diff --git a/C/stack.c b/C/stack.c
index 9ef8d4b..727478e 100644
--- a/C/stack.c
+++ b/C/stack.c
@@ -29,7 +29,7 @@ int pop(stack **h) {
return val;
}
}
-
+//main function
int main() {
stack *s = NULL;
push(&s,1);
diff --git a/CPP/Balanced_Brackets.c b/CPP/Balanced_Brackets.c
index dae1bf7..670e36f 100644
--- a/CPP/Balanced_Brackets.c
+++ b/CPP/Balanced_Brackets.c
@@ -45,7 +45,7 @@ char* isBalanced(char* s) {
return "NO";
}
-
+//main function
int main() {
int t;
scanf("%i", &t);
diff --git a/MLUL_ISB.ipynb b/MLUL_ISB.ipynb
new file mode 100644
index 0000000..8de7f7b
--- /dev/null
+++ b/MLUL_ISB.ipynb
@@ -0,0 +1,815 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "EcM01wUFJZDl",
+ "outputId": "c1a3409b-fa30-480c-f944-8d30a4d00345"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " Order SKU Member Delivery Date Name\n",
+ "0 8358896 15668375 SSCEHNS 02/11/13 Root Vegetables\n",
+ "1 8358896 15668467 SSCEHNS 02/11/13 Beans\n",
+ "2 8358896 15669863 SSCEHNS 02/11/13 Moong Dal\n",
+ "3 8358896 15669778 SSCEHNS 02/11/13 Other Dals\n",
+ "4 8358896 15669767 SSCEHNS 02/11/13 Urad Dal\n",
+ " Order SKU Member Delivery Date Name\n",
+ "0 7409204 15669778 SWLCNOE 05/09/13 Other Dals\n",
+ "1 8076206 15669977 SWOEZES 01/04/14 Almonds\n",
+ "2 7560723 7593949 SSWWRHW 30/06/13 Cream Biscuits\n",
+ "3 8362837 15669764 SWLSCOZ 06/11/13 Besan\n",
+ "4 8202458 15670196 SSRCRSO 03/02/14 Organic F&V\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "# Load the datasets\n",
+ "all_except_last_orders = pd.read_csv('all_except_last_orders.csv')\n",
+ "last_orders_subset = pd.read_csv('last_orders_subset.csv')\n",
+ "\n",
+ "# Display the first few rows of each dataset\n",
+ "print(all_except_last_orders.head())\n",
+ "print(last_orders_subset.head())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "all_except_last_orders['Delivery Date'] = pd.to_datetime(all_except_last_orders['Delivery Date'])\n",
+ "\n",
+ "min(all_except_last_orders['Delivery Date']) #Timestamp('2012-01-04 00:00:00')\n",
+ "\n",
+ "max(all_except_last_orders['Delivery Date']) #Timestamp('2014-12-03 00:00:00')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "A1egNbjTVLmq",
+ "outputId": "8f314e99-7e45-44f0-811b-a4ea0ed31749"
+ },
+ "execution_count": 136,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ ":1: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+ " all_except_last_orders['Delivery Date'] = pd.to_datetime(all_except_last_orders['Delivery Date'])\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Timestamp('2014-12-03 00:00:00')"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 136
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Convert 'Delivery Date' to datetime\n",
+ "all_except_last_orders['Delivery Date'] = pd.to_datetime(all_except_last_orders['Delivery Date'])\n",
+ "\n",
+ "# Plot the distribution of orders over time\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "all_except_last_orders['Delivery Date'].value_counts().sort_index().plot(kind='line')\n",
+ "plt.title('Distribution of Orders Over Time')\n",
+ "plt.xlabel('Date')\n",
+ "plt.ylabel('Number of Orders')\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 537
+ },
+ "id": "cpQJAKMeJlqA",
+ "outputId": "1227f1e8-4cf3-4a64-cf57-13a01ce8a049"
+ },
+ "execution_count": 137,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Plot the top 10 most frequently ordered SKUs\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "all_except_last_orders['SKU'].value_counts().head(10).plot(kind='bar')\n",
+ "plt.title('Top 10 Most Frequently Ordered SKUs')\n",
+ "plt.xlabel('SKU')\n",
+ "plt.ylabel('Number of Orders')\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 621
+ },
+ "id": "AFUtCKgaJnrX",
+ "outputId": "08471043-c2d0-48e0-cec6-3cd184c0e065"
+ },
+ "execution_count": 138,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Plot the distribution of the number of orders per customer\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "all_except_last_orders['Member'].value_counts().plot(kind='hist', bins=50)\n",
+ "plt.title('Distribution of Number of Orders per Customer')\n",
+ "plt.xlabel('Number of Orders')\n",
+ "plt.ylabel('Number of Customers')\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 564
+ },
+ "id": "YNVnT6nfJqsM",
+ "outputId": "3ab51e11-dd17-4d73-c320-6f2338e13600"
+ },
+ "execution_count": 139,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from itertools import combinations\n",
+ "from collections import Counter\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# Create a list of orders, where each order is a list of SKUs\n",
+ "orders = all_except_last_orders.groupby('Order')['SKU'].apply(list)\n",
+ "\n",
+ "# Count pairs of items\n",
+ "pair_counts = Counter()\n",
+ "for order in orders:\n",
+ " pair_counts.update(combinations(order, 2))\n",
+ "\n",
+ "# Get the 20 most common item pairs\n",
+ "most_common_pairs = pair_counts.most_common(20)\n",
+ "\n",
+ "# Create a DataFrame for plotting\n",
+ "pairs_df = pd.DataFrame(most_common_pairs, columns=['Pair', 'Count'])\n",
+ "\n",
+ "# Plot the most frequently bought together items\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "sns.barplot(x=pairs_df['Count'], y=pairs_df['Pair'].apply(lambda x: f'{x[0]} & {x[1]}'), palette=\"viridis\")\n",
+ "plt.xlabel('Number of Purchases')\n",
+ "plt.ylabel('Item Pair')\n",
+ "plt.title('Top 20 Most Frequently Bought Together Item Pairs')\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 656
+ },
+ "id": "becUvpQl7zb4",
+ "outputId": "df211f4e-263f-4b92-ae2a-4a6aac212d35"
+ },
+ "execution_count": 140,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ ":21: FutureWarning: \n",
+ "\n",
+ "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
+ "\n",
+ " sns.barplot(x=pairs_df['Count'], y=pairs_df['Pair'].apply(lambda x: f'{x[0]} & {x[1]}'), palette=\"viridis\")\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Group by date and count the number of orders\n",
+ "orders_by_date = all_except_last_orders.groupby(all_except_last_orders['Delivery Date'].dt.date).size()\n",
+ "\n",
+ "# Plot orders by date\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "orders_by_date.plot(kind='line')\n",
+ "plt.title('Orders by Date')\n",
+ "plt.xlabel('Date')\n",
+ "plt.ylabel('Number of Orders')\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 564
+ },
+ "id": "UBNd6-RMJsSa",
+ "outputId": "1ebe6ff5-dc1e-4bf4-fa89-7d81d07d7cc4"
+ },
+ "execution_count": 141,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Create a pivot table to count the occurrences of each SKU in each order\n",
+ "sku_pivot = all_except_last_orders.pivot_table(index='Order', columns='SKU', aggfunc='size', fill_value=0)\n",
+ "\n",
+ "# Calculate the correlation matrix\n",
+ "sku_corr = sku_pivot.corr()\n",
+ "\n",
+ "# Plot the correlation matrix\n",
+ "import seaborn as sns\n",
+ "plt.figure(figsize=(12, 10))\n",
+ "sns.heatmap(sku_corr, cmap='coolwarm', vmax=1.0, vmin=-1.0, linewidths=0.1)\n",
+ "plt.title('Correlation Matrix of SKUs')\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 929
+ },
+ "id": "xWb7-CnqJuFa",
+ "outputId": "7cadd18f-9957-49c7-b3d2-41899e770c3b"
+ },
+ "execution_count": 142,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Group by customer and date to count the number of orders per customer per date\n",
+ "customer_order_patterns = all_except_last_orders.groupby(['Member', all_except_last_orders['Delivery Date'].dt.date]).size().unstack(fill_value=0)\n",
+ "\n",
+ "# Plot ordering patterns for a sample of customers\n",
+ "sample_customers = customer_order_patterns.sample(5)\n",
+ "\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "for customer in sample_customers.index:\n",
+ " plt.plot(sample_customers.columns, sample_customers.loc[customer], label=f'Customer {customer}')\n",
+ "plt.title('Customer Ordering Patterns Over Time')\n",
+ "plt.xlabel('Date')\n",
+ "plt.ylabel('Number of Orders')\n",
+ "plt.legend()\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "5wBMhoDNJvgS",
+ "outputId": "e334ed0f-26fa-470f-e18d-95a7880ebc04"
+ },
+ "execution_count": 143,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# More todo in EDA\n",
+ "Add clusting - KMean or DBSCAN\n",
+ "Try Pareto\n",
+ "RFM analysis\n",
+ "Items per order plot\n",
+ "Boxplots\n",
+ "Dendogram/heatmaps\n"
+ ],
+ "metadata": {
+ "id": "bjdRXsCNn-SG"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "##Problem 1 Recomendation system"
+ ],
+ "metadata": {
+ "id": "eD85aPUiJ1pN"
+ },
+ "execution_count": 144,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import pandas as pd\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "# Load the dataset\n",
+ "all_except_last_orders = pd.read_csv('all_except_last_orders.csv')\n",
+ "\n",
+ "# Split the dataset into training and testing sets\n",
+ "# We'll use 80% of the data for training and 20% for testing\n",
+ "train_data, test_data = train_test_split(all_except_last_orders, test_size=0.2, random_state=42)\n",
+ "\n",
+ "# Save train and test sets\n",
+ "train_data.to_csv('train_data.csv', index=False)\n",
+ "test_data.to_csv('test_data.csv', index=False)\n"
+ ],
+ "metadata": {
+ "id": "y32_IihgKoze"
+ },
+ "execution_count": 145,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from sklearn.metrics.pairwise import cosine_similarity\n",
+ "import numpy as np\n",
+ "\n",
+ "# Create a user-item matrix for training data\n",
+ "user_item_matrix = train_data.pivot_table(index='Member', columns='SKU', aggfunc='size', fill_value=0)\n",
+ "\n",
+ "# Compute the cosine similarity between users\n",
+ "user_similarity = cosine_similarity(user_item_matrix)\n",
+ "\n",
+ "# Predict the top 5 SKUs for each user in the test set\n",
+ "def recommend_items_user_based(member_id, user_similarity, user_item_matrix, top_n=5):\n",
+ " user_idx = user_item_matrix.index.get_loc(member_id)\n",
+ " similar_users = user_similarity[user_idx]\n",
+ " similar_users_idx = np.argsort(-similar_users)[1:top_n+1]\n",
+ "\n",
+ " recommended_items = user_item_matrix.iloc[similar_users_idx].sum(axis=0).sort_values(ascending=False)\n",
+ " return recommended_items.index[:top_n].tolist()\n",
+ "\n",
+ "# Get recommendations for the test set\n",
+ "test_members = test_data['Member'].unique()\n",
+ "recommendations_user_based = {member: recommend_items_user_based(member, user_similarity, user_item_matrix) for member in test_members}\n"
+ ],
+ "metadata": {
+ "id": "RlnmCyBFKpKm"
+ },
+ "execution_count": 146,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Compute the cosine similarity between items\n",
+ "item_similarity = cosine_similarity(user_item_matrix.T)\n",
+ "\n",
+ "# Predict the top 5 SKUs for each user in the test set\n",
+ "def recommend_items_item_based(member_id, user_item_matrix, item_similarity, top_n=5):\n",
+ " member_items = user_item_matrix.loc[member_id]\n",
+ " member_items_idx = np.where(member_items > 0)[0]\n",
+ "\n",
+ " item_scores = item_similarity[member_items_idx].sum(axis=0)\n",
+ " recommended_items_idx = np.argsort(-item_scores)[:top_n]\n",
+ "\n",
+ " recommended_items = user_item_matrix.columns[recommended_items_idx]\n",
+ " return recommended_items.tolist()\n",
+ "\n",
+ "# Get recommendations for the test set\n",
+ "recommendations_item_based = {member: recommend_items_item_based(member, user_item_matrix, item_similarity) for member in test_members}\n"
+ ],
+ "metadata": {
+ "id": "MKvenr-kKqcC"
+ },
+ "execution_count": 147,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from sklearn.metrics import precision_score, recall_score, f1_score\n",
+ "\n",
+ "def evaluate_recommendations(true_data, recommendations):\n",
+ " precisions = []\n",
+ " recalls = []\n",
+ " f1_scores = []\n",
+ "\n",
+ " for member in true_data['Member'].unique():\n",
+ " true_items = true_data[true_data['Member'] == member]['SKU'].tolist()\n",
+ " pred_items = recommendations.get(member, [])\n",
+ "\n",
+ " if not pred_items: # If there are no predictions for this member, continue\n",
+ " continue\n",
+ "\n",
+ " # Convert to sets to find the intersection\n",
+ " true_set = set(true_items)\n",
+ " pred_set = set(pred_items)\n",
+ "\n",
+ " intersection_len = len(true_set & pred_set)\n",
+ " precision = intersection_len / len(pred_set) if pred_set else 0\n",
+ " recall = intersection_len / len(true_set) if true_set else 0\n",
+ " f1 = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0\n",
+ "\n",
+ " precisions.append(precision)\n",
+ " recalls.append(recall)\n",
+ " f1_scores.append(f1)\n",
+ "\n",
+ " return np.mean(precisions), np.mean(recalls), np.mean(f1_scores)\n",
+ "\n",
+ "# Evaluate user-based recommendations\n",
+ "precision_user, recall_user, f1_user = evaluate_recommendations(test_data, recommendations_user_based)\n",
+ "print(f\"User-Based Collaborative Filtering - Precision: {precision_user}, Recall: {recall_user}, F1-Score: {f1_user}\")\n",
+ "\n",
+ "# Evaluate item-based recommendations\n",
+ "precision_item, recall_item, f1_item = evaluate_recommendations(test_data, recommendations_item_based)\n",
+ "print(f\"Item-Based Collaborative Filtering - Precision: {precision_item}, Recall: {recall_item}, F1-Score: {f1_item}\")\n",
+ "\n",
+ "# Choose the best algorithm\n",
+ "if f1_user > f1_item:\n",
+ " best_algorithm = 'User-Based Collaborative Filtering'\n",
+ " best_recommendations = recommendations_user_based\n",
+ "else:\n",
+ " best_algorithm = 'Item-Based Collaborative Filtering'\n",
+ " best_recommendations = recommendations_item_based\n",
+ "\n",
+ "print(f\"Best Algorithm: {best_algorithm}\")\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "rdh5oNKKKrqW",
+ "outputId": "77f7ae2a-357b-46d2-f876-c8abcf912e1d"
+ },
+ "execution_count": 148,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "User-Based Collaborative Filtering - Precision: 0.18122977346278318, Recall: 0.10297437504356326, F1-Score: 0.11706819901597498\n",
+ "Item-Based Collaborative Filtering - Precision: 0.1750809061488673, Recall: 0.0958925809457975, F1-Score: 0.11272838891201314\n",
+ "Best Algorithm: User-Based Collaborative Filtering\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "# Function to recommend items for each member based on the chosen algorithm\n",
+ "def recommend_items_for_member(member_id, best_algorithm, user_similarity, user_item_matrix, item_similarity, top_n=5):\n",
+ " if member_id not in user_item_matrix.index:\n",
+ " return []\n",
+ " if best_algorithm == 'User-Based Collaborative Filtering':\n",
+ " return recommend_items_user_based(member_id, user_similarity, user_item_matrix, top_n)\n",
+ " else:\n",
+ " return recommend_items_item_based(member_id, user_item_matrix, item_similarity, top_n)\n",
+ "\n",
+ "# Load the last_orders_subset.csv\n",
+ "last_orders_subset = pd.read_csv('last_orders_subset.csv')\n",
+ "\n",
+ "\n",
+ "# Generate recommendations for the last orders\n",
+ "final_recommendations = {\n",
+ " member: recommend_items_for_member(member, best_algorithm, user_similarity, user_item_matrix, item_similarity)\n",
+ " for member in last_orders_subset['Member'].unique()\n",
+ "}\n",
+ "\n",
+ "# Create a list to store the recommendations\n",
+ "recommendations_list = []\n",
+ "nui=1\n",
+ "for member, skus in final_recommendations.items():\n",
+ " order_id = last_orders_subset[last_orders_subset['Member'] == member]['Order'].iloc[0]\n",
+ " for sku in skus:\n",
+ " recommendations_list.append({'ID':nui , 'Order': order_id, 'SKU': sku, 'Member': member })\n",
+ " nui+=1\n",
+ "\n",
+ "# Convert the list to a DataFrame\n",
+ "recommendations_df = pd.DataFrame(recommendations_list)\n",
+ "\n",
+ "# Save the recommendations to a CSV file\n",
+ "recommendations_df.to_csv('itembased2.csv', index=False)\n",
+ "\n",
+ "print(\"Final recommendations have been saved to 'GR_rec_5_sets.csv'\")\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ga7_EZM1KwSH",
+ "outputId": "878794ba-8945-4b7b-dcda-5b1a8788463a"
+ },
+ "execution_count": 149,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Final recommendations have been saved to 'GR_rec_5_sets.csv'\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "GR_rec_5_sets = pd.read_csv('itembased2.csv')\n",
+ "\n",
+ "# Display the first few rows of each dataset\n",
+ "print(GR_rec_5_sets.head())\n",
+ "print(len(GR_rec_5_sets))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "2rNODqMvKx8d",
+ "outputId": "324d705e-9d77-457c-bb2a-bb6c8360e119"
+ },
+ "execution_count": 150,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " ID Order SKU Member\n",
+ "0 1 7409204 15668379 SWLCNOE\n",
+ "1 2 7409204 15668478 SWLCNOE\n",
+ "2 3 7409204 15668465 SWLCNOE\n",
+ "3 4 7409204 15668688 SWLCNOE\n",
+ "4 5 7409204 15668468 SWLCNOE\n",
+ "3190\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# Load the recommendations from the CSV file\n",
+ "recommendations_df = pd.read_csv('GR_rec_5_sets.csv')\n",
+ "\n",
+ "# Count the number of times each SKU is recommended\n",
+ "sku_counts = recommendations_df['SKU'].value_counts()\n",
+ "\n",
+ "# Create a bar chart\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "sns.barplot(x=sku_counts.index, y=sku_counts.values, palette=\"viridis\")\n",
+ "plt.xlabel('SKU')\n",
+ "plt.ylabel('Number of Recommendations')\n",
+ "plt.title('Number of Times Each SKU is Recommended')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 713
+ },
+ "id": "QbpxQla7MCb-",
+ "outputId": "d9a39713-4a20-41ac-fe99-de8c004f190d"
+ },
+ "execution_count": 151,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ ":13: FutureWarning: \n",
+ "\n",
+ "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+ "\n",
+ " sns.barplot(x=sku_counts.index, y=sku_counts.values, palette=\"viridis\")\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# Load the recommendations from the CSV file\n",
+ "recommendations_df = pd.read_csv('GR_rec_5_sets.csv')\n",
+ "\n",
+ "# Count the number of recommendations for each user\n",
+ "user_recommendation_counts = recommendations_df['Member'].value_counts()\n",
+ "\n",
+ "# Create a bar chart\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "sns.barplot(x=user_recommendation_counts.index, y=user_recommendation_counts.values, palette=\"viridis\")\n",
+ "plt.xlabel('User')\n",
+ "plt.ylabel('Number of Recommendations')\n",
+ "plt.title('Number of Recommendations per User')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 724
+ },
+ "id": "Q8MsDfyhM2ih",
+ "outputId": "62469672-fbf4-4070-efda-6269f7ba15bc"
+ },
+ "execution_count": 152,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ ":13: FutureWarning: \n",
+ "\n",
+ "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+ "\n",
+ " sns.barplot(x=user_recommendation_counts.index, y=user_recommendation_counts.values, palette=\"viridis\")\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# Load the recommendations from the CSV file\n",
+ "recommendations_df = pd.read_csv('GR_rec_5_sets.csv')\n",
+ "\n",
+ "# Count the number of recommendations for each user\n",
+ "user_recommendation_counts = recommendations_df['Member'].value_counts()\n",
+ "\n",
+ "# Identify the top 5 users based on the number of recommendations\n",
+ "top_5_users = user_recommendation_counts.nlargest(5)\n",
+ "\n",
+ "# Filter the recommendations to include only the top 5 users\n",
+ "top_5_recommendations_df = recommendations_df[recommendations_df['Member'].isin(top_5_users.index)]\n",
+ "\n",
+ "print(len(top_5_recommendations_df))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "_trrqu6FNKgx",
+ "outputId": "038ba285-47c5-4fdd-ef06-2fd06e9e13ea"
+ },
+ "execution_count": 153,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "25\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "qKXZ8cU4mlUK"
+ },
+ "execution_count": 153,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file