 3.150e+03 6.400e+02 1.640e+03 1.000e+03\n"," 1.353e+04 2.920e+03 7.930e+03 1.018e+04 1.080e+04 1.741e+04 6.680e+03\n"," 3.840e+03 1.357e+04 4.370e+03 5.710e+03 1.420e+03 3.200e+02 6.100e+02\n"," 1.110e+03 7.800e+02 6.880e+03 7.100e+02 1.310e+03 4.660e+03 7.000e+01\n"," 3.400e+02 3.520e+03 2.233e+04 4.630e+03 8.000e+01 2.719e+04 2.100e+02\n"," 1.534e+04 1.140e+03 4.580e+03 3.600e+02 4.520e+03 1.450e+03 1.618e+04\n"," 8.480e+03 3.640e+03 2.960e+03 7.840e+03 9.260e+03 2.320e+03 1.864e+04\n"," 6.970e+03 1.220e+03 2.260e+03 1.290e+03 1.460e+03 2.740e+03 8.000e+02\n"," 6.540e+03 4.150e+03       nan 9.580e+03 1.984e+04 3.863e+04 1.200e+02\n"," 1.543e+04 1.950e+03 2.470e+03 5.100e+03 1.866e+04 8.740e+03 1.130e+04\n"," 1.416e+04 3.871e+04 9.000e+03 3.140e+03 3.233e+04 8.140e+03 8.400e+03\n"," 1.314e+04 1.007e+04 3.130e+03 3.700e+02 6.700e+02 1.840e+03 4.040e+03\n"," 9.000e+01 1.060e+04 1.590e+03 2.280e+03 8.080e+03 1.577e+04 1.865e+04\n"," 8.090e+03 9.360e+03 1.649e+04 1.490e+03 8.880e+03 5.290e+03 1.500e+03\n"," 9.720e+03 8.970e+03 2.060e+03 2.890e+03 2.040e+03 4.490e+03 1.362e+04\n"," 6.470e+03 5.870e+03 8.250e+03 1.970e+03 1.112e+04 1.150e+03 1.571e+04\n"," 1.600e+02 2.140e+03 6.630e+03 1.800e+03 2.613e+04 1.300e+02 6.690e+03\n"," 1.600e+03 4.600e+02 2.120e+03 4.820e+03 1.085e+04 3.620e+03 2.313e+04\n"," 5.360e+03 9.200e+03 5.830e+03 4.970e+03 1.080e+03 8.240e+03 5.890e+03\n"," 1.560e+03 8.400e+02 8.460e+03 4.460e+03 6.210e+03 6.910e+03 4.650e+03\n"," 1.620e+03 3.530e+03 2.880e+03 1.635e+04 1.287e+04 8.100e+02 3.003e+04\n"," 1.302e+04 9.100e+02 3.900e+03 2.530e+03 5.000e+02 1.140e+04 1.510e+03\n"," 3.970e+03 5.780e+03 1.850e+03 7.586e+04 2.645e+04 3.390e+03 3.405e+04\n"," 1.790e+03 4.432e+04 4.160e+03 1.089e+04 3.110e+03 2.039e+04 5.260e+03\n"," 5.300e+03 5.030e+03 1.481e+04 8.300e+03 7.700e+02 1.940e+03 7.470e+03\n"," 2.550e+03 2.310e+03 1.430e+04 2.180e+03 1.496e+04 6.600e+02 4.680e+03\n"," 1.740e+03 1.260e+03 5.470e+03 2.780e+03 1.610e+03 9.900e+02 1.308e+04\n"," 8.200e+02 9.070e+03 1.280e+03 4.740e+03 8.260e+03 5.900e+02 4.000e+02\n"," 1.126e+04 2.000e+01 2.249e+04 3.330e+03 2.510e+03 6.900e+03 1.861e+04\n"," 7.160e+03 4.086e+04 2.062e+04 1.292e+04 1.816e+04 5.950e+03 4.700e+03\n"," 6.000e+02 6.500e+02 7.280e+03 5.020e+03 5.800e+02 8.990e+03 3.760e+03\n"," 2.330e+03 4.260e+03 3.040e+03 3.000e+03 3.910e+03 1.910e+03 1.210e+03\n"," 7.000e+02 1.010e+03 4.270e+03 1.340e+03 2.110e+03 9.230e+03 1.190e+03\n"," 4.400e+03 2.270e+03 1.270e+04 2.097e+04 1.700e+02 7.250e+03 1.360e+03\n"," 4.400e+02 1.572e+04 3.340e+03 2.540e+03 3.306e+04 1.734e+04 8.220e+03\n"," 1.095e+04 1.031e+04 1.837e+04 2.070e+03 2.490e+03 7.300e+02 8.940e+03\n"," 9.910e+03 5.440e+03 3.000e+01 4.080e+03 6.920e+03 1.170e+03 1.074e+04\n"," 5.100e+02 1.690e+03 2.870e+03 3.350e+03 1.164e+04 2.753e+04 9.790e+03\n"," 1.017e+04 7.780e+03 8.040e+03 5.300e+02 2.300e+02 7.420e+03 2.130e+03\n"," 1.457e+04 2.000e+02 6.930e+03 7.860e+03 1.680e+03 2.700e+03 1.708e+04\n"," 1.517e+04 3.250e+03 4.140e+03 2.850e+03 2.005e+04 1.876e+04 1.504e+04\n"," 3.030e+03 3.780e+03 8.300e+02 8.550e+03 7.830e+03 2.900e+03 1.147e+04\n"," 4.870e+03 1.207e+04 3.200e+03 8.190e+03 1.532e+04 3.590e+03 5.650e+03\n"," 5.900e+03 1.754e+04 4.054e+04 1.399e+04 1.527e+04 3.528e+04 8.600e+02\n"," 1.920e+03 5.980e+03 6.400e+03 1.190e+04 4.380e+03 6.710e+03 1.370e+03\n"," 1.765e+04 4.330e+03 4.574e+04 3.410e+03 8.670e+03 1.313e+04 1.978e+04\n"," 2.390e+03 3.224e+04 2.649e+04 2.543e+04 9.820e+03 2.630e+03 2.064e+04\n"," 1.699e+04 6.300e+02 5.390e+03 1.549e+04 3.210e+03 1.530e+03 9.770e+03\n"," 1.728e+04 5.090e+03 7.180e+03 9.560e+03 4.833e+04 1.760e+03 2.477e+04\n"," 3.870e+03 1.862e+04 1.277e+04 9.640e+03 2.590e+03 2.453e+04 1.621e+04\n"," 1.757e+04 7.980e+03 3.290e+03 6.320e+03 5.070e+03 3.470e+03 2.720e+03\n"," 1.460e+04 6.890e+03 2.765e+04 8.860e+03 5.000e+03 1.120e+03 9.400e+02\n"," 1.404e+04 4.770e+03 3.440e+03 3.020e+03 6.270e+03 2.177e+04 7.400e+02\n"," 2.137e+04 1.020e+03 9.680e+03 2.181e+04 1.062e+04 3.860e+03 2.179e+04\n"," 2.919e+04 4.570e+03 7.550e+03 1.243e+04 1.970e+04 4.450e+03 1.867e+04\n"," 1.937e+04 1.854e+04 3.920e+03 3.170e+03 7.290e+03 1.980e+03 1.248e+04\n"," 3.100e+03 7.240e+03 1.871e+04 2.620e+03 6.420e+03 4.700e+02 5.150e+03\n"," 1.570e+04 5.460e+03 2.235e+04 2.810e+03 2.820e+03 6.860e+03 1.802e+04\n"," 1.670e+03 2.220e+03 1.430e+03 8.700e+02 6.300e+03 1.983e+04 9.430e+03\n"," 2.362e+04 9.630e+03 4.180e+03 3.890e+03 4.420e+03 2.193e+04 2.480e+03\n"," 3.460e+03 6.560e+03 5.840e+03 2.230e+03 1.964e+04 6.480e+03 4.610e+03\n"," 6.330e+03 1.520e+03 3.740e+03 1.990e+03 3.641e+04 7.680e+03 1.375e+04\n"," 2.715e+04 1.729e+04 2.699e+04 2.907e+04 3.750e+03 1.317e+04 5.080e+03\n"," 1.319e+04 5.350e+03 3.230e+03 3.380e+03 3.430e+03 8.110e+03 6.250e+03\n"," 1.202e+04 5.010e+03 1.805e+04 5.380e+03 1.668e+04 1.154e+04 2.210e+03\n"," 4.300e+03 5.220e+03 9.990e+03 1.045e+04 6.900e+02 1.830e+03 5.330e+03\n"," 1.400e+03 3.490e+03 1.900e+03 1.880e+03]\n","The Unique Values of', j, 'are: [ 9. 11. 12.  4. 10.  8. nan  3.  6.  5.  1.  2.  7.]\n","The Unique Values of', j, 'are: [2008. 2007. 2006. 2009. 2015. 2013. 2014. 2000. 2011.   nan 2010. 2005.\n"," 1999. 2003. 2012. 2004. 2002. 1961. 1995. 2001. 1990. 1994. 1900. 1998.]\n","The Unique Values of', j, 'are: [0 1]\n","The Unique Values of', j, 'are: [nan 13. 14.  1. 45. 40. 26. 22.  5.  6. 10. 31. 37.  9. 39. 27. 18. 35.\n"," 23. 48. 36. 50. 44. 49. 28.]\n","The Unique Values of', j, 'are: [  nan 2010. 2011. 2012. 2009. 2014. 2015. 2013.]\n","The Unique Values of', j, 'are: [nan 'Jan,Apr,Jul,Oct' 'Feb,May,Aug,Nov' 'Mar,Jun,Sept,Dec']\n"]}],"source":["# Check Unique Values for each variable.\n","for j in df_store.columns.tolist():\n","  print(\"The Unique Values of', j, 'are:\", df_store[j].unique())"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":20,"status":"ok","timestamp":1714273852200,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"cPFTkSV3xcEi"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"noaCz9dIxcVG"},"source":["## 3. ***Data Wrangling***"]},{"cell_type":"markdown","metadata":{"id":"zE85lk6D0ovp"},"source":["#### 1. Null values treatment"]},{"cell_type":"markdown","metadata":{"id":"XH3N5txl5UEU"},"source":[" ##### a). Handling null values from **CompetitionDistance** feature."]},{"cell_type":"code","execution_count":72,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":143},"executionInfo":{"elapsed":33,"status":"ok","timestamp":1714273853485,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"QVipWsay01KO","outputId":"a202f37c-8f33-4a7d-824c-5dffedbbd4ab"},"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>Store</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>290</th>\n","      <td>291</td>\n","      <td>d</td>\n","      <td>a</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>621</th>\n","      <td>622</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>878</th>\n","      <td>879</td>\n","      <td>d</td>\n","      <td>a</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>5.0</td>\n","      <td>2013.0</td>\n","      <td>Feb,May,Aug,Nov</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["     Store StoreType Assortment  CompetitionDistance  \\\n","290    291         d          a                  NaN   \n","621    622         a          c                  NaN   \n","878    879         d          a                  NaN   \n","\n","     CompetitionOpenSinceMonth  CompetitionOpenSinceYear  Promo2  \\\n","290                        NaN                       NaN       0   \n","621                        NaN                       NaN       0   \n","878                        NaN                       NaN       1   \n","\n","     Promo2SinceWeek  Promo2SinceYear    PromoInterval  \n","290              NaN              NaN              NaN  \n","621              NaN              NaN              NaN  \n","878              5.0           2013.0  Feb,May,Aug,Nov  "]},"execution_count":72,"metadata":{},"output_type":"execute_result"}],"source":["# fetching the observations which contains null values in CompetitionDistance feature\n","df_store[df_store[\"CompetitionDistance\"].isnull()]"]},{"cell_type":"code","execution_count":73,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":482},"executionInfo":{"elapsed":33,"status":"ok","timestamp":1714273853486,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"LePPa_fb1AMk","outputId":"a518eab5-6479-4801-9ee4-bf4ae0f7254f"},"outputs":[{"data":{"text/plain":["<Axes: xlabel='CompetitionDistance'>"]},"execution_count":73,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1500x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# plotting seaborn box plot to check the outliers in CompetitionDistance features\n","plt.figure(figsize=(15,5))\n","sns.boxplot(x= df_store[\"CompetitionDistance\"])"]},{"cell_type":"markdown","metadata":{"id":"FZY2JHWN1KhQ"},"source":["In order to fill the null values of CompetitionDistance we have 4 options:\n","1. Zero(0) >> Not effective as the corresponding values for CompetitionSinceMonth and CompetitionSinceYear are not zero.\n","2. Mean >> Replacing null values with mean will create blunders as it contains outliers and mean is influenced with outliers.\n","3. Median >> To get good results replacing with median can be a better choice.\n","4. Mode >> Mode can also help to fill the null values in our case.\n","\n","Since, we have two options(Mode and Median) we are going with the median."]},{"cell_type":"code","execution_count":74,"metadata":{"executionInfo":{"elapsed":26,"status":"ok","timestamp":1714273853486,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"CZ84EkV01R-l"},"outputs":[],"source":["# filling null values\n","df_store[\"CompetitionDistance\"].fillna(df_store[\"CompetitionDistance\"].median(), inplace=True)"]},{"cell_type":"code","execution_count":75,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":25,"status":"ok","timestamp":1714273853486,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"w_8wdZU91cUT","outputId":"8deec2ed-2573-4b73-ad4f-6b82d0afab71"},"outputs":[{"data":{"text/plain":["Store                          0\n","StoreType                      0\n","Assortment                     0\n","CompetitionDistance          0.0\n","CompetitionOpenSinceMonth    0.0\n","CompetitionOpenSinceYear     0.0\n","Promo2                         0\n","Promo2SinceWeek              0.0\n","Promo2SinceYear              0.0\n","PromoInterval                  0\n","dtype: object"]},"execution_count":75,"metadata":{},"output_type":"execute_result"}],"source":["# rechecking if we have any further null values in CompetitionDistance feature\n","df_store[df_store[\"CompetitionDistance\"].isnull()].sum()"]},{"cell_type":"code","execution_count":76,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":20,"status":"ok","timestamp":1714273853486,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"Os474yggcYbb","outputId":"f9d7f3ef-d5ff-4f98-db65-98a518ff8655"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1115 entries, 0 to 1114\n","Data columns (total 10 columns):\n"," #   Column                     Non-Null Count  Dtype  \n","---  ------                     --------------  -----  \n"," 0   Store                      1115 non-null   int64  \n"," 1   StoreType                  1115 non-null   object \n"," 2   Assortment                 1115 non-null   object \n"," 3   CompetitionDistance        1115 non-null   float64\n"," 4   CompetitionOpenSinceMonth  761 non-null    float64\n"," 5   CompetitionOpenSinceYear   761 non-null    float64\n"," 6   Promo2                     1115 non-null   int64  \n"," 7   Promo2SinceWeek            571 non-null    float64\n"," 8   Promo2SinceYear            571 non-null    float64\n"," 9   PromoInterval              571 non-null    object \n","dtypes: float64(5), int64(2), object(3)\n","memory usage: 87.2+ KB\n"]}],"source":["# rechecking if we have any null values\n","df_store.info()"]},{"cell_type":"markdown","metadata":{"id":"LLy4zF9L1oat"},"source":["Hurray!!  We do not have any further null values in CompetitionDistance feature."]},{"cell_type":"markdown","metadata":{"id":"r7T-q-Fg5lLH"},"source":["##### b). Handling null values from **CompetitionOpenSinceMonth and CompetitionOpenSinceYear** feature."]},{"cell_type":"code","execution_count":77,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":423},"executionInfo":{"elapsed":28,"status":"ok","timestamp":1714273855017,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"dPUglWpB51Yc","outputId":"651ff38a-1925-4665-eee0-6cde7b441517"},"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>Store</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>11</th>\n","      <td>12</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>1070.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>13.0</td>\n","      <td>2010.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>13</td>\n","      <td>d</td>\n","      <td>a</td>\n","      <td>310.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>45.0</td>\n","      <td>2009.0</td>\n","      <td>Feb,May,Aug,Nov</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>16</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>3270.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>19</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>3240.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>22.0</td>\n","      <td>2011.0</td>\n","      <td>Mar,Jun,Sept,Dec</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>22</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>1040.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>22.0</td>\n","      <td>2012.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1095</th>\n","      <td>1096</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>1130.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>10.0</td>\n","      <td>2014.0</td>\n","      <td>Mar,Jun,Sept,Dec</td>\n","    </tr>\n","    <tr>\n","      <th>1099</th>\n","      <td>1100</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>540.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>14.0</td>\n","      <td>2011.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>1112</th>\n","      <td>1113</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>9260.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1113</th>\n","      <td>1114</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>870.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1114</th>\n","      <td>1115</td>\n","      <td>d</td>\n","      <td>c</td>\n","      <td>5350.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>22.0</td>\n","      <td>2012.0</td>\n","      <td>Mar,Jun,Sept,Dec</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>354 rows × 10 columns</p>\n","</div>"],"text/plain":["      Store StoreType Assortment  CompetitionDistance  \\\n","11       12         a          c               1070.0   \n","12       13         d          a                310.0   \n","15       16         a          c               3270.0   \n","18       19         a          c               3240.0   \n","21       22         a          a               1040.0   \n","...     ...       ...        ...                  ...   \n","1095   1096         a          c               1130.0   \n","1099   1100         a          a                540.0   \n","1112   1113         a          c               9260.0   \n","1113   1114         a          c                870.0   \n","1114   1115         d          c               5350.0   \n","\n","      CompetitionOpenSinceMonth  CompetitionOpenSinceYear  Promo2  \\\n","11                          NaN                       NaN       1   \n","12                          NaN                       NaN       1   \n","15                          NaN                       NaN       0   \n","18                          NaN                       NaN       1   \n","21                          NaN                       NaN       1   \n","...                         ...                       ...     ...   \n","1095                        NaN                       NaN       1   \n","1099                        NaN                       NaN       1   \n","1112                        NaN                       NaN       0   \n","1113                        NaN                       NaN       0   \n","1114                        NaN                       NaN       1   \n","\n","      Promo2SinceWeek  Promo2SinceYear     PromoInterval  \n","11               13.0           2010.0   Jan,Apr,Jul,Oct  \n","12               45.0           2009.0   Feb,May,Aug,Nov  \n","15                NaN              NaN               NaN  \n","18               22.0           2011.0  Mar,Jun,Sept,Dec  \n","21               22.0           2012.0   Jan,Apr,Jul,Oct  \n","...               ...              ...               ...  \n","1095             10.0           2014.0  Mar,Jun,Sept,Dec  \n","1099             14.0           2011.0   Jan,Apr,Jul,Oct  \n","1112              NaN              NaN               NaN  \n","1113              NaN              NaN               NaN  \n","1114             22.0           2012.0  Mar,Jun,Sept,Dec  \n","\n","[354 rows x 10 columns]"]},"execution_count":77,"metadata":{},"output_type":"execute_result"}],"source":["# fetching the observations which contains null values in CompetitionOpenSinceMonth and CompetitionOpenSinceYear feature\n","df_store[df_store[\"CompetitionOpenSinceMonth\"].isnull()]"]},{"cell_type":"code","execution_count":78,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":443},"executionInfo":{"elapsed":26,"status":"ok","timestamp":1714273855017,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"slbJNskd70BD","outputId":"1f48a44d-eb95-4dc9-eac6-1086c0e2476d"},"outputs":[{"data":{"text/plain":["<Axes: xlabel='CompetitionOpenSinceMonth'>"]},"execution_count":78,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1500x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# plotting seaborn box plot to check the outliers in CompetitionOpenSinceMonth and CompetitionOpenSinceYear features\n","plt.figure(figsize=(15,5))\n","sns.boxplot(df_store[\"CompetitionOpenSinceMonth\"], orient=\"h\")"]},{"cell_type":"code","execution_count":79,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1714273855515,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"b1Dx1c4QCn0H","outputId":"3d244d92-9523-4934-e309-ab9a9e1ad2f8"},"outputs":[{"data":{"text/plain":["<Axes: xlabel='CompetitionOpenSinceYear'>"]},"execution_count":79,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1500x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# plotting seaborn box plot to check the outliers in CompetitionOpenSinceMonth and CompetitionOpenSinceYear features\n","plt.figure(figsize=(15,5))\n","sns.boxplot(df_store[\"CompetitionOpenSinceYear\"], orient=\"h\")"]},{"cell_type":"markdown","metadata":{"id":"Wofo21mdb1xt"},"source":["Filling null values of CompetitionOpenSinceMonth and CompetitionOpenSinceYear with Mode."]},{"cell_type":"code","execution_count":80,"metadata":{"executionInfo":{"elapsed":15,"status":"ok","timestamp":1714273856049,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"yGJ83HELLQ-N"},"outputs":[],"source":["# filling null values of CompetitionOpenSinceMonth\n","df_store[\"CompetitionOpenSinceMonth\"].fillna(df_store[\"CompetitionOpenSinceMonth\"].mode()[0], inplace=True)"]},{"cell_type":"code","execution_count":81,"metadata":{"executionInfo":{"elapsed":14,"status":"ok","timestamp":1714273856049,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"-lfR0rOHNgAK"},"outputs":[],"source":["# filling null values of CompetitionOpenSinceYear\n","df_store[\"CompetitionOpenSinceYear\"].fillna(df_store[\"CompetitionOpenSinceYear\"].mode()[0], inplace=True)"]},{"cell_type":"code","execution_count":82,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1714273856050,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"2F74I_KwNzRp","outputId":"eef452a8-6958-453d-e29d-6c3dd6d8ab21"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1115 entries, 0 to 1114\n","Data columns (total 10 columns):\n"," #   Column                     Non-Null Count  Dtype  \n","---  ------                     --------------  -----  \n"," 0   Store                      1115 non-null   int64  \n"," 1   StoreType                  1115 non-null   object \n"," 2   Assortment                 1115 non-null   object \n"," 3   CompetitionDistance        1115 non-null   float64\n"," 4   CompetitionOpenSinceMonth  1115 non-null   float64\n"," 5   CompetitionOpenSinceYear   1115 non-null   float64\n"," 6   Promo2                     1115 non-null   int64  \n"," 7   Promo2SinceWeek            571 non-null    float64\n"," 8   Promo2SinceYear            571 non-null    float64\n"," 9   PromoInterval              571 non-null    object \n","dtypes: float64(5), int64(2), object(3)\n","memory usage: 87.2+ KB\n"]}],"source":["# rechecking if we have any null values in CompetitionOpenSinceMonth and CompetitionOpenSinceYear\n","df_store.info()"]},{"cell_type":"markdown","metadata":{"id":"p3z7ntI_O9Nq"},"source":["##### c). Handling null values from **Promo2SinceWeek, Promo2SinceYear and PromoInterval** feature."]},{"cell_type":"markdown","metadata":{"id":"SYbr8QvxwE-x"},"source":["Since corresponding value where Promo2 is 0 for features Promo2SinceWeek, Promo2SinceYear and PromoInterval having null values. So, we are replacing null values with 0."]},{"cell_type":"code","execution_count":83,"metadata":{"executionInfo":{"elapsed":3,"status":"ok","timestamp":1714273857723,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"kSGbHNL-PLng"},"outputs":[],"source":["# Replacing all the null values of Promo2SinceWeek, Promo2SinceYear and PromoInterval with 0.\n","df_store[\"Promo2SinceWeek\"].fillna(0, inplace=True)\n","df_store[\"Promo2SinceYear\"].fillna(0, inplace=True)\n","df_store[\"PromoInterval\"].fillna(0, inplace=True)"]},{"cell_type":"code","execution_count":84,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1714273858387,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"lIDcI-nbyufB","outputId":"19a4a64f-bd31-4bd8-940f-a7d77e78f28d"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1115 entries, 0 to 1114\n","Data columns (total 10 columns):\n"," #   Column                     Non-Null Count  Dtype  \n","---  ------                     --------------  -----  \n"," 0   Store                      1115 non-null   int64  \n"," 1   StoreType                  1115 non-null   object \n"," 2   Assortment                 1115 non-null   object \n"," 3   CompetitionDistance        1115 non-null   float64\n"," 4   CompetitionOpenSinceMonth  1115 non-null   float64\n"," 5   CompetitionOpenSinceYear   1115 non-null   float64\n"," 6   Promo2                     1115 non-null   int64  \n"," 7   Promo2SinceWeek            1115 non-null   float64\n"," 8   Promo2SinceYear            1115 non-null   float64\n"," 9   PromoInterval              1115 non-null   object \n","dtypes: float64(5), int64(2), object(3)\n","memory usage: 87.2+ KB\n"]}],"source":["# rechecking if our features contains more null values\n","df_store.info()"]},{"cell_type":"markdown","metadata":{"id":"sbO9aYn69dmh"},"source":["Congratulations we have achieved our first milestone by cleaning up all the null/missing values from both the datasets."]},{"cell_type":"markdown","metadata":{"id":"2fO49BByrjPF"},"source":["#### 2. Merging datasets"]},{"cell_type":"code","execution_count":85,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3217,"status":"ok","timestamp":1714273863892,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"FV4CIjZjCW39","outputId":"9e978f29-ae62-4cb7-b254-6da5527a431a"},"outputs":[{"name":"stdout","output_type":"stream","text":["(1017209, 18)\n","Total number of null values obtained from left join: 0\n","(1017209, 18)\n","Total number of null values obtained from right join: 0\n","(1017209, 18)\n","Total number of null values obtained from inner join: 0\n","(1017209, 18)\n","Total number of null values obtained from outer join: 0\n"]}],"source":["# checking shape of dataset using left join\n","df_left= pd.merge(df_rossmann, df_store, on=\"Store\", how= \"left\")\n","print(df_left.shape)\n","print(f\"Total number of null values obtained from left join: {df_left.isna().sum().sum()}\")\n","\n","# checking shape of dataset using right join\n","df_right= pd.merge(df_rossmann, df_store, on=\"Store\", how= \"right\")\n","print(df_right.shape)\n","print(f\"Total number of null values obtained from right join: {df_right.isna().sum().sum()}\")\n","\n","\n","# checking shape of dataset using inner join\n","df_inner= pd.merge(df_rossmann, df_store, on=\"Store\", how= \"inner\")\n","print(df_inner.shape)\n","print(f\"Total number of null values obtained from inner join: {df_inner.isna().sum().sum()}\")\n","\n","# checking shape of dataset using outer join\n","df_outer= pd.merge(df_rossmann, df_store, on=\"Store\", how= \"outer\")\n","print(df_outer.shape)\n","print(f\"Total number of null values obtained from outer join: {df_outer.isna().sum().sum()}\")"]},{"cell_type":"markdown","metadata":{"id":"P6dSfA0IFD0O"},"source":["Since, we are obtaining the same shape and 0 null values from all the joins therefore we can use any of the join and it won't affact the results.\n","\n","We are following the inner join for our further analysis."]},{"cell_type":"code","execution_count":86,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":18,"status":"ok","timestamp":1714273863893,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"wHnaiO1MzYXf","outputId":"d40568ed-c6ef-45e1-c818-ac374ddec2b1"},"outputs":[{"name":"stdout","output_type":"stream","text":["(1017209, 18)\n"]}],"source":["#using inner join for our further analysis\n","df= pd.merge(df_rossmann, df_store, on=\"Store\", how= \"inner\")\n","print(df.shape)"]},{"cell_type":"code","execution_count":87,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1714273863893,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"eeTHW9zcCok0","outputId":"c45c340b-6fbc-4bff-9b33-64eb5537fb73"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1017209 entries, 0 to 1017208\n","Data columns (total 18 columns):\n"," #   Column                     Non-Null Count    Dtype  \n","---  ------                     --------------    -----  \n"," 0   Store                      1017209 non-null  int64  \n"," 1   DayOfWeek                  1017209 non-null  int64  \n"," 2   Date                       1017209 non-null  object \n"," 3   Sales                      1017209 non-null  int64  \n"," 4   Customers                  1017209 non-null  int64  \n"," 5   Open                       1017209 non-null  int64  \n"," 6   Promo                      1017209 non-null  int64  \n"," 7   StateHoliday               1017209 non-null  object \n"," 8   SchoolHoliday              1017209 non-null  int64  \n"," 9   StoreType                  1017209 non-null  object \n"," 10  Assortment                 1017209 non-null  object \n"," 11  CompetitionDistance        1017209 non-null  float64\n"," 12  CompetitionOpenSinceMonth  1017209 non-null  float64\n"," 13  CompetitionOpenSinceYear   1017209 non-null  float64\n"," 14  Promo2                     1017209 non-null  int64  \n"," 15  Promo2SinceWeek            1017209 non-null  float64\n"," 16  Promo2SinceYear            1017209 non-null  float64\n"," 17  PromoInterval              1017209 non-null  object \n","dtypes: float64(5), int64(8), object(5)\n","memory usage: 139.7+ MB\n"]}],"source":["#checking info of our final merged dataset\n","df.info()"]},{"cell_type":"markdown","metadata":{"id":"_GKLYLoV4IkG"},"source":["#### 3. Typecasting"]},{"cell_type":"code","execution_count":88,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":676,"status":"ok","timestamp":1714273864560,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"AixJQtINKuLC","outputId":"542bfb7f-8559-4fc3-e3b8-a4d5c40b5be6"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1017209 entries, 0 to 1017208\n","Data columns (total 18 columns):\n"," #   Column                     Non-Null Count    Dtype  \n","---  ------                     --------------    -----  \n"," 0   Store                      1017209 non-null  int64  \n"," 1   DayOfWeek                  1017209 non-null  int64  \n"," 2   Date                       1017209 non-null  object \n"," 3   Sales                      1017209 non-null  int64  \n"," 4   Customers                  1017209 non-null  int64  \n"," 5   Open                       1017209 non-null  int64  \n"," 6   Promo                      1017209 non-null  int64  \n"," 7   StateHoliday               1017209 non-null  object \n"," 8   SchoolHoliday              1017209 non-null  int64  \n"," 9   StoreType                  1017209 non-null  object \n"," 10  Assortment                 1017209 non-null  object \n"," 11  CompetitionDistance        1017209 non-null  float64\n"," 12  CompetitionOpenSinceMonth  1017209 non-null  float64\n"," 13  CompetitionOpenSinceYear   1017209 non-null  float64\n"," 14  Promo2                     1017209 non-null  int64  \n"," 15  Promo2SinceWeek            1017209 non-null  float64\n"," 16  Promo2SinceYear            1017209 non-null  float64\n"," 17  PromoInterval              1017209 non-null  object \n","dtypes: float64(5), int64(8), object(5)\n","memory usage: 139.7+ MB\n"]}],"source":["# Checking dtypes of all the variables of the dataframe\n","df.info()"]},{"cell_type":"code","execution_count":89,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"executionInfo":{"elapsed":26,"status":"ok","timestamp":1714273864561,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"uFEIQkup5SYy","outputId":"837f917e-6aa2-4fe8-a2db-c2b3120096bc"},"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>Store</th>\n","      <th>DayOfWeek</th>\n","      <th>Date</th>\n","      <th>Sales</th>\n","      <th>Customers</th>\n","      <th>Open</th>\n","      <th>Promo</th>\n","      <th>StateHoliday</th>\n","      <th>SchoolHoliday</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>5263</td>\n","      <td>555</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>c</td>\n","      <td>a</td>\n","      <td>1270.0</td>\n","      <td>9.0</td>\n","      <td>2008.0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>6064</td>\n","      <td>625</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>570.0</td>\n","      <td>11.0</td>\n","      <td>2007.0</td>\n","      <td>1</td>\n","      <td>13.0</td>\n","      <td>2010.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>8314</td>\n","      <td>821</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>14130.0</td>\n","      <td>12.0</td>\n","      <td>2006.0</td>\n","      <td>1</td>\n","      <td>14.0</td>\n","      <td>2011.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>13995</td>\n","      <td>1498</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>c</td>\n","      <td>c</td>\n","      <td>620.0</td>\n","      <td>9.0</td>\n","      <td>2009.0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>4822</td>\n","      <td>559</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>29910.0</td>\n","      <td>4.0</td>\n","      <td>2015.0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1017204</th>\n","      <td>1111</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>a</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>1900.0</td>\n","      <td>6.0</td>\n","      <td>2014.0</td>\n","      <td>1</td>\n","      <td>31.0</td>\n","      <td>2013.0</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>1017205</th>\n","      <td>1112</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>a</td>\n","      <td>1</td>\n","      <td>c</td>\n","      <td>c</td>\n","      <td>1880.0</td>\n","      <td>4.0</td>\n","      <td>2006.0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1017206</th>\n","      <td>1113</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>a</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>9260.0</td>\n","      <td>9.0</td>\n","      <td>2013.0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1017207</th>\n","      <td>1114</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>a</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>c</td>\n","      <td>870.0</td>\n","      <td>9.0</td>\n","      <td>2013.0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1017208</th>\n","      <td>1115</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>a</td>\n","      <td>1</td>\n","      <td>d</td>\n","      <td>c</td>\n","      <td>5350.0</td>\n","      <td>9.0</td>\n","      <td>2013.0</td>\n","      <td>1</td>\n","      <td>22.0</td>\n","      <td>2012.0</td>\n","      <td>Mar,Jun,Sept,Dec</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1017209 rows × 18 columns</p>\n","</div>"],"text/plain":["         Store  DayOfWeek        Date  Sales  Customers  Open  Promo  \\\n","0            1          5  2015-07-31   5263        555     1      1   \n","1            2          5  2015-07-31   6064        625     1      1   \n","2            3          5  2015-07-31   8314        821     1      1   \n","3            4          5  2015-07-31  13995       1498     1      1   \n","4            5          5  2015-07-31   4822        559     1      1   \n","...        ...        ...         ...    ...        ...   ...    ...   \n","1017204   1111          2  2013-01-01      0          0     0      0   \n","1017205   1112          2  2013-01-01      0          0     0      0   \n","1017206   1113          2  2013-01-01      0          0     0      0   \n","1017207   1114          2  2013-01-01      0          0     0      0   \n","1017208   1115          2  2013-01-01      0          0     0      0   \n","\n","        StateHoliday  SchoolHoliday StoreType Assortment  CompetitionDistance  \\\n","0                  0              1         c          a               1270.0   \n","1                  0              1         a          a                570.0   \n","2                  0              1         a          a              14130.0   \n","3                  0              1         c          c                620.0   \n","4                  0              1         a          a              29910.0   \n","...              ...            ...       ...        ...                  ...   \n","1017204            a              1         a          a               1900.0   \n","1017205            a              1         c          c               1880.0   \n","1017206            a              1         a          c               9260.0   \n","1017207            a              1         a          c                870.0   \n","1017208            a              1         d          c               5350.0   \n","\n","         CompetitionOpenSinceMonth  CompetitionOpenSinceYear  Promo2  \\\n","0                              9.0                    2008.0       0   \n","1                             11.0                    2007.0       1   \n","2                             12.0                    2006.0       1   \n","3                              9.0                    2009.0       0   \n","4                              4.0                    2015.0       0   \n","...                            ...                       ...     ...   \n","1017204                        6.0                    2014.0       1   \n","1017205                        4.0                    2006.0       0   \n","1017206                        9.0                    2013.0       0   \n","1017207                        9.0                    2013.0       0   \n","1017208                        9.0                    2013.0       1   \n","\n","         Promo2SinceWeek  Promo2SinceYear     PromoInterval  \n","0                    0.0              0.0                 0  \n","1                   13.0           2010.0   Jan,Apr,Jul,Oct  \n","2                   14.0           2011.0   Jan,Apr,Jul,Oct  \n","3                    0.0              0.0                 0  \n","4                    0.0              0.0                 0  \n","...                  ...              ...               ...  \n","1017204             31.0           2013.0   Jan,Apr,Jul,Oct  \n","1017205              0.0              0.0                 0  \n","1017206              0.0              0.0                 0  \n","1017207              0.0              0.0                 0  \n","1017208             22.0           2012.0  Mar,Jun,Sept,Dec  \n","\n","[1017209 rows x 18 columns]"]},"execution_count":89,"metadata":{},"output_type":"execute_result"}],"source":["df"]},{"cell_type":"code","execution_count":90,"metadata":{"executionInfo":{"elapsed":24,"status":"ok","timestamp":1714273864561,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"SXummRfXtqXf"},"outputs":[],"source":["# changing dtype into required format from both the datasets\n","df[\"Date\"] = pd.to_datetime(df[\"Date\"], format=\"%Y-%m-%d\")\n","df[\"CompetitionDistance\"]= df[\"CompetitionDistance\"].astype(int)\n","df[\"CompetitionOpenSinceMonth\"]= df[\"CompetitionOpenSinceMonth\"].astype(int)\n","df[\"CompetitionOpenSinceYear\"]= df[\"CompetitionOpenSinceYear\"].astype(int)\n","df[\"Promo2SinceWeek\"]= df[\"Promo2SinceWeek\"].astype(int)\n","df[\"Promo2SinceYear\"]= df[\"Promo2SinceYear\"].astype(int)"]},{"cell_type":"code","execution_count":91,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":24,"status":"ok","timestamp":1714273864561,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"Jbah_FW7LI3n","outputId":"9140d338-30e3-4dd2-caa4-b68c65932913"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1017209 entries, 0 to 1017208\n","Data columns (total 18 columns):\n"," #   Column                     Non-Null Count    Dtype         \n","---  ------                     --------------    -----         \n"," 0   Store                      1017209 non-null  int64         \n"," 1   DayOfWeek                  1017209 non-null  int64         \n"," 2   Date                       1017209 non-null  datetime64[ns]\n"," 3   Sales                      1017209 non-null  int64         \n"," 4   Customers                  1017209 non-null  int64         \n"," 5   Open                       1017209 non-null  int64         \n"," 6   Promo                      1017209 non-null  int64         \n"," 7   StateHoliday               1017209 non-null  object        \n"," 8   SchoolHoliday              1017209 non-null  int64         \n"," 9   StoreType                  1017209 non-null  object        \n"," 10  Assortment                 1017209 non-null  object        \n"," 11  CompetitionDistance        1017209 non-null  int32         \n"," 12  CompetitionOpenSinceMonth  1017209 non-null  int32         \n"," 13  CompetitionOpenSinceYear   1017209 non-null  int32         \n"," 14  Promo2                     1017209 non-null  int64         \n"," 15  Promo2SinceWeek            1017209 non-null  int32         \n"," 16  Promo2SinceYear            1017209 non-null  int32         \n"," 17  PromoInterval              1017209 non-null  object        \n","dtypes: datetime64[ns](1), int32(5), int64(8), object(4)\n","memory usage: 120.3+ MB\n"]}],"source":["# Verifying the dtypes\n","df.info()"]},{"cell_type":"markdown","metadata":{"id":"NzsSigdzxcVQ"},"source":["### What all manipulations have you done and insights you found?"]},{"cell_type":"markdown","metadata":{"id":"RfnSL__NxcVQ"},"source":["In data wrangling we have divided it into three sections:\n","\n","\n","1.   **Null values treatment**: In this section we have treated all the null values from both the datasets. We did the following replacements:\n","\n","\n","> a. Replaced null values of CompetitionDistance with MEDIAN.\n","\n","> b. Replaced null values of CompetitionOpenSinceMonth and with MODE.\n","\n","> c. Replaced null values of CompetitionOpenSinceYear and with MODE.\n","\n","> d. Replaced null values of Promo2SinceWeek and with 0.\n","\n","> e. Replaced null values of Promo2SinceYear and with 0.\n","\n","> f. Replaced null values of PromoInterval and with 0.\n","\n","\n","2.   **Merging datasets**: We don't want to compromise with quality and quantity of our dataset in order to get the best accuracy in ML model implementation. So, we were wondering to use the best join for the good results and we got to know with our R&D that every join is giving the same shape of our merged dataset with 0 null values. So, we have decided to go with the inner join.\n","\n","3.   **Typecasting**: In typecasting section we have typecasted the following features in order to visualize it properly and can feed them as input of ML model:\n","\n","\n","> a. Typecasted the Date feature to Datetime format.\n","\n","> b. Typecasted the CompetitionDistance, CompetitionOpenSinceMonth, CompetitionOpenSinceYear, Promo2SinceWeek, Promo2SinceYear feature to Integer.\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n"]},{"cell_type":"code","execution_count":92,"metadata":{},"outputs":[],"source":["# # Replace values using a dictionary\n","# replacement_dict = {\"0\":\"store is not participating\", \"1\":\"store is participating\"}\n","# df[\"Promo\"] = df[\"Promo\"].replace(replacement_dict)\n","\n","# # Explicitly call infer_objects(copy=False)\n","\n","# df[\"Promo\"].infer_objects(copy=False)\n","\n","# # Count the occurrences of each unique value\n","# value_counts = df[\"Promo\"].value_counts()\n","# value_counts"]},{"cell_type":"code","execution_count":93,"metadata":{},"outputs":[],"source":["# # Replace values using a dictionary\n","# replacement_dict = {\"0\":\"No\", \"1\":\"Yes\"}\n","# df[\"SchoolHoliday\"] = df[\"SchoolHoliday\"].replace(replacement_dict)\n","\n","# # Explicitly call infer_objects(copy=False)\n","# df[\"SchoolHoliday\"].infer_objects(copy=False)\n","\n","# # Count the occurrences of each unique value\n","# value_counts = df[\"SchoolHoliday\"].value_counts()\n","# value_counts"]},{"cell_type":"code","execution_count":94,"metadata":{},"outputs":[],"source":["# # Replace values using a dictionary\n","# replacement_dict = {\"0\":\"No\", \"1\":\"Yes\"}\n","# df[\"StateHoliday\"] = df[\"StateHoliday\"].replace(replacement_dict)\n","\n","# # Explicitly call infer_objects(copy=False)\n","# df[\"StateHoliday\"].infer_objects(copy=False)\n","\n","# # Count the occurrences of each unique value\n","# value_counts = df[\"StateHoliday\"].value_counts()\n","# value_counts"]},{"cell_type":"code","execution_count":95,"metadata":{},"outputs":[{"data":{"text/plain":["StoreType\n","Small Shop      551627\n","Hypermarket     312912\n","Large Store     136840\n","Medium Store     15830\n","Name: count, dtype: int64"]},"execution_count":95,"metadata":{},"output_type":"execute_result"}],"source":["# Replace values using a dictionary\n","\n","replacement_dict = {\"a\":\"Small Shop\", \"b\" : \"Medium Store\", \"c\" : \"Large Store\", \"d\": \"Hypermarket\"}\n","df[\"StoreType\"] = df[\"StoreType\"].replace(replacement_dict)\n","\n","# Explicitly call infer_objects(copy=False)\n","df[\"StoreType\"].infer_objects(copy=False)\n","\n","# Count the occurrences of each unique value\n","value_counts = df[\"StoreType\"].value_counts()\n","value_counts"]},{"cell_type":"code","execution_count":96,"metadata":{},"outputs":[{"data":{"text/plain":["Assortment\n","basic       537445\n","extended    471470\n","extra         8294\n","Name: count, dtype: int64"]},"execution_count":96,"metadata":{},"output_type":"execute_result"}],"source":["# Replace values using a dictionary\n","replacement_dict = {\"a\":\"basic\", \"b\" : \"extra\", \"c\" : \"extended\"}\n","df[\"Assortment\"] = df[\"Assortment\"].replace(replacement_dict)\n","\n","# Explicitly call infer_objects(copy=False)\n","df[\"Assortment\"].infer_objects(copy=False)\n","\n","# Count the occurrences of each unique value\n","value_counts = df[\"Assortment\"].value_counts()\n","value_counts"]},{"cell_type":"code","execution_count":97,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":637,"status":"ok","timestamp":1714273865181,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"HMy4Waxr5SY2","outputId":"d753d252-5a2e-4249-c8d4-8fba03f21ea3"},"outputs":[{"data":{"text/plain":["PromoInterval\n","0                   508031\n","Jan,Apr,Jul,Oct     293122\n","Feb,May,Aug,Nov     118596\n","Mar,Jun,Sept,Dec     97460\n","Name: count, dtype: int64"]},"execution_count":97,"metadata":{},"output_type":"execute_result"}],"source":["# Replace values using a dictionary\n","replacement_dict = {\"0\": \"No Promotion\"}\n","df[\"PromoInterval\"] = df[\"PromoInterval\"].replace(replacement_dict)\n","\n","# Explicitly call infer_objects(copy=False)\n","df[\"PromoInterval\"].infer_objects(copy=False)\n","\n","# Count the occurrences of each unique value\n","value_counts = df[\"PromoInterval\"].value_counts()\n","value_counts"]},{"cell_type":"code","execution_count":98,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":574,"status":"ok","timestamp":1714273867832,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"mOM2jCTu5SY3","outputId":"e74644b9-475e-4724-fc04-f098a34dcd69"},"outputs":[{"data":{"text/plain":["StateHoliday\n","0    986159\n","1     31050\n","Name: count, dtype: int64"]},"execution_count":98,"metadata":{},"output_type":"execute_result"}],"source":["# Replace values using a dictionary\n","replacement_dict = {\"0\": 0, \"a\": 1, \"b\": 1, \"c\": 1}\n","df[\"StateHoliday\"] = df[\"StateHoliday\"].replace(replacement_dict)\n","\n","# Explicitly call infer_objects(copy=False)\n","df[\"StateHoliday\"].infer_objects(copy=False)\n","\n","# Count the occurrences of each unique value\n","value_counts = df[\"StateHoliday\"].value_counts()\n","df[\"StateHoliday\"].value_counts()"]},{"cell_type":"markdown","metadata":{"id":"l5DtCI4BU5sN"},"source":["As some stores in the dataset were temporarily closed due to refurbishment and they won't provide us any information , so we will not consider those store which were closed . We will remove those rows where stores were closed ."]},{"cell_type":"code","execution_count":99,"metadata":{"executionInfo":{"elapsed":10,"status":"ok","timestamp":1714273867833,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"die2EC8GU5sN"},"outputs":[],"source":["# Considering those rows where stores are open and sales are not zero.\n","df = df[(df['Open']==1) & (df['Sales']!=0)]\n","\n","# Now since every store in our dataset are opened , we don't need 'Open' column and we will drop this column\n","df.drop(['Open'],axis=1,inplace=True)"]},{"cell_type":"code","execution_count":100,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":422,"status":"ok","timestamp":1714273911348,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"z76lfcOOr-eK","outputId":"24b46107-9578-4c58-a3f1-a901875031bd"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Index: 844338 entries, 0 to 1017190\n","Data columns (total 17 columns):\n"," #   Column                     Non-Null Count   Dtype         \n","---  ------                     --------------   -----         \n"," 0   Store                      844338 non-null  int64         \n"," 1   DayOfWeek                  844338 non-null  int64         \n"," 2   Date                       844338 non-null  datetime64[ns]\n"," 3   Sales                      844338 non-null  int64         \n"," 4   Customers                  844338 non-null  int64         \n"," 5   Promo                      844338 non-null  int64         \n"," 6   StateHoliday               844338 non-null  int64         \n"," 7   SchoolHoliday              844338 non-null  int64         \n"," 8   StoreType                  844338 non-null  object        \n"," 9   Assortment                 844338 non-null  object        \n"," 10  CompetitionDistance        844338 non-null  int32         \n"," 11  CompetitionOpenSinceMonth  844338 non-null  int32         \n"," 12  CompetitionOpenSinceYear   844338 non-null  int32         \n"," 13  Promo2                     844338 non-null  int64         \n"," 14  Promo2SinceWeek            844338 non-null  int32         \n"," 15  Promo2SinceYear            844338 non-null  int32         \n"," 16  PromoInterval              844338 non-null  object        \n","dtypes: datetime64[ns](1), int32(5), int64(8), object(3)\n","memory usage: 99.8+ MB\n"]}],"source":["df.info()"]},{"cell_type":"code","execution_count":101,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"executionInfo":{"elapsed":453,"status":"ok","timestamp":1714273979014,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"_knHYPDqsPrg","outputId":"f7df1551-a605-4e3e-a78f-8c0f516c9ed6"},"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>Store</th>\n","      <th>DayOfWeek</th>\n","      <th>Date</th>\n","      <th>Sales</th>\n","      <th>Customers</th>\n","      <th>Promo</th>\n","      <th>StateHoliday</th>\n","      <th>SchoolHoliday</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>5263</td>\n","      <td>555</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Large Store</td>\n","      <td>basic</td>\n","      <td>1270</td>\n","      <td>9</td>\n","      <td>2008</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>6064</td>\n","      <td>625</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Small Shop</td>\n","      <td>basic</td>\n","      <td>570</td>\n","      <td>11</td>\n","      <td>2007</td>\n","      <td>1</td>\n","      <td>13</td>\n","      <td>2010</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>8314</td>\n","      <td>821</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Small Shop</td>\n","      <td>basic</td>\n","      <td>14130</td>\n","      <td>12</td>\n","      <td>2006</td>\n","      <td>1</td>\n","      <td>14</td>\n","      <td>2011</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>13995</td>\n","      <td>1498</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Large Store</td>\n","      <td>extended</td>\n","      <td>620</td>\n","      <td>9</td>\n","      <td>2009</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>4822</td>\n","      <td>559</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Small Shop</td>\n","      <td>basic</td>\n","      <td>29910</td>\n","      <td>4</td>\n","      <td>2015</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1016776</th>\n","      <td>682</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>3375</td>\n","      <td>566</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Medium Store</td>\n","      <td>basic</td>\n","      <td>150</td>\n","      <td>9</td>\n","      <td>2006</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1016827</th>\n","      <td>733</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>10765</td>\n","      <td>2377</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Medium Store</td>\n","      <td>extra</td>\n","      <td>860</td>\n","      <td>10</td>\n","      <td>1999</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1016863</th>\n","      <td>769</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>5035</td>\n","      <td>1248</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Medium Store</td>\n","      <td>extra</td>\n","      <td>840</td>\n","      <td>9</td>\n","      <td>2013</td>\n","      <td>1</td>\n","      <td>48</td>\n","      <td>2012</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>1017042</th>\n","      <td>948</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>4491</td>\n","      <td>1039</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Medium Store</td>\n","      <td>extra</td>\n","      <td>1430</td>\n","      <td>9</td>\n","      <td>2013</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1017190</th>\n","      <td>1097</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>5961</td>\n","      <td>1405</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Medium Store</td>\n","      <td>extra</td>\n","      <td>720</td>\n","      <td>3</td>\n","      <td>2002</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>844338 rows × 17 columns</p>\n","</div>"],"text/plain":["         Store  DayOfWeek       Date  Sales  Customers  Promo  StateHoliday  \\\n","0            1          5 2015-07-31   5263        555      1             0   \n","1            2          5 2015-07-31   6064        625      1             0   \n","2            3          5 2015-07-31   8314        821      1             0   \n","3            4          5 2015-07-31  13995       1498      1             0   \n","4            5          5 2015-07-31   4822        559      1             0   \n","...        ...        ...        ...    ...        ...    ...           ...   \n","1016776    682          2 2013-01-01   3375        566      0             1   \n","1016827    733          2 2013-01-01  10765       2377      0             1   \n","1016863    769          2 2013-01-01   5035       1248      0             1   \n","1017042    948          2 2013-01-01   4491       1039      0             1   \n","1017190   1097          2 2013-01-01   5961       1405      0             1   \n","\n","         SchoolHoliday     StoreType Assortment  CompetitionDistance  \\\n","0                    1   Large Store      basic                 1270   \n","1                    1    Small Shop      basic                  570   \n","2                    1    Small Shop      basic                14130   \n","3                    1   Large Store   extended                  620   \n","4                    1    Small Shop      basic                29910   \n","...                ...           ...        ...                  ...   \n","1016776              1  Medium Store      basic                  150   \n","1016827              1  Medium Store      extra                  860   \n","1016863              1  Medium Store      extra                  840   \n","1017042              1  Medium Store      extra                 1430   \n","1017190              1  Medium Store      extra                  720   \n","\n","         CompetitionOpenSinceMonth  CompetitionOpenSinceYear  Promo2  \\\n","0                                9                      2008       0   \n","1                               11                      2007       1   \n","2                               12                      2006       1   \n","3                                9                      2009       0   \n","4                                4                      2015       0   \n","...                            ...                       ...     ...   \n","1016776                          9                      2006       0   \n","1016827                         10                      1999       0   \n","1016863                          9                      2013       1   \n","1017042                          9                      2013       0   \n","1017190                          3                      2002       0   \n","\n","         Promo2SinceWeek  Promo2SinceYear    PromoInterval  \n","0                      0                0                0  \n","1                     13             2010  Jan,Apr,Jul,Oct  \n","2                     14             2011  Jan,Apr,Jul,Oct  \n","3                      0                0                0  \n","4                      0                0                0  \n","...                  ...              ...              ...  \n","1016776                0                0                0  \n","1016827                0                0                0  \n","1016863               48             2012  Jan,Apr,Jul,Oct  \n","1017042                0                0                0  \n","1017190                0                0                0  \n","\n","[844338 rows x 17 columns]"]},"execution_count":101,"metadata":{},"output_type":"execute_result"}],"source":["df"]},{"cell_type":"code","execution_count":104,"metadata":{"executionInfo":{"elapsed":620,"status":"ok","timestamp":1714273996744,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"dTl5SmvZ5SY4"},"outputs":[],"source":["# save the csv\n","# df.to_csv(\"Rossmann_Cleaned_data.csv\")"]},{"cell_type":"code","execution_count":103,"metadata":{},"outputs":[{"ename":"SyntaxError","evalue":"invalid syntax (23986664.py, line 1)","output_type":"error","traceback":["\u001b[1;36m  Cell \u001b[1;32mIn[103], line 1\u001b[1;36m\u001b[0m\n\u001b[1;33m    sns.counta,b,c,0,e7uebn.989\u001b[0m\n\u001b[1;37m                           ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"]}],"source":["sns.counta,b,c,0,e7uebn.989"]},{"cell_type":"markdown","metadata":{"executionInfo":{"elapsed":15,"status":"ok","timestamp":1714273997472,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"hwOnxNv8r96L"},"source":["<hr>"]},{"cell_type":"markdown","metadata":{"id":"9w9Ak1FbU5sM"},"source":["## ***4. Data Vizualization, Storytelling & Experimenting with charts : Understand the relationships between variables***"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1714273997472,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"64k2eURbdEmV","outputId":"c346230a-9a80-43da-e059-39799e27385b"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Index: 844338 entries, 0 to 1017190\n","Data columns (total 17 columns):\n"," #   Column                     Non-Null Count   Dtype         \n","---  ------                     --------------   -----         \n"," 0   Store                      844338 non-null  int64         \n"," 1   DayOfWeek                  844338 non-null  int64         \n"," 2   Date                       844338 non-null  datetime64[ns]\n"," 3   Sales                      844338 non-null  int64         \n"," 4   Customers                  844338 non-null  int64         \n"," 5   Promo                      844338 non-null  int64         \n"," 6   StateHoliday               844338 non-null  int64         \n"," 7   SchoolHoliday              844338 non-null  int64         \n"," 8   StoreType                  844338 non-null  object        \n"," 9   Assortment                 844338 non-null  object        \n"," 10  CompetitionDistance        844338 non-null  int32         \n"," 11  CompetitionOpenSinceMonth  844338 non-null  int32         \n"," 12  CompetitionOpenSinceYear   844338 non-null  int32         \n"," 13  Promo2                     844338 non-null  int64         \n"," 14  Promo2SinceWeek            844338 non-null  int32         \n"," 15  Promo2SinceYear            844338 non-null  int32         \n"," 16  PromoInterval              844338 non-null  object        \n","dtypes: datetime64[ns](1), int32(5), int64(8), object(3)\n","memory usage: 99.8+ MB\n"]}],"source":["df.info()"]},{"cell_type":"markdown","metadata":{"id":"aqY49YJpdZt-"},"source":["Now we will do data visualization in an structured way following ' UBM ' rule\n","\n","*   Univariate Analysis\n","*   Bivariate Analysis\n","\n","*   Multivariate Analysis"]},{"cell_type":"markdown","metadata":{"id":"R_TnkoB576eC"},"source":["### **Univariate Analysis**"]},{"cell_type":"markdown","metadata":{"id":"mVpp6PMe70Ko"},"source":["#### **Chart-1: Checking frequency distribution of continous features-Sales, CompetitionDistance, Customers:**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":761},"executionInfo":{"elapsed":13716,"status":"ok","timestamp":1714274014505,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"0NeI7B7Wlq-C","outputId":"9457faa1-d8d1-4f43-de4a-baa94f631067"},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Density distribution of Customers')"]},"execution_count":46,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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size 2000x1000 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["#Checking Frequency distribution for continous features:\n","plt.figure(figsize=(20,10))\n","\n","#First plot(Sales vs Frequency)\n","plt.subplot(2,2,1)\n","plt.xlabel(\"Sales\")\n","plt.ylabel(\"Frequency\")\n","sns.kdeplot(df[\"Sales\"], color=\"Green\", shade = True)  #kernel density estimate (KDE) plot\n","plt.title('Density distribution of Sales',size = 15)\n","\n","#Second plot(CompetitionDistance vs Frequency)\n","plt.subplot(2,2,2)\n","plt.xlabel(\"CompetitionDistance\")\n","plt.ylabel(\"Frequency\")\n","sns.kdeplot(df[\"CompetitionDistance\"], color=\"Blue\", shade = True) #kernel density estimate (KDE) plot\n","plt.title('Density distribution of CompetitionDistance',size = 15)\n","\n","#Third plot(Customers vs Frequency)\n","plt.subplot(2,2,3)\n","plt.xlabel(\"Customers\")\n","plt.ylabel(\"Frequency\")\n","sns.kdeplot(df[\"Customers\"], color=\"Red\", shade = True) #kernel density estimate (KDE) plot\n","plt.title('Density distribution of Customers',size = 15)\n"]},{"cell_type":"markdown","metadata":{"id":"ttEO4E339YNU"},"source":["##### 1. Why I am pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"XQbvQrKs9YNV"},"source":["We picked this chart as it shows whether the observations are high or low and also whether they are concentrated in one area or spread out across the entire scale for continous features only."]},{"cell_type":"markdown","metadata":{"id":"51ABtV_59YNV"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"OMYlN3369YNV"},"source":["1. Avarage Sales value is under 5000 and graph is rightly skewed, which shows most of the stores are open where the middle class resides.\n","\n","2. We can clearly observe that most of the stores have their competition within\n","   5Km range which indicates mostly competiting stores are located nearby to   each other.\n","\n","3. Avarage number of customer visiting stores is 700."]},{"cell_type":"markdown","metadata":{"id":"Ngf-Oxcw9YNV"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"8EGuQaNM9YNW"},"source":["1. As we can see most of the sales are under 1000, to expand their business and sales they should **open their stores in posh area** or where the upper class lives.\n","\n","2. We plotted frequency distribution graph for sales, customer and competition distance with the help of which we came to know that many competiting stores are densly located. so, business should **plan different strategies** to sustain in the competitive market."]},{"cell_type":"markdown","metadata":{"id":"xfxs6IUL-Ftx"},"source":["#### **Chart-2: Checking frequency distribution of continous features-SchoolHoliday, Promo, Promo2:**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":22,"status":"ok","timestamp":1714274014506,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"gfJ3SMk38Mcf","outputId":"9a6b774e-247e-44d4-b01b-eb995876d430"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 400x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["#Lets check distribution for Some discrete features(SchoolHoliday,Promo,Promo2):\n","labels = 'Not SchoolHoliday' , 'SchoolHoliday'\n","sizes = df.SchoolHoliday.value_counts()\n","colors = ['pink', 'yellow']\n","explode = (0.2, 0.0)\n","plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n","        autopct='%1.1f%%', shadow=True)\n","plt.axis('equal')\n","plt.title(\"Percentage of School Holiday\",fontsize=20)\n","plt.legend( labels, loc=\"best\")\n","plt.plot()\n","fig=plt.gcf()\n","fig.set_size_inches(4,4)\n","plt.show()\n","\n","labels = 'Promo' , 'Not Promo'\n","sizes = df.Promo.value_counts()\n","colors = ['pink', 'yellow']\n","explode = (0.2, 0.0)\n","plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n","        autopct='%1.1f%%', shadow=True)\n","plt.axis('equal')\n","plt.title(\"Percentage of promoted stores\",fontsize=20)\n","plt.legend( labels, loc=\"best\")\n","plt.plot()\n","fig=plt.gcf()\n","fig.set_size_inches(4,4)\n","plt.show()\n","\n","labels = 'Promo2' , 'Not Promo2'\n","sizes = df.Promo2.value_counts()\n","colors = ['pink', 'yellow']\n","explode = (0.2, 0.0)\n","plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n","        autopct='%1.1f%%', shadow=True)\n","plt.axis('equal')\n","plt.title(\"Percentage of stores who are into continuous promotion\",fontsize=20)\n","plt.legend( labels, loc=\"best\")\n","plt.plot()\n","fig=plt.gcf()\n","fig.set_size_inches(4,4)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"n88AcaZf_MyC"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"0B3UL_tr_MyD"},"source":["We choose the pie chart as it represents the contribution of each part of the data to a whole where the arc size of each slice is directly proportional to the contribution of that part."]},{"cell_type":"markdown","metadata":{"id":"LTCxqIGj_MyD"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"vf6HBiX__MyD"},"source":["1.From first pie chart We can say that market will observe approx 20% of school Holidays.\n","\n","2.We see that 44.6% of stores are into promotions and 55.4% of stores are not into promotions .The reason that more stores are not into promotions may be they don't have the enough budget or they may not see enough need for promotions.\n","\n","3.From Third chart we can infer that there is almost equal percentage of stores getting promoted and the one which are not getting promoted."]},{"cell_type":"markdown","metadata":{"id":"TlgNpj-C_MyD"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"bNepAll3_MyD"},"source":["1. From above pie chart we understood that percentage of stores getting promoted is more than non promoting stores but sales are positively correlated to promo meaning **if stores are getting promoted sale is increasing**. So, business should try promoting the stores to increase the revenue.\n","2. Later we will see if their is any impact of School holiday on sale on sale."]},{"cell_type":"markdown","metadata":{"id":"qj8NkR31KMrR"},"source":["#### **Chart-3: Checking frequency distribution of Storetype, Assortment, Stateholiday and Promointervals:**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":2291,"status":"ok","timestamp":1714274301693,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"YrMAh13_tRqy","outputId":"3acb3cf3-291a-4130-b471-65b96e87082a"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["ax = sns.countplot(data=df, x='Assortment', palette='Set2', edgecolor='black')\n","\n","# Calculate percentage for each category\n","total = float(len(df['Assortment']))\n","for p in ax.patches:\n","    height = p.get_height()\n","    ax.text(p.get_x()+p.get_width()/2.,\n","            height + 3,\n","            '{:.2f}%'.format((height/total)*100),\n","            ha=\"center\")\n","\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":2353,"status":"ok","timestamp":1714274430086,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"lo6zXsPFtvrH","outputId":"3a93d136-66cd-4da2-b99a-f5e3089de88a"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["ax = sns.countplot(data=df, x='PromoInterval', palette='Set2', edgecolor='black')\n","\n","# Calculate percentage for each category\n","total = float(len(df['PromoInterval']))\n","for p in ax.patches:\n","    height = p.get_height()\n","    ax.text(p.get_x() + p.get_width() / 2.,\n","            height + 3,\n","            '{:.2f}%'.format((height / total) * 100),\n","            ha=\"center\")\n","\n","plt.show()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":2408,"status":"ok","timestamp":1714274475277,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"eR6SycIpuHpD","outputId":"11644308-6265-4983-e46d-fd8a00ee8070"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["ax = sns.countplot(data=df, x='StoreType', palette='Set2', edgecolor='black')\n","\n","# Calculate percentage for each category\n","total = float(len(df['StoreType']))\n","for p in ax.patches:\n","    height = p.get_height()\n","    ax.text(p.get_x() + p.get_width() / 2.,\n","            height + 3,\n","            '{:.2f}%'.format((height / total) * 100),\n","            ha=\"center\")\n","\n","plt.show()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":2049,"status":"ok","timestamp":1714274509006,"user":{"displayName":"Manish Gupta","userId":"14585552769646975916"},"user_tz":-330},"id":"U_Ux1mmiuP1K","outputId":"d8e826dd-260f-4c8e-e85a-f6748cc8e284"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["ax = sns.countplot(data=df, x='StateHoliday', palette='Set2', edgecolor='black')\n","\n","# Calculate percentage for each category\n","total = float(len(df['StateHoliday']))\n","for p in ax.patches:\n","    height = p.get_height()\n","    ax.text(p.get_x() + p.get_width() / 2.,\n","            height + 3,\n","            '{:.2f}%'.format((height / total) * 100),\n","            ha=\"center\")\n","\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"8xUi_doS9gkp"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"6HVU9mW19gkq"},"source":["We plotted above graph to know the distribution of different type of stores,assortment,state holiday and promointerval in the dataset."]},{"cell_type":"markdown","metadata":{"id":"gfPfcHHh9gkq"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"_4hjI-e89gkq"},"source":["1. Store **Type \"a\"** is most common and **Store Type \"b\"** is rare in the dataset .\n","\n","2. **Most of the stores have assortment \"a\" and assortment \"b\" is very rare** .\n","Since there is significant diffference in the number of occurrence of different store types and assortments , it could indicate that certain store types and assortments are more successful or profitable than others .It could also suggest that **certain store types and assortments are more suited to certain types of stores or locations.**\n","\n","3. We can infer that many stores are planning to get prmoted in first quarter of promointerval while number of stores getting promoted in successive quartes is **decreasing gradually**."]},{"cell_type":"markdown","metadata":{"id":"IHt7zeVv9gkr"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"HwNzkpE59gkr"},"source":["<!-- Since store type 'a','c' and 'd' are generating similar sales and lower than store type 'b', they can follow the business strategies, marketing tactics of store type 'b'. -->\n","\n","As we can see that store type_a , assortment_a is highest and storetype_b , assortment_b is lowest in number. So it's quite intersting to see weather these assortments and stores will also get the **heighest sale in bivariate analysis also!!!**"]},{"cell_type":"markdown","metadata":{"id":"ZPrKcB-YX8u7"},"source":["#### **Chart-4: Checking frequency distribution of Promo2:**"]},{"cell_type":"code","execution_count":null,"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>Store</th>\n","      <th>DayOfWeek</th>\n","      <th>Date</th>\n","      <th>Sales</th>\n","      <th>Customers</th>\n","      <th>Promo</th>\n","      <th>StateHoliday</th>\n","      <th>SchoolHoliday</th>\n","      <th>StoreType</th>\n","      <th>Assortment</th>\n","      <th>CompetitionDistance</th>\n","      <th>CompetitionOpenSinceMonth</th>\n","      <th>CompetitionOpenSinceYear</th>\n","      <th>Promo2</th>\n","      <th>Promo2SinceWeek</th>\n","      <th>Promo2SinceYear</th>\n","      <th>PromoInterval</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>5263</td>\n","      <td>555</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>c</td>\n","      <td>a</td>\n","      <td>1270</td>\n","      <td>9</td>\n","      <td>2008</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>6064</td>\n","      <td>625</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>570</td>\n","      <td>11</td>\n","      <td>2007</td>\n","      <td>1</td>\n","      <td>13</td>\n","      <td>2010</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>8314</td>\n","      <td>821</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>14130</td>\n","      <td>12</td>\n","      <td>2006</td>\n","      <td>1</td>\n","      <td>14</td>\n","      <td>2011</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>13995</td>\n","      <td>1498</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>c</td>\n","      <td>c</td>\n","      <td>620</td>\n","      <td>9</td>\n","      <td>2009</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>2015-07-31</td>\n","      <td>4822</td>\n","      <td>559</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>a</td>\n","      <td>a</td>\n","      <td>29910</td>\n","      <td>4</td>\n","      <td>2015</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1016776</th>\n","      <td>682</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>3375</td>\n","      <td>566</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>b</td>\n","      <td>a</td>\n","      <td>150</td>\n","      <td>9</td>\n","      <td>2006</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1016827</th>\n","      <td>733</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>10765</td>\n","      <td>2377</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>b</td>\n","      <td>b</td>\n","      <td>860</td>\n","      <td>10</td>\n","      <td>1999</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1016863</th>\n","      <td>769</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>5035</td>\n","      <td>1248</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>b</td>\n","      <td>b</td>\n","      <td>840</td>\n","      <td>9</td>\n","      <td>2013</td>\n","      <td>1</td>\n","      <td>48</td>\n","      <td>2012</td>\n","      <td>Jan,Apr,Jul,Oct</td>\n","    </tr>\n","    <tr>\n","      <th>1017042</th>\n","      <td>948</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>4491</td>\n","      <td>1039</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>b</td>\n","      <td>b</td>\n","      <td>1430</td>\n","      <td>9</td>\n","      <td>2013</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1017190</th>\n","      <td>1097</td>\n","      <td>2</td>\n","      <td>2013-01-01</td>\n","      <td>5961</td>\n","      <td>1405</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>b</td>\n","      <td>b</td>\n","      <td>720</td>\n","      <td>3</td>\n","      <td>2002</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>844338 rows × 17 columns</p>\n","</div>"],"text/plain":["         Store  DayOfWeek       Date  Sales  Customers  Promo  StateHoliday  \\\n","0            1          5 2015-07-31   5263        555      1             0   \n","1            2          5 2015-07-31   6064        625      1             0   \n","2            3          5 2015-07-31   8314        821      1             0   \n","3            4          5 2015-07-31  13995       1498      1             0   \n","4            5          5 2015-07-31   4822        559      1             0   \n","...        ...        ...        ...    ...        ...    ...           ...   \n","1016776    682          2 2013-01-01   3375        566      0             1   \n","1016827    733          2 2013-01-01  10765       2377      0             1   \n","1016863    769          2 2013-01-01   5035       1248      0             1   \n","1017042    948          2 2013-01-01   4491       1039      0             1   \n","1017190   1097          2 2013-01-01   5961       1405      0             1   \n","\n","         SchoolHoliday StoreType Assortment  CompetitionDistance  \\\n","0                    1         c          a                 1270   \n","1                    1         a          a                  570   \n","2                    1         a          a                14130   \n","3                    1         c          c                  620   \n","4                    1         a          a                29910   \n","...                ...       ...        ...                  ...   \n","1016776              1         b          a                  150   \n","1016827              1         b          b                  860   \n","1016863              1         b          b                  840   \n","1017042              1         b          b                 1430   \n","1017190              1         b          b                  720   \n","\n","         CompetitionOpenSinceMonth  CompetitionOpenSinceYear  Promo2  \\\n","0                                9                      2008       0   \n","1                               11                      2007       1   \n","2                               12                      2006       1   \n","3                                9                      2009       0   \n","4                                4                      2015       0   \n","...                            ...                       ...     ...   \n","1016776                          9                      2006       0   \n","1016827                         10                      1999       0   \n","1016863                          9                      2013       1   \n","1017042                          9                      2013       0   \n","1017190                          3                      2002       0   \n","\n","         Promo2SinceWeek  Promo2SinceYear    PromoInterval  \n","0                      0                0                0  \n","1                     13             2010  Jan,Apr,Jul,Oct  \n","2                     14             2011  Jan,Apr,Jul,Oct  \n","3                      0                0                0  \n","4                      0                0                0  \n","...                  ...              ...              ...  \n","1016776                0                0                0  \n","1016827                0                0                0  \n","1016863               48             2012  Jan,Apr,Jul,Oct  \n","1017042                0                0                0  \n","1017190                0                0                0  \n","\n","[844338 rows x 17 columns]"]},"execution_count":52,"metadata":{},"output_type":"execute_result"}],"source":["df"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Density distribution of Promo2SinceWeek')"]},"execution_count":53,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.xlabel(\"Promo2SinceWeek\")\n","plt.ylabel(\"Frequency\")\n","sns.kdeplot(df[\"Promo2SinceWeek\"], color=\"Red\", shade = True) #kernel density estimate (KDE) plot\n","plt.title('Density distribution of Promo2SinceWeek',size = 15)"]},{"cell_type":"markdown","metadata":{"id":"xHqazOjX9ibV"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"qpcBBjAi9ibW"},"source":["To see since how many weeks the stores have been praticipating in Promo2 ."]},{"cell_type":"markdown","metadata":{"id":"dfYaL-_Q9ibW"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"ksHG6sW49ibW"},"source":["\n","In this countplot, we can see that 0 has the greatest count . 0 indicates the stores are not participating in promo2  and rest all count indicate the numbers of count of stores , since how many week they have been participating in promo 2.One possibility that stores are not continuing participating in the promo might be **customers are less responsive to a second promotion**, as they may have already taken advantage of a similar promotion earlier. Another possibility is that the store may not have invested enough in promoting the promotion to customers, resulting in lower awareness and fewer sales."]},{"cell_type":"markdown","metadata":{"id":"wTg5rBh-9ibW"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"IooTm7ZP9ibW"},"source":["From above graph we can infer that many stores are not continuing participating in the promo which indicates the **promotions are not meeting the required targets.**"]},{"cell_type":"markdown","metadata":{"id":"iJKglDfGlQXV"},"source":["### **Bivariate Analysis**"]},{"cell_type":"markdown","metadata":{"id":"g_vsHadCNFyi"},"source":["#### **Chart-1: Sales vs DayOfWeek**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"aiDzQgdj_quE"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1300x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales Vs DayOfWeek\n","plt.figure(figsize=(13,5))\n","plots=sns.barplot(x=df['DayOfWeek'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"PvRcWmYT9kpj"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"OdTAYCLE9kpk"},"source":["We used **bar plots** because they are a useful tool for visualizing and understanding **categorical data**, and can be an effective way to communicate information to the wide audience."]},{"cell_type":"markdown","metadata":{"id":"co0viltN9kpk"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"xTrxS7jX9kpk"},"source":["Day 1 and day 7 witness the highest sale indicating they are probably days falling on the weekend. Day 2 to day 6 generate medium to low sales indicating they are probably weekdays where customer footfall is low."]},{"cell_type":"markdown","metadata":{"id":"LTFHjxCT9kpk"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"UBrchfjx9kpk"},"source":["1. Day 1 and 7 have good number of sales so we can **hire more staff specially for these days** and delivery boys for more revenue.\n","2. Since only 2 days are witnessing good sales, store can **target remaining 5 days in a week to milk more revenue**. It can run exciting offers and attract more customers on weekdays to generate more revenue."]},{"cell_type":"markdown","metadata":{"id":"_dcBSrgSLuja"},"source":["#### **Chart-2: Sales vs Year**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"q9Yi0afIBJk5"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 500x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs Year\n","plt.figure(figsize=(5,5))\n","plots=sns.barplot(x=df[\"Date\"].dt.year,y=df['Sales'],palette='mako', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"2BcWmX6X9lmo"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"c7dXc-qg9lmo"},"source":["We used this plot to visualize the distribution of sales in 2013, 2014 and 2015. Count plots can help us understand how the values of a variable are distributed within the dataset.\n"]},{"cell_type":"markdown","metadata":{"id":"z4XSdbm09lmo"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"hDhGBUoT9lmp"},"source":["For any business, year-on-year sales growth is a good parameter to access the store growth. Here we can observe that even though sales are increasing year-on-year, **sales growth is not even 10%**. So the owners need to put extra efforts to increase the yearly sales.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"bnfviIHk9lmp"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"5KNBFzBN9lmp"},"source":["Yes. The insights from this graph are actually very important for the owners. Since the growth is not at very commendable pace, they need to **target more customers and bring some changes in the operations.**"]},{"cell_type":"markdown","metadata":{"id":"A_-l0tuqMDAa"},"source":["#### **Chart-3: Sales vs 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","text/plain":["<Figure size 1800x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Month vs sales\n","plt.figure(figsize=(18,7))\n","plots=sns.barplot(x=df['Date'].dt.month,y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.xlabel(\"Month\")\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"knwWoXm89nCc"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"SruAeTe09nCc"},"source":["To know the patterns or trends in the data, such as a **peak in activity or sales during a particular month of the year.**"]},{"cell_type":"markdown","metadata":{"id":"XpeGd7lv9nCd"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"1gueImTL9nCd"},"source":["The countplot highlights that **December being a festive month** attracts more sale than the rest of the months. Also, November has slightly more sales than other months. This could be due to the **'Black Friday'** sale which is very popular across the globe. As Rossmann Stores deals in health and beauty products, it can be guessed that November and December sales are due to the celebratory nature of people who love to buy beauty/health products leading to the sudden increase in sales."]},{"cell_type":"markdown","metadata":{"id":"zP_2w-ok9nCd"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"HAF0NeXq9nCd"},"source":["Yes, definitely these insights create a positive business impact as business owners will try to **keep more goods to cater with the business needs** and also they can increase the revenue by keeping **stores open even on weekends or holidays** as customers are aiming to buy more in this period of month."]},{"cell_type":"markdown","metadata":{"id":"jEbSHOg-NlS6"},"source":["#### **Chart-4: Sales vs Customer**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"F3RKQtieLWsa"},"outputs":[{"data":{"text/plain":["<Axes: xlabel='Customers', ylabel='Sales'>"]},"execution_count":57,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sale Vs Customer\n","plt.figure(figsize=(7,7))\n","sns.scatterplot(x = df['Customers'],y = df['Sales'])"]},{"cell_type":"markdown","metadata":{"id":"wEHiaYtL9out"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"IEDhJ9hk9out"},"source":["We chose scatter plot because we wanted to plot the relationship between the number of customers visiting the store and the total sales.They are useful for identifying outliers in the data, as well as to determine the correlation between two variables,and to verify the linear trend of our dataset."]},{"cell_type":"markdown","metadata":{"id":"DfNfVXD49out"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"5IcdXmI29out"},"source":["This above scatterplot show a **positive correlation between 'Sales' and 'Customers'**. As the number of customers increases, the sales also tend to increase. We understood from the above trend that our data shows linear trend between these two variables - customers and sales."]},{"cell_type":"markdown","metadata":{"id":"K3bni5wZ9ouu"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"oj_9wVqS9ouu"},"source":["Customers and sales are directly proportional to each other and are highly correlated. It can help businesses to promote their strategies using **marketing campaigns, advertisements** to attract more customers ultimately shooting up the sales."]},{"cell_type":"markdown","metadata":{"id":"G4J2LF_uNwkT"},"source":["#### **Chart-5: Sales vs Promo**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fzLuky_cNi0f"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs Promo\n","plt.figure(figsize=(7,7))\n","plots=sns.barplot(x=df['Promo'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"jOoiu2Vt9pnD"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"Y-N9gJkE9pnE"},"source":["To know the count of how many sales were made at stores that were running promotions and how many were made at stores that were not running promotions. We used bar plots because they are a useful tool for visualizing and understanding categorical data, and can be an effective way to communicate information to the wide audience."]},{"cell_type":"markdown","metadata":{"id":"_RuezODA9pnE"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"W5HMmNku9pnE"},"source":["From the above plot we see the **effectiveness of promotions on increasing sales**. So we can infer that as the stores are getting promoted, sales are increasing on large basis showing positive correlation between promo and sales."]},{"cell_type":"markdown","metadata":{"id":"rnXB5wAG9pnF"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"uMH6wAGZ9pnF"},"source":["Business owners should try to **promote the stores** to sustain in the market eventually resulting increment in the sales amount."]},{"cell_type":"markdown","metadata":{"id":"KVniuyyoN1pT"},"source":["#### **Chart-6: Sales vs StateHoliday**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"F3fBcaWpPeOa"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs StateHoliday\n","plt.figure(figsize=(7,7))\n","plots=sns.barplot(x=df['StateHoliday'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"axGuPNzL9qSX"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"91T0iKm09qSY"},"source":["To know the number of sales for various State Holidays ."]},{"cell_type":"markdown","metadata":{"id":"jrEKVqdp9qSY"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"1eNSd_NN9qSY"},"source":["From the above plot, we observe that sales are highest for state holiday 'B' followed by state holiday 'C'. One interesting insight here is **sales are comparitively low during normal days**(i.e with no state holiday).The factors that contribute to higher sales on these holidays could be increased consumer spending, special promotions or events.\n"]},{"cell_type":"markdown","metadata":{"id":"QMGNCKL99qSY"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"XEc8qa3H9qSY"},"source":["The business can create special offers or bundle products to increase the sales during the religious festivals."]},{"cell_type":"markdown","metadata":{"id":"SmGL1RMWN5nz"},"source":["#### **Chart-7: Sales vs SchoolHoliday**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"73R-QI74N4EP"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs SchoolHoliday\n","\n","plt.figure(figsize=(7,7))\n","\n","plots=sns.barplot(x=df['SchoolHoliday'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"YRTUVPJG9rEH"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"TZXxOf2h9rEI"},"source":["To know the count of how many sales were made at stores on school holiday and on non-school holiday ."]},{"cell_type":"markdown","metadata":{"id":"5QykKAgV9rEI"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"BQoHtn2G9rEI"},"source":["We can see there is **not much difference in sales**. However,sales is more on school holidays . It is possible that school holidays are more likely to be associated with families going on vacation or parents taking time off work to spend with their children, which could lead to increase in consumer spendings."]},{"cell_type":"markdown","metadata":{"id":"5rLAAgCT9rEI"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"2HZroToIwoHT"},"source":["As we can see from the graph, it is not making much difference whether there is school holiday or not. Still, businesses can target school holidays and run more promotional offers."]},{"cell_type":"markdown","metadata":{"id":"pJx8NhQ1N9Wq"},"source":["#### **Chart-8: Sales vs StoreType**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cTzZa-2mQDVT"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs StoreType\n","plt.figure(figsize=(7,7))\n","plots=sns.barplot(x=df['StoreType'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"rK9GhTEC9rwr"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"cVxVyL1P9rwr"},"source":["To know which kind of store is able to generate maximum profit."]},{"cell_type":"markdown","metadata":{"id":"YKl_kFh89rws"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"Uv9e4Msr9rws"},"source":["1. Sales for the store type b is the highest . **Store type B might be located in a more affluent or high-traffic area**, which would increase the number of potential customers. Store type B may have a more favorable layout, which makes it more attractive to customers and makes it easier for them to find the products they want, resulting in more sales.\n","\n","2. Earlier we have drawn the univeriate graph of Store type to know which type of store are more in numbers, and we found that store type a,c,d are more but this is not the case with the sales even though **storetype_b are less still they are making more profit**.\n","\n","3. It might be the case that store type_b contain **costly**, **luxerious items**."]},{"cell_type":"markdown","metadata":{"id":"IrcnaWDb9rws"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"mhA0m4ck9rws"},"source":["1. Since store type 'a','c' and 'd' are generating similar sales and lower than store type 'b', they can follow the business strategies, **marketing tactics of store type 'b'.**\n","\n","2. Company should **open stores of type_b** to gain more profit."]},{"cell_type":"markdown","metadata":{"id":"__YbND0KOA0R"},"source":["#### **Chart-9: Sales vs Assortment**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ypyJHCKCQam7"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs Assortment\n","plt.figure(figsize=(7,7))\n","plots=sns.barplot(x=df['Assortment'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"37Inlwy49sde"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"__kRZVzS9sdf"},"source":["To know the Sales for various Assortments or which assortment is beneficial for more profit."]},{"cell_type":"markdown","metadata":{"id":"Ay9-rgQ-9sdf"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"xlYXqQb99sdf"},"source":["1. Earlier we have seen that **assortment_B are less in numbers compared to a,b,c** but with the help of Bivariate graph we can see that assortment_B caters the maximum amount of sales.\n","\n","2. Sales are highest for the assortment b . This assortment may have a good mix of **products that are in high demand or that are unique to the store**, which would result in more sales.\n"]},{"cell_type":"markdown","metadata":{"id":"ttQwgfDa9sdf"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"RdmAJe9m9sdf"},"source":["Since sales are highest for assortment 'b', Rossman owners can **target more on this specific combination** and reduce the dependency on assortment 'a' and assortment 'c'. **This could surely be a cost effective move**."]},{"cell_type":"markdown","metadata":{"id":"gOEw_sjYOF2Z"},"source":["#### **Chart-10: Sales vs CompetitionDistance**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"bUBbMmDMQ3r5"},"outputs":[{"data":{"text/plain":["<Axes: xlabel='CompetitionDistance', ylabel='Sales'>"]},"execution_count":63,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales Vs CompetitionDistance\n","plt.figure(figsize=(7,7))\n","sns.scatterplot(x= df['CompetitionDistance'],y = df['Sales'])"]},{"cell_type":"markdown","metadata":{"id":"nUkakYR79tiC"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"YaJzuOj49tiC"},"source":["To know the relationship between the sales and competition distance."]},{"cell_type":"markdown","metadata":{"id":"U8BdCLad9tiD"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"ZyCaLIjd9tiD"},"source":["From the above scatter plot it can be observed that mostly the competitor stores weren't that far from each other and the stores densely located near each other saw more sales."]},{"cell_type":"markdown","metadata":{"id":"2zaBphNm9tiD"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"e0w7Cr7HJyEQ"},"source":["As we can see sales are more for densely located stores.So, stores can continue providing exciting offers and services to attract customers to compete the market."]},{"cell_type":"markdown","metadata":{"id":"mwP9fe0pONIV"},"source":["#### **Chart-11: Sales vs CompetitionOpenSinceYear**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2IKLaDgAgYv3"},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Plot between Sales and Competition Open Since year')"]},"execution_count":64,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1500x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sale Vs CompetitionOpenSinceYear\n","plt.figure(figsize=(15,6))\n","sns.pointplot(x= 'CompetitionOpenSinceYear', y= 'Sales', data=df)\n","plt.title('Plot between Sales and Competition Open Since year')"]},{"cell_type":"markdown","metadata":{"id":"rqCN-zvK9v_a"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"Ffecgiwy9v_a"},"source":["To know the average sales for each year since a competitor opened near the store ."]},{"cell_type":"markdown","metadata":{"id":"yynWEvPH9v_a"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"maBKivBB9v_b"},"source":["From the Plot we can tell that Sales are high during the year 1900, as there are very few store were operated of Rossmann so there is less competition and sales are high. But as year pass on number of stores increased that means competition also increased and this leads to decline in the sales."]},{"cell_type":"markdown","metadata":{"id":"jZC8Ifpl9v_b"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"BtF0gaNH9v_b"},"source":["Since almost every subsequent year reports sudden drop/rise in the sales, owners need to work on their stockings and marketing tactics. The basic reason for this sudden change could be explored more deeply and a plausible solution to it can be reached."]},{"cell_type":"markdown","metadata":{"id":"cPjgYJ3cOP5E"},"source":["#### **Chart-12: Sales vs Promo2**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fwBMR4iiUBRm"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs Promo2\n","\n","plt.figure(figsize=(7,7))\n","\n","plots=sns.barplot(x=df['Promo2'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"cHZUVJJC9xIK"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"WK3Cue5-9xIK"},"source":["To know the count of sales with presence and absence of promo2."]},{"cell_type":"markdown","metadata":{"id":"ZiLjVt9N9xIK"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"Om8VT-Wp9xIK"},"source":["The barplot shows that customers are slightly less responsive to the stores(i.e sales) that are running consecutive promotions. One possibility could be customers might have already taken advantage of a similar promotion earlier. Another reason could be store might not have invested enough in promoting the promotion to customers, resulting in lower awareness and fewer sales. Also, if the store is running same promotion again and again, it could have resulted into lower customer footfal and ultimately leadind to fewer sales."]},{"cell_type":"markdown","metadata":{"id":"Ar1frQH39xIK"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"S2RY3BHz9xIK"},"source":["Yes. The insights are indeed helpful as they are highlighting one of the most important thing about consecutive promotions. Clearly, such promotions are not enough to convert customers into buyers. The store needs to come up with more innovative and more rewardful solutions."]},{"cell_type":"markdown","metadata":{"id":"LsdK-sIqOXj9"},"source":["#### **Chart-13: Sales vs Promo2SinceYear**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"lzE9TsHrU5oL"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1000x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs Promo2SinceYear\n","\n","plt.figure(figsize=(10,7))\n","\n","plots=sns.barplot(x=df['Promo2SinceYear'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"apVAPQXm9yrY"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"xh-lg0e39yrY"},"source":["To know the sale count for various years since the promo2 started."]},{"cell_type":"markdown","metadata":{"id":"yRlN2-pN9yrY"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"m9MViO5i9yrY"},"source":["This barplot explains that sales were still the highest when the store wasn't running any consecutive promotional events. But in 2014, the sales were really shoot up and they are recorded as 2nd highest. Good quality products, better deals, shutdown of competitions etc could be the reasons."]},{"cell_type":"markdown","metadata":{"id":"km5ZRAml9yrY"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"YRC4EaRv9yrZ"},"source":["Yes. The insights are indeed helpful as they are highlighting one of the most important thing about consecutive promotions. Clearly, such promotions are not enough to convert customers into buyers. The store needs to come up with more innovative and more rewardful solutions."]},{"cell_type":"markdown","metadata":{"id":"BXWMYpvWOe9A"},"source":["#### **Chart-14:  Sales vs PromoInterval**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cAnUOOaSVZs2"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Sales vs PromoInterval\n","\n","plt.figure(figsize=(7,7))\n","\n","plots=sns.barplot(x=df['PromoInterval'],y=df['Sales'],palette='Set2', edgecolor='black')\n","for bar in plots.patches:\n","    plots.annotate(format(bar.get_height(), '.2f'),\n","                   (bar.get_x() + bar.get_width() / 2,\n","                    bar.get_height()), ha='center', va='center',\n","                   size=15, xytext=(0, 8),\n","                   textcoords='offset points')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"9d-OTKHn9zd6"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"8aLtUZOL9zd6"},"source":["To know the count of sale for various promo interval ."]},{"cell_type":"markdown","metadata":{"id":"-LTOVgZK9zd6"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"y-_skTNp9zd6"},"source":["This barplot explains that sales were still the highest when the store wasn't running any consecutive promotional events. Here, we can see the promo interval Jan, Apr, Jul, Oct records the 2nd highest sales as it marks the festive season. However, the other intervals are recording sales that are close to the 1st interval."]},{"cell_type":"markdown","metadata":{"id":"wd05EYcv9zd6"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"DQmNuOTC9zd6"},"source":["Business needs to design the pattern of the promotion as sales are decreasing gradually from begining with first quarter of promo interval."]},{"cell_type":"markdown","metadata":{"id":"8RC0iTeHsYQE"},"source":["### **Multivariate Analysis**"]},{"cell_type":"markdown","metadata":{"id":"zRtFcm4LOu5a"},"source":["#### **Chart-1 Pair Plot**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8vuOI8W9vSzR"},"outputs":[{"data":{"text/plain":["<seaborn.axisgrid.PairGrid at 0x20921bb7fa0>"]},"execution_count":68,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 3250x3250 with 182 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# # Pair Plot visualization code\n","sns.pairplot(df)"]},{"cell_type":"markdown","metadata":{"id":"oub_NbbmyCs5"},"source":["##### 1. Why did you pick the specific chart?"]},{"cell_type":"markdown","metadata":{"id":"_1s1zHMGyKYT"},"source":["It can give multiple visual aids in a single frame and various insights related to the data can be gained in one single look."]},{"cell_type":"markdown","metadata":{"id":"BtrRS27qyCs5"},"source":["##### 2. What is/are the insight(s) found from the chart?"]},{"cell_type":"markdown","metadata":{"id":"wYPHiofNyQvK"},"source":["Pairplot helped us to visualize the relationship between sales and other variables, such as customers, Promotions, competition, and school holidays Columns. This helped us to identify which variables might be useful for predicting sales and inform the design for our machine learning model."]},{"cell_type":"markdown","metadata":{"id":"xksGwSxtyCs5"},"source":["##### 3. Will the gained insights help creating a positive business impact?\n","Are there any insights that lead to negative growth? Justify with specific reason."]},{"cell_type":"markdown","metadata":{"id":"FKoSd9CgyUlc"},"source":["Yes.By plotting pairplt we got to know which features are impacting more on sales aiming for maximum sales."]},{"cell_type":"markdown","metadata":{"id":"0wOQAZs5pc--"},"source":["#### **Chart-2 Correlation Heatmap**"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["cat_col = df.dtypes[df.dtypes==\"object\"]\n","num_col = df.dtypes[df.dtypes!=(\"object\")]\n","num_col.drop(columns=[\"Date\"], inplace=True)"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"text/plain":["Store                                 int64\n","DayOfWeek                             int64\n","Date                         datetime64[ns]\n","Sales                                 int64\n","Customers                             int64\n","Promo                                 int64\n","StateHoliday                          int64\n","SchoolHoliday                         int64\n","CompetitionDistance                   int32\n","CompetitionOpenSinceMonth             int32\n","CompetitionOpenSinceYear              int32\n","Promo2                                int64\n","Promo2SinceWeek                       int32\n","Promo2SinceYear                       int32\n","dtype: object"]},"execution_count":70,"metadata":{},"output_type":"execute_result"}],"source":["num_col"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1500x1000 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","# Selecting numerical columns\n","num_col = df.select_dtypes(include='number')\n","\n","# Calculating the correlation matrix\n","corr_matrix = num_col.corr()\n","\n","# Filtering the correlation matrix to include only values >= 0.5\n","corr_matrix_filtered = corr_matrix[corr_matrix >= 0.1]\n","\n","plt.figure(figsize=(15, 10))\n","sns.heatmap(corr_matrix_filtered, annot=True, square=True, fmt=\".2f\", linewidths=.5, cmap='mako')\n","plt.title('Correlation Heatmap (Correlation >= 0.5)', size=20)\n","plt.show()\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1500x1000 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Selecting numerical columns\n","num_col = df.select_dtypes(include='number')\n","\n","plt.figure(figsize=(15, 10))\n","sns.heatmap(num_col.corr(), annot=True, square=True, fmt=\".2f\", linewidths=.5 ,cmap='mako')\n","plt.title('Correlation Heatmap', size=20)\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"g-ATYxFrGrvw"},"source":["## ***5. Hypothesis Testing***"]},{"cell_type":"markdown","metadata":{"id":"Yfr_Vlr8HBkt"},"source":["### Based on your chart experiments, define three hypothetical statements from the dataset. In the next three questions, perform hypothesis testing to obtain final conclusion about the statements through your code and statistical testing."]},{"cell_type":"markdown","metadata":{"id":"-7MS06SUHkB-"},"source":["1- Null Hypothesis - There is no relation between Customers and Sales\n","\n","Alternate Hypothesis - There is a relationship between Customers and sales\n","\n","2- Null Hypothesis - There is no relation between DayOfWeek and Sales\n","\n","Alternate Hypothesis - There is a relation between DayOfWeek and Sales\n","\n","3- Null Hypothesis - There is no relation between SchoolHoliday and Sales\n","\n","Alternate Hypothesis - There is a relation between SchoolHoliday and Sales"]},{"cell_type":"markdown","metadata":{"id":"8yEUt7NnHlrM"},"source":["### Hypothetical Statement - 1"]},{"cell_type":"markdown","metadata":{"id":"tEA2Xm5dHt1r"},"source":["#### 1. State Your research hypothesis as a null hypothesis and alternate hypothesis."]},{"cell_type":"markdown","metadata":{"id":"HI9ZP0laH0D-"},"source":["Null Hypothesis - There is no relation between Customers and Sales\n","\n","Alternate Hypothesis - There is a relationship between Customers and sales"]},{"cell_type":"markdown","metadata":{"id":"I79__PHVH19G"},"source":["#### 2. Perform an appropriate statistical test."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UKN4372vF0xF"},"outputs":[{"name":"stdout","output_type":"stream","text":["stat=0.840, p = 0.00\n","Rejected Null Hypothesis\n"]}],"source":["# Perform Statistical Test to obtain P-Value\n","from scipy.stats import pearsonr\n","first_sample = df[\"Customers\"].head(60)\n","second_sample = df[\"Sales\"].head(60)\n","\n","stat, p = pearsonr(first_sample, second_sample)\n","print('stat=%.3f, p = %.2f'%(stat, p))\n","if p> 0.05:\n","  print('Accept Null Hypothesis')\n","else:\n","  print('Rejected Null Hypothesis')"]},{"cell_type":"markdown","metadata":{"id":"Ou-I18pAyIpj"},"source":["##### Which statistical test have you done to obtain P-Value?"]},{"cell_type":"markdown","metadata":{"id":"s2U0kk00ygSB"},"source":["We have used Pearson Correlation test to obtain P-Value along with Pearson Correlation coefficient value.It is a measure of linear correlation between two sets of data."]},{"cell_type":"markdown","metadata":{"id":"fF3858GYyt-u"},"source":["##### Why did you choose the specific statistical test?"]},{"cell_type":"markdown","metadata":{"id":"HO4K0gP5y3B4"},"source":["We want to check the relationship between two features if they are positively or negatively correlated.P-value and Pearson Correlation coefficient will always have a value between -1 and 1.Here we can see that after applying test on Customers and sales features we got Correlation coefficient as 0.939 which implies that theses two features are having strong positive correlation between them."]},{"cell_type":"markdown","metadata":{"id":"4_0_7-oCpUZd"},"source":["### Hypothetical Statement - 2"]},{"cell_type":"markdown","metadata":{"id":"hwyV_J3ipUZe"},"source":["#### 1. State Your research hypothesis as a null hypothesis and alternate hypothesis."]},{"cell_type":"markdown","metadata":{"id":"FnpLGJ-4pUZe"},"source":["Null Hypothesis - There is no relation between DayOfWeek and Sales\n","\n","Alternate Hypothesis - There is a relationship between DayOfWeek and sales"]},{"cell_type":"markdown","metadata":{"id":"3yB-zSqbpUZe"},"source":["#### 2. Perform an appropriate statistical test."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"F2d6QqxGG5GH"},"outputs":[{"name":"stdout","output_type":"stream","text":["stat=nan, p = nan\n","Rejected Null Hypothesis\n"]}],"source":["# Perform Statistical Test to obtain P-Value\n","from scipy.stats import pearsonr\n","first_sample = df[\"DayOfWeek\"].head(60)\n","second_sample = df[\"Sales\"].head(60)\n","\n","stat, p = pearsonr(first_sample, second_sample)\n","print('stat=%.3f, p = %.2f'%(stat, p))\n","if p> 0.05:\n","  print('Accept Null Hypothesis')\n","else:\n","  print('Rejected Null Hypothesis')"]},{"cell_type":"markdown","metadata":{"id":"dEUvejAfpUZe"},"source":["##### Which statistical test have you done to obtain P-Value?"]},{"cell_type":"markdown","metadata":{"id":"oLDrPz7HpUZf"},"source":["We have used Pearson Correlation test to obtain P-Value along with Pearson Correlation coefficient value.It is a measure of linear correlation between two sets of data."]},{"cell_type":"markdown","metadata":{"id":"Fd15vwWVpUZf"},"source":["##### Why did you choose the specific statistical test?"]},{"cell_type":"markdown","metadata":{"id":"4xOGYyiBpUZf"},"source":["We want to check the relationship between two features if they are positively or negatively correlated.P-value and Pearson Correlation coefficient will always have a value between -1 and 1.Here we can see that after applying test on DayOfWeek and sales features we got Correlation coefficient as -0.221 which implies that theses two features are having weak negative correlation between them."]},{"cell_type":"markdown","metadata":{"id":"bn_IUdTipZyH"},"source":["### Hypothetical Statement - 3"]},{"cell_type":"markdown","metadata":{"id":"49K5P_iCpZyH"},"source":["#### 1. State Your research hypothesis as a null hypothesis and alternate hypothesis."]},{"cell_type":"markdown","metadata":{"id":"7gWI5rT9pZyH"},"source":["Null Hypothesis - There is no relation between SchoolHoliday and Sales\n","\n","Alternate Hypothesis - There is a relationship between SchoolHoliday and sales"]},{"cell_type":"markdown","metadata":{"id":"Nff-vKELpZyI"},"source":["#### 2. Perform an appropriate statistical test."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"3aWUvIhMZq2g"},"outputs":[{"name":"stdout","output_type":"stream","text":["stat=0.058, p = 0.66\n","Accept Null Hypothesis\n"]}],"source":["# Perform Statistical Test to obtain P-Value\n","from scipy.stats import pearsonr\n","first_sample = df[\"SchoolHoliday\"].head(60)\n","second_sample = df[\"Sales\"].head(60)\n","\n","stat, p = pearsonr(first_sample, second_sample)\n","print('stat=%.3f, p = %.2f'%(stat, p))\n","if p> 0.05:\n","  print('Accept Null Hypothesis')\n","else:\n","  print('Rejected Null Hypothesis')"]},{"cell_type":"markdown","metadata":{"id":"kLW572S8pZyI"},"source":["##### Which statistical test have you done to obtain P-Value?"]},{"cell_type":"markdown","metadata":{"id":"ytWJ8v15pZyI"},"source":["We have used Pearson Correlation test to obtain P-Value along with Pearson Correlation coefficient value.It is a measure of linear correlation between two sets of data."]},{"cell_type":"markdown","metadata":{"id":"dWbDXHzopZyI"},"source":["##### Why did you choose the specific statistical test?"]},{"cell_type":"markdown","metadata":{"id":"M99G98V6pZyI"},"source":["We want to check the relationship between two features if they are positively or negatively correlated.P-value and Pearson Correlation coefficient will always have a value between -1 and 1.Here we can see that after applying test on Customers and sales features we got Correlation coefficient as 0.334 which implies that theses two features are having weak positive correlation between them."]},{"cell_type":"markdown","metadata":{"id":"H3urwUSI5eiG"},"source":["# **Conclusion**"]},{"cell_type":"markdown","metadata":{"id":"bF9wftxPyjwS"},"source":["## **Conclusions drawn from EDA**"]},{"cell_type":"markdown","metadata":{"id":"Khvn9gF-5eiG"},"source":["Exploratory Data Analysis (EDA) is an important step because it allows for the initial investigation of a dataset. It helps to identify patterns, anomalies, and relationships in the data, as well as to detect any potential issues such as missing values or outliers. EDA also helps to generate hypotheses and inform the development of more advanced modeling techniques, such as machine learning. Additionally, it is a good way to understand the data, which is crucial for good decision making. EDA also helps to provide a deeper understanding of the data and helps to guide the direction of further analysis. After performing EDA we have drawn the following conclusions:\n","\n","* Sales vs Customers graph shows positive correlation between 'Sales' and\n","'Customers'. As the number of customers increases, the sales also tend to increase.\n","* December being a festive month attracts more sale than the rest of the months. Also, November has slightly more sales than other months. This could be due to the 'Black Friday' sale which is very popular across the globe. As Rossmann Stores deals in health and beauty products, it can be guessed that November and December sales are due to the celebratory nature of people who love to buy beauty/health products leading to the sudden increase in sales.\n","* Day 1 and day 7 witness the highest sale indicating they are probably days falling on the weekend. Day 2 to day 6 generate medium to low sales indicating they are probably weekdays where customer footfall is low.\n","* As stores are getting promoted, more sales are getting generated.\n","* Plot between StateHolidays and sales shows that during Easter and Christmas holiday sales are actually high but for other holiday such as public ,sales are comparatively low.\n","* Sales for the store type b is the highest . Store type B might be located in a more affluent or high-traffic area, which would increase the number of potential customers. Store type B may have a more favorable layout, which makes it more attractive to customers and makes it easier for them to find the products they want, resulting in more sales.\n","* Sales are highest for the assortment b . This assortment may have a good mix of products that are in high demand or that are unique to the store, which would result in more sales.\n","* We observed that mostly the competitor stores weren't that far from each other and the stores densely located near each other saw more sales.\n","* We can conclude that Sales are high during the year 1900, as there are very few store were operated of Rossmann so there is less competition and sales are high. But as year pass on number of stores increased that means competition also increased and this leads to decline in the sales.\n","* From plot sales and competition Open Since Month shows sales go increasing from Novemmber and highest in month December. This may be due to Christmas eve and New Year.\n","* We can conclude from sales vs promo2 graph that customers are slightly less responsive to the stores(i.e sales) that are running consecutive promotions. One possibility could be customers might have already taken advantage of a similar promotion earlier. Another reason could be store might not have invested enough in promoting the promotion to customers, resulting in lower awareness and fewer sales. Also, if the store is running same promotion again and again, it could have resulted into lower customer footfal and ultimately leadind to fewer sales.\n","* Sales vs Promo2SinceYear barplot explains that sales were still the highest when the store wasn't running any consecutive promotional events. But in 2014, the sales were really shoot up and they are recorded as 2nd highest. Good quality products, better deals, shutdown of competitions etc could be the reasons.\n","* We can see the promo interval Jan, Apr, Jul, Oct records the 2nd highest sales as it marks the festive season. However, the other intervals are recording sales that are close to the 1st interval."]},{"cell_type":"markdown","metadata":{},"source":["<hr>"]},{"cell_type":"markdown","metadata":{},"source":["# Thank You"]},{"cell_type":"markdown","metadata":{},"source":["https://github.com/Manish7272/Retail_Sales_Prediction-main"]}],"metadata":{"accelerator":"GPU","colab":{"collapsed_sections":["vncDsAP0Gaoa","xHqazOjX9ibV","dfYaL-_Q9ibW","wTg5rBh-9ibW","iJKglDfGlQXV","g_vsHadCNFyi","PvRcWmYT9kpj","co0viltN9kpk","LTFHjxCT9kpk","_dcBSrgSLuja","2BcWmX6X9lmo","z4XSdbm09lmo","bnfviIHk9lmp","A_-l0tuqMDAa","knwWoXm89nCc","XpeGd7lv9nCd","zP_2w-ok9nCd","jEbSHOg-NlS6","wEHiaYtL9out","DfNfVXD49out","K3bni5wZ9ouu","G4J2LF_uNwkT","jOoiu2Vt9pnD","_RuezODA9pnE","rnXB5wAG9pnF","KVniuyyoN1pT","axGuPNzL9qSX","jrEKVqdp9qSY","QMGNCKL99qSY","SmGL1RMWN5nz","YRTUVPJG9rEH","5QykKAgV9rEI","5rLAAgCT9rEI","pJx8NhQ1N9Wq","rK9GhTEC9rwr","YKl_kFh89rws","IrcnaWDb9rws","__YbND0KOA0R","37Inlwy49sde","Ay9-rgQ-9sdf","ttQwgfDa9sdf","gOEw_sjYOF2Z","nUkakYR79tiC","U8BdCLad9tiD","2zaBphNm9tiD","mwP9fe0pONIV","rqCN-zvK9v_a","yynWEvPH9v_a","jZC8Ifpl9v_b","cPjgYJ3cOP5E","cHZUVJJC9xIK","ZiLjVt9N9xIK","Ar1frQH39xIK","LsdK-sIqOXj9","apVAPQXm9yrY","yRlN2-pN9yrY","km5ZRAml9yrY","BXWMYpvWOe9A","9d-OTKHn9zd6","-LTOVgZK9zd6","wd05EYcv9zd6","8RC0iTeHsYQE","zRtFcm4LOu5a","oub_NbbmyCs5","BtrRS27qyCs5","xksGwSxtyCs5","0wOQAZs5pc--","g-ATYxFrGrvw","Yfr_Vlr8HBkt","8yEUt7NnHlrM","tEA2Xm5dHt1r","I79__PHVH19G","Ou-I18pAyIpj","fF3858GYyt-u","4_0_7-oCpUZd","hwyV_J3ipUZe","3yB-zSqbpUZe","dEUvejAfpUZe","Fd15vwWVpUZf","bn_IUdTipZyH","49K5P_iCpZyH","Nff-vKELpZyI","kLW572S8pZyI","dWbDXHzopZyI","H3urwUSI5eiG","bF9wftxPyjwS"],"provenance":[]},"gpuClass":"standard","kernelspec":{"display_name":"Python 3 (ipykernel)","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":"3.10.11"}},"nbformat":4,"nbformat_minor":0}