barbier_victor_3_notebook_simulation_102022.ipynb

{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Set up"]},{"cell_type":"markdown","metadata":{"id":"Ep7bFK5h5YDB"},"source":["Python librairies imports :"]},{"cell_type":"code","execution_count":19,"metadata":{"id":"o7zNBmZWRW1m"},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","\n","import matplotlib.pyplot as plt\n","from sklearn.preprocessing import StandardScaler\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import adjusted_rand_score\n","\n","import seaborn as sns\n","\n","%matplotlib inline\n","sns.set_theme(palette=\"tab10\")"]},{"cell_type":"markdown","metadata":{"id":"U8ETewrVdoNK"},"source":["Load pycodestyle (PEP8) :"]},{"cell_type":"code","execution_count":20,"metadata":{"id":"WpsLq42YdoNL"},"outputs":[],"source":["%load_ext pycodestyle_magic"]},{"cell_type":"code","execution_count":21,"metadata":{"id":"qDoB5HdWdoNN"},"outputs":[],"source":["%pycodestyle_on --max_line_length 125"]},{"cell_type":"markdown","metadata":{"id":"sIFTGXGPw4Ic"},"source":["Mount Google Drive :"]},{"cell_type":"code","execution_count":22,"metadata":{"id":"jBIscIIgw1pF"},"outputs":[],"source":["work_loc = 'local'  # colab or local\n","\n","project_path = \"My Drive/OPENCLASSROOMS/Projets DATA/5. Segmentation ecommerce\"\n","\n","if (work_loc == 'colab'):\n","    # Mount Drive folder\n","    from google.colab import drive\n","    drive.mount('/content/drive')\n","\n","    # Google Drive path\n","    work_path = \"/content/drive/\"\n","\n","elif (work_loc == 'local'):\n","    # Local drive path\n","    work_path = \"/Users/victor/Library/CloudStorage/GoogleDrive-vicozer@gmail.com/\"\n","\n","else:\n","    raise ValueError(\"Choose between 'colab' or 'local' work!\")"]},{"cell_type":"markdown","metadata":{"id":"ttBI6Jfp-KFe"},"source":["Load data :"]},{"cell_type":"code","execution_count":23,"metadata":{"id":"w06w3Eou-G7H"},"outputs":[],"source":["# Load customers data\n","cust_df = pd.read_csv(work_path + project_path + \"/project5_customer_cleaned.csv\")"]},{"cell_type":"markdown","metadata":{},"source":["# Functions"]},{"cell_type":"markdown","metadata":{},"source":["## Plot functions"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[],"source":["# Display countplot\n","def display_countplot(data, x=None, y=None, title='Countplot', figsize=(12, 8),\n","                      order=None):\n","    plt.figure(figsize=figsize)\n","    plt.title(title)\n","    sns.countplot(data=data, x=x, y=y, order=order)\n","    plt.show()\n","\n","\n","# Display histplot\n","def display_histplot(data, x=None, y=None, title='Histplot', figsize=(12, 8), kde=False):\n","    plt.figure(figsize=figsize)\n","    plt.title(title)\n","    sns.histplot(data=data, x=x, y=y, kde=kde)\n","    plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["# Time periods"]},{"cell_type":"markdown","metadata":{},"source":["I will use the *orders_days_since_last* to compute the last period of time when a customer made an order."]},{"cell_type":"markdown","metadata":{},"source":["Let's see the days since the last order distribution."]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x800 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["display_histplot(cust_df, x='orders_days_since_last', title=\"Days since the last order distribution\", kde=True)"]},{"cell_type":"markdown","metadata":{},"source":["I see that most of the commands were proceeded before approximately one year (300 days).\n","\n","I decide to base the study on the last year only."]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[],"source":["cust_df = cust_df[cust_df['orders_days_since_last'] < 360]\n","\n","print(cust_df.shape)"]},{"cell_type":"markdown","metadata":{},"source":["I define the time periods by its number of days.\n","\n","Then I create new variables to know on which time period the last order was proceeded."]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x800 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["<Figure size 1200x800 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["<Figure size 1200x800 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Create months, quarters and semesters time periods\n","cust_df['orders_month'] = cust_df['orders_days_since_last'] // 30\n","cust_df['orders_trim'] = cust_df['orders_days_since_last'] // 90\n","cust_df['orders_sem'] = cust_df['orders_days_since_last'] // 180\n","\n","display_countplot(cust_df, x='orders_month', title=\"Months since the last order distribution\")\n","display_countplot(cust_df, x='orders_trim', title=\"Quarters since the last order distribution\")\n","display_countplot(cust_df, x='orders_sem', title=\"Semesters since the last order distribution\")"]},{"cell_type":"markdown","metadata":{},"source":["# KMeans model"]},{"cell_type":"markdown","metadata":{},"source":["I use the KMeans model found in the previous notebook and predict the labels on the full dataset"]},{"cell_type":"code","execution_count":28,"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>0</th>\n","      <th>1</th>\n","      <th>3</th>\n","      <th>4</th>\n","      <th>5</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>orders_number</th>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000e+00</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>orders_days_since_last</th>\n","      <td>111.000000</td>\n","      <td>114.000000</td>\n","      <td>3.200000e+02</td>\n","      <td>287.000000</td>\n","      <td>145.000000</td>\n","    </tr>\n","    <tr>\n","      <th>orders_estimated_days_mean</th>\n","      <td>10.000000</td>\n","      <td>7.000000</td>\n","      <td>3.100000e+01</td>\n","      <td>20.000000</td>\n","      <td>13.000000</td>\n","    </tr>\n","    <tr>\n","      <th>payments_istlm_mean</th>\n","      <td>8.000000</td>\n","      <td>1.000000</td>\n","      <td>4.000000e+00</td>\n","      <td>6.000000</td>\n","      <td>8.000000</td>\n","    </tr>\n","    <tr>\n","      <th>payments_value_mean</th>\n","      <td>2.151982</td>\n","      <td>1.434409</td>\n","      <td>1.639686e+00</td>\n","      <td>2.294224</td>\n","      <td>2.222664</td>\n","    </tr>\n","    <tr>\n","      <th>payments_value_std</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>payments_value_sum</th>\n","      <td>2.151982</td>\n","      <td>1.434409</td>\n","      <td>1.639686e+00</td>\n","      <td>2.294224</td>\n","      <td>2.222664</td>\n","    </tr>\n","    <tr>\n","      <th>payments_by_credit</th>\n","      <td>141.900000</td>\n","      <td>27.190000</td>\n","      <td>4.362000e+01</td>\n","      <td>196.890000</td>\n","      <td>166.980000</td>\n","    </tr>\n","    <tr>\n","      <th>payments_by_voucher</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>payments_by_boleto</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>items_number_mean</th>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000e+00</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>items_price_mean</th>\n","      <td>2.113609</td>\n","      <td>1.276462</td>\n","      <td>1.414806e+00</td>\n","      <td>2.255273</td>\n","      <td>2.187521</td>\n","    </tr>\n","    <tr>\n","      <th>items_price_std</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>items_ship_mean</th>\n","      <td>12.000000</td>\n","      <td>8.290000</td>\n","      <td>1.763000e+01</td>\n","      <td>16.890000</td>\n","      <td>12.980000</td>\n","    </tr>\n","    <tr>\n","      <th>items_photos_mean</th>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>5.000000e+00</td>\n","      <td>3.000000</td>\n","      <td>3.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_arts</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_automotive</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_baby</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_beauty</th>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_books_music_movies</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_construction</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_electronics</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000e+00</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_fashion</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_food</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_games</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_home</th>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_industry</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_other</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_pets</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>products_sports</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>review_score_mean</th>\n","      <td>5.000000</td>\n","      <td>4.000000</td>\n","      <td>4.000000e+00</td>\n","      <td>5.000000</td>\n","      <td>4.000000</td>\n","    </tr>\n","    <tr>\n","      <th>review_answer_mean</th>\n","      <td>4.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000e+00</td>\n","      <td>4.000000</td>\n","      <td>2.000000</td>\n","    </tr>\n","    <tr>\n","      <th>customer_latitude</th>\n","      <td>-23.340235</td>\n","      <td>-23.559115</td>\n","      <td>-1.312214e+00</td>\n","      <td>-23.505548</td>\n","      <td>-23.515676</td>\n","    </tr>\n","    <tr>\n","      <th>customer_longitude</th>\n","      <td>-46.830140</td>\n","      <td>-46.787626</td>\n","      <td>-4.848316e+01</td>\n","      <td>-47.469705</td>\n","      <td>-46.688233</td>\n","    </tr>\n","    <tr>\n","      <th>seller_latitude_top</th>\n","      <td>-22.708702</td>\n","      <td>-23.490759</td>\n","      <td>-2.354315e+01</td>\n","      <td>-23.302318</td>\n","      <td>-23.700198</td>\n","    </tr>\n","    <tr>\n","      <th>seller_longitude_top</th>\n","      <td>-47.664701</td>\n","      <td>-46.583369</td>\n","      <td>-4.649010e+01</td>\n","      <td>-45.971888</td>\n","      <td>-46.513128</td>\n","    </tr>\n","    <tr>\n","      <th>seller_distance_mean</th>\n","      <td>110568.635759</td>\n","      <td>22168.333188</td>\n","      <td>2.481287e+06</td>\n","      <td>154507.886916</td>\n","      <td>27189.874189</td>\n","    </tr>\n","    <tr>\n","      <th>orders_month</th>\n","      <td>3.000000</td>\n","      <td>3.000000</td>\n","      <td>1.000000e+01</td>\n","      <td>9.000000</td>\n","      <td>4.000000</td>\n","    </tr>\n","    <tr>\n","      <th>orders_trim</th>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>3.000000e+00</td>\n","      <td>3.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>orders_sem</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000e+00</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>km_labels</th>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>2.000000e+00</td>\n","      <td>6.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                         0             1             3  \\\n","orders_number                     1.000000      1.000000  1.000000e+00   \n","orders_days_since_last          111.000000    114.000000  3.200000e+02   \n","orders_estimated_days_mean       10.000000      7.000000  3.100000e+01   \n","payments_istlm_mean               8.000000      1.000000  4.000000e+00   \n","payments_value_mean               2.151982      1.434409  1.639686e+00   \n","payments_value_std                0.000000      0.000000  0.000000e+00   \n","payments_value_sum                2.151982      1.434409  1.639686e+00   \n","payments_by_credit              141.900000     27.190000  4.362000e+01   \n","payments_by_voucher               0.000000      0.000000  0.000000e+00   \n","payments_by_boleto                0.000000      0.000000  0.000000e+00   \n","items_number_mean                 1.000000      1.000000  1.000000e+00   \n","items_price_mean                  2.113609      1.276462  1.414806e+00   \n","items_price_std                   0.000000      0.000000  0.000000e+00   \n","items_ship_mean                  12.000000      8.290000  1.763000e+01   \n","items_photos_mean                 1.000000      1.000000  5.000000e+00   \n","products_arts                     0.000000      0.000000  0.000000e+00   \n","products_automotive               0.000000      0.000000  0.000000e+00   \n","products_baby                     0.000000      0.000000  0.000000e+00   \n","products_beauty                   0.000000      1.000000  0.000000e+00   \n","products_books_music_movies       0.000000      0.000000  0.000000e+00   \n","products_construction             0.000000      0.000000  0.000000e+00   \n","products_electronics              0.000000      0.000000  1.000000e+00   \n","products_fashion                  0.000000      0.000000  0.000000e+00   \n","products_food                     0.000000      0.000000  0.000000e+00   \n","products_games                    0.000000      0.000000  0.000000e+00   \n","products_home                     1.000000      0.000000  0.000000e+00   \n","products_industry                 0.000000      0.000000  0.000000e+00   \n","products_other                    0.000000      0.000000  0.000000e+00   \n","products_pets                     0.000000      0.000000  0.000000e+00   \n","products_sports                   0.000000      0.000000  0.000000e+00   \n","review_score_mean                 5.000000      4.000000  4.000000e+00   \n","review_answer_mean                4.000000      0.000000  1.000000e+00   \n","customer_latitude               -23.340235    -23.559115 -1.312214e+00   \n","customer_longitude              -46.830140    -46.787626 -4.848316e+01   \n","seller_latitude_top             -22.708702    -23.490759 -2.354315e+01   \n","seller_longitude_top            -47.664701    -46.583369 -4.649010e+01   \n","seller_distance_mean         110568.635759  22168.333188  2.481287e+06   \n","orders_month                      3.000000      3.000000  1.000000e+01   \n","orders_trim                       1.000000      1.000000  3.000000e+00   \n","orders_sem                        0.000000      0.000000  1.000000e+00   \n","km_labels                         1.000000      0.000000  2.000000e+00   \n","\n","                                         4             5  \n","orders_number                     1.000000      1.000000  \n","orders_days_since_last          287.000000    145.000000  \n","orders_estimated_days_mean       20.000000     13.000000  \n","payments_istlm_mean               6.000000      8.000000  \n","payments_value_mean               2.294224      2.222664  \n","payments_value_std                0.000000      0.000000  \n","payments_value_sum                2.294224      2.222664  \n","payments_by_credit              196.890000    166.980000  \n","payments_by_voucher               0.000000      0.000000  \n","payments_by_boleto                0.000000      0.000000  \n","items_number_mean                 1.000000      1.000000  \n","items_price_mean                  2.255273      2.187521  \n","items_price_std                   0.000000      0.000000  \n","items_ship_mean                  16.890000     12.980000  \n","items_photos_mean                 3.000000      3.000000  \n","products_arts                     0.000000      0.000000  \n","products_automotive               0.000000      0.000000  \n","products_baby                     0.000000      0.000000  \n","products_beauty                   0.000000      0.000000  \n","products_books_music_movies       0.000000      0.000000  \n","products_construction             0.000000      0.000000  \n","products_electronics              1.000000      0.000000  \n","products_fashion                  0.000000      0.000000  \n","products_food                     0.000000      0.000000  \n","products_games                    0.000000      0.000000  \n","products_home                     0.000000      1.000000  \n","products_industry                 0.000000      0.000000  \n","products_other                    0.000000      0.000000  \n","products_pets                     0.000000      0.000000  \n","products_sports                   0.000000      0.000000  \n","review_score_mean                 5.000000      4.000000  \n","review_answer_mean                4.000000      2.000000  \n","customer_latitude               -23.505548    -23.515676  \n","customer_longitude              -47.469705    -46.688233  \n","seller_latitude_top             -23.302318    -23.700198  \n","seller_longitude_top            -45.971888    -46.513128  \n","seller_distance_mean         154507.886916  27189.874189  \n","orders_month                      9.000000      4.000000  \n","orders_trim                       3.000000      1.000000  \n","orders_sem                        1.000000      0.000000  \n","km_labels                         6.000000      1.000000  "]},"metadata":{},"output_type":"display_data"}],"source":["# Prepare the data\n","x = cust_df.values\n","x_std = StandardScaler().fit_transform(x)\n","\n","# Define number of clusters\n","km_n_clusters = 7\n","\n","# Apply KMeans algorithm with\n","km = KMeans(n_clusters=km_n_clusters, random_state=0)\n","km_labels = km.fit_predict(x_std)\n","\n","# Add labels to dataframe\n","cust_df['km_labels'] = km_labels\n","\n","display(cust_df.head(5).T)"]},{"cell_type":"markdown","metadata":{},"source":["# Clusters evolution"]},{"cell_type":"markdown","metadata":{},"source":["I decide to check the monthly evolution of the clusters number of individuals."]},{"cell_type":"code","execution_count":29,"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>km_labels</th>\n","      <th>orders_month</th>\n","      <th>0</th>\n","      <th>1</th>\n","      <th>2</th>\n","      <th>3</th>\n","      <th>4</th>\n","      <th>5</th>\n","      <th>6</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>3124.0</td>\n","      <td>2657.0</td>\n","      <td>486.0</td>\n","      <td>212.0</td>\n","      <td>186.0</td>\n","      <td>10.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>5390.0</td>\n","      <td>4973.0</td>\n","      <td>1093.0</td>\n","      <td>434.0</td>\n","      <td>356.0</td>\n","      <td>20.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>7542.0</td>\n","      <td>7686.0</td>\n","      <td>1709.0</td>\n","      <td>708.0</td>\n","      <td>544.0</td>\n","      <td>27.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>10033.0</td>\n","      <td>10394.0</td>\n","      <td>2310.0</td>\n","      <td>1065.0</td>\n","      <td>749.0</td>\n","      <td>34.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>12559.0</td>\n","      <td>13178.0</td>\n","      <td>2979.0</td>\n","      <td>1441.0</td>\n","      <td>924.0</td>\n","      <td>42.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>5</td>\n","      <td>15109.0</td>\n","      <td>15688.0</td>\n","      <td>3647.0</td>\n","      <td>1846.0</td>\n","      <td>1110.0</td>\n","      <td>44.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>6</td>\n","      <td>15157.0</td>\n","      <td>15698.0</td>\n","      <td>4373.0</td>\n","      <td>2422.0</td>\n","      <td>1339.0</td>\n","      <td>48.0</td>\n","      <td>5000.0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>7</td>\n","      <td>15159.0</td>\n","      <td>15698.0</td>\n","      <td>5035.0</td>\n","      <td>3006.0</td>\n","      <td>1516.0</td>\n","      <td>58.0</td>\n","      <td>10019.0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>8</td>\n","      <td>15159.0</td>\n","      <td>15698.0</td>\n","      <td>5528.0</td>\n","      <td>3393.0</td>\n","      <td>1643.0</td>\n","      <td>65.0</td>\n","      <td>13840.0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>9</td>\n","      <td>15159.0</td>\n","      <td>15698.0</td>\n","      <td>6132.0</td>\n","      <td>3995.0</td>\n","      <td>1829.0</td>\n","      <td>71.0</td>\n","      <td>19496.0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>10</td>\n","      <td>15159.0</td>\n","      <td>15698.0</td>\n","      <td>6504.0</td>\n","      <td>4345.0</td>\n","      <td>1944.0</td>\n","      <td>74.0</td>\n","      <td>22655.0</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>11</td>\n","      <td>15159.0</td>\n","      <td>15698.0</td>\n","      <td>6854.0</td>\n","      <td>4675.0</td>\n","      <td>2058.0</td>\n","      <td>78.0</td>\n","      <td>25759.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["km_labels  orders_month        0        1       2       3       4     5  \\\n","0                     0   3124.0   2657.0   486.0   212.0   186.0  10.0   \n","1                     1   5390.0   4973.0  1093.0   434.0   356.0  20.0   \n","2                     2   7542.0   7686.0  1709.0   708.0   544.0  27.0   \n","3                     3  10033.0  10394.0  2310.0  1065.0   749.0  34.0   \n","4                     4  12559.0  13178.0  2979.0  1441.0   924.0  42.0   \n","5                     5  15109.0  15688.0  3647.0  1846.0  1110.0  44.0   \n","6                     6  15157.0  15698.0  4373.0  2422.0  1339.0  48.0   \n","7                     7  15159.0  15698.0  5035.0  3006.0  1516.0  58.0   \n","8                     8  15159.0  15698.0  5528.0  3393.0  1643.0  65.0   \n","9                     9  15159.0  15698.0  6132.0  3995.0  1829.0  71.0   \n","10                   10  15159.0  15698.0  6504.0  4345.0  1944.0  74.0   \n","11                   11  15159.0  15698.0  6854.0  4675.0  2058.0  78.0   \n","\n","km_labels        6  \n","0              0.0  \n","1              0.0  \n","2              0.0  \n","3              0.0  \n","4              0.0  \n","5              0.0  \n","6           5000.0  \n","7          10019.0  \n","8          13840.0  \n","9          19496.0  \n","10         22655.0  \n","11         25759.0  "]},"metadata":{},"output_type":"display_data"}],"source":["# Groupby month and labels and compute cumulative sum\n","df_periods = cust_df.groupby(['orders_month', 'km_labels'])['orders_month'].count().to_frame('count') \\\n","                    .pivot_table('count', ['orders_month'], 'km_labels').fillna(0).cumsum().reset_index()\n","\n","display(df_periods)"]},{"cell_type":"markdown","metadata":{},"source":["Then I display the monthly evolution of the clusters."]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1500x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Display orders month evolution\n","fig = plt.figure(figsize=(15, 5))\n","ax = plt.gca()\n","\n","for col in df_periods.columns:\n","    if col != 'orders_month':\n","        ax.plot(df_periods['orders_month'], df_periods[col], marker='o', label=col)\n","\n","plt.xlabel('Monthly period')\n","plt.xticks(rotation=45)\n","plt.ylabel('Customers')\n","plt.title('Monthly evolution of clusters')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[],"source":["cust_df = cust_df.drop(columns='km_labels')"]},{"cell_type":"markdown","metadata":{},"source":["# ARI score"]},{"cell_type":"markdown","metadata":{},"source":["I define the period names and fullnames."]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[],"source":["# Define period names\n","periods_name = ['month', 'trim', 'sem']\n","periods_fullname = ['month', 'quarter', 'semester']"]},{"cell_type":"markdown","metadata":{},"source":["## Period by period"]},{"cell_type":"markdown","metadata":{},"source":["First I try by fitting the model on the period p and compute the ARI score on the period p+1."]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[],"source":["periods_ari = []\n","\n","# Loop over periods type\n","for period in periods_name:\n","\n","    # Define column period name\n","    period_column = \"orders_\" + period\n","\n","    # Define array to store ari score\n","    period_ari = []\n","\n","    # Loop over periods\n","    for period_iter in reversed(range(cust_df[period_column].max())):\n","\n","        # Create features matrix\n","        x0 = cust_df[cust_df[period_column] == period_iter+1].values\n","        x1 = cust_df[cust_df[period_column] == period_iter].values\n","\n","        if x0.size == 0:\n","            continue\n","        if x1.size == 0:\n","            continue\n","\n","        # Standardize features\n","        x0_std = StandardScaler().fit_transform(x0)\n","        x1_std = StandardScaler().fit_transform(x1)\n","\n","        # Fit model\n","        km0 = KMeans(n_clusters=km_n_clusters, random_state=0)\n","        km0_true = km0.fit_predict(x0_std)\n","        km1 = KMeans(n_clusters=km_n_clusters, random_state=0)\n","        km1_true = km1.fit_predict(x1_std)\n","\n","        # Predict\n","        km1_predict = km0.predict(x1_std)\n","\n","        # Compute ari score\n","        period_ari.append(adjusted_rand_score(km1_true, km1_predict))\n","\n","    # Store ari score\n","    periods_ari.append(period_ari)"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["for ari, fullname in zip(periods_ari, periods_fullname):\n","\n","    # Print mean ari score\n","    print(fullname.capitalize(), \"ARI score mean = \", np.array(ari).mean())\n","\n","    # Plot ari evolution\n","    if(len(ari) > 1):\n","        sns.lineplot(ari)\n","        plt.title(\"ARI score evolution (\" + fullname + \" by \" + fullname + \")\")\n","        plt.xlabel(fullname.capitalize() + \"s\")\n","        plt.ylabel(\"ARI score\")\n","        plt.show()\n","\n","    print(\"\\n\")"]},{"cell_type":"markdown","metadata":{},"source":["## First period"]},{"cell_type":"markdown","metadata":{},"source":["I then try a second method where a fit the model on the oldest period and compute the ari score on all the following periods."]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["periods_ari = []\n","\n","# Loop over periods type\n","for period in periods_name:\n","\n","    # Define column period name\n","    period_column = \"orders_\" + period\n","\n","    # Define array to store ari score\n","    period_ari = []\n","\n","    # Get number of periods\n","    n_periods = cust_df[period_column].max()\n","\n","    # Create feature matrix of first period\n","    x0 = cust_df[cust_df[period_column] == n_periods].values\n","\n","    # Standardize features\n","    x0_std = StandardScaler().fit_transform(x0)\n","\n","    # Fit model\n","    km0 = KMeans(n_clusters=km_n_clusters, random_state=0)\n","    km0_true = km0.fit_predict(x0_std)\n","\n","    # Loop over next periods\n","    for period_iter in reversed(range(n_periods)):\n","\n","        # Create features matrix\n","        x1 = cust_df[cust_df[period_column] == period_iter].values\n","\n","        if x1.size == 0:\n","            continue\n","\n","        x1_std = StandardScaler().fit_transform(x1)\n","\n","        km1 = KMeans(n_clusters=km_n_clusters, random_state=0)\n","        km1_true = km1.fit_predict(x1_std)\n","\n","        # Predict\n","        km1_predict = km0.predict(x1_std)\n","\n","        # Compute ari score\n","        period_ari.append(adjusted_rand_score(km1_true, km1_predict))\n","\n","    # Store ari score\n","    periods_ari.append(period_ari)"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["for ari, fullname in zip(periods_ari, periods_fullname):\n","\n","    if(len(ari) > 1):\n","        # Print mean ari score\n","        print(fullname.capitalize(), \"ARI score mean = \", np.array(ari).mean())\n","\n","        # Plot ari evolution\n","        sns.lineplot(ari)\n","        plt.title(\"ARI score evolution (from first \" + fullname + \")\")\n","        plt.xlabel(fullname.capitalize() + \"s\")\n","        plt.ylabel(\"ARI score\")\n","        plt.show()\n","\n","    else:\n","        # Print mean ari score\n","        print(fullname.capitalize(), \"ARI score = \", ari)\n","\n","    print(\"\\n\")"]},{"cell_type":"markdown","metadata":{},"source":["Conclusion : by the look of the clusters monthly evolution and the ARI score evolutions (second method) the update should be done at least every 5 months."]}],"metadata":{"colab":{"authorship_tag":"ABX9TyO1/W+qgWLqFCAXxZKCvKAN","provenance":[]},"kernelspec":{"display_name":"Python 3.10.5 64-bit","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":"3.10.5"},"vscode":{"interpreter":{"hash":"aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"}}},"nbformat":4,"nbformat_minor":0}