{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":31254,"databundleVersionId":3103714,"sourceType":"competition"},{"sourceId":12167882,"sourceType":"datasetVersion","datasetId":7663657}],"dockerImageVersionId":30170,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **Detailed EDA - Understanding H&M data**  \n\n<img src=\"https://upload.wikimedia.org/wikipedia/commons/e/e5/HM-Logo.png\" alt=\"drawing\" width=\"400\"/>\n\n\nUnderstanding data is the most important part of any analysis. It's the basis of all decisions related to data preprocessing and later the ML machine model creation and finally the interpretation of the results.\n\nIn this notebook, you will find a detailed description of this dataset. I hope you find it useful.\n\nAs an introduction let's see who our client/stakeholder actually is:\n\n**H&M** is a very popular Swedish clothing company with a headquarter in Stockholm. The company was established in 1947 and was originally named Hennes. In 1968 they acquired the hunting and fishing store named Mauritz Widfoss. From this point in time it operated under name Hennes& Mauritz or simply H&M. Six years later the had a debut on the Stockholm Stock Exchange which allowed them soon after in 1976 to open their first shop outside Sweden - in UK, London. In 2000 they entered the US market. As of 2022 it operates shops in 74 countries what you can see on the map below:  \n\n<img src=\"https://upload.wikimedia.org/wikipedia/commons/f/f0/H%26M_Global_map_%281%29.png\" alt=\"drawing\" width=\"450\"/>\n\n\nMore about history of H&M you can read on their article [here](https://about.hm.com/content/dam/hmgroup/groupsite/documents/en/Digital%20Annual%20Report/2017/Annual%20Report%202017%20Our%20history.pdf).\n\n**Recommender Systems** are powerful, successful and widespread applications for almost every business selling products or services. It's especially useful for companies with a wide offer and diverse clients. Ideal examples are retail companies, like H&M, Zalando, etc. as well as these selling services or digital products - the best examples are Netflix or Spotify. If you visit websites of any of these firms you'll notice that after creating an account the service will start to recommend you other products, movies or songs that the algorithm thinks will suit you the best. It's their way to personalise the offer and who doesn't like to get such care. That's why these systems are precious for business owners. The more you buy, watch and listen the better it gets. Also, the more users the better it gets.  \n\nHowever, because this is a dynamic environment - both clients and product change it is quite a hassle to tune, manage and maintain these systems. That's why companies using this tool keep a big group of machine learning engineers and backend SE in a dedicated department or they outsource this work to other companies.\n\nMore about **Netflix Recommender System (NRS)** you can read [here](https://research.netflix.com/research-area/recommendations).  \n\nTo learn more about the **Zalando** recommender system check their [Engineering Blog](https://engineering.zalando.com/posts/2016/12/recommendations-galore-how-zalando-tech-makes-it-happen.html).\n\nRecommender Systems usually are classified into two groups:\n1. *Collaborative-filtering* which is based on users behaviours. However, it needs a lot of traffic data per customer to be fully successfull.\n2. *Content-based filtering* which is based on similarity and complementariness (what fits what) of products. This is good if you just started to collect traffic data but you have a good described and labeled products.\nMany companies create their custom-made, hybrid systems. In this competition we're free to decide what methodology we're are going to use.\n\nNow let's go to the data itself.\nThe first step: loading necessary libraries and 3 databases (articles, transactions and customers).","metadata":{}},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sns # nice visualisations\nimport matplotlib.pyplot as plt # basic visualisation library\nimport datetime as dt # library to opearate on dates\n\nprint(\"pandas version: {}\".format(pd.__version__))\nprint(\"numpy version: {}\".format(np.__version__))\nprint(\"seaborn version: {}\".format(sns.__version__))","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2025-06-14T20:17:19.883136Z","iopub.execute_input":"2025-06-14T20:17:19.883594Z","iopub.status.idle":"2025-06-14T20:17:21.257221Z","shell.execute_reply.started":"2025-06-14T20:17:19.883481Z","shell.execute_reply":"2025-06-14T20:17:21.255976Z"},"trusted":true},"outputs":[{"name":"stdout","text":"pandas version: 1.3.5\nnumpy version: 1.20.3\nseaborn version: 0.11.2\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"art = pd.read_csv(\"../input/h-and-m-personalized-fashion-recommendations/articles.csv\")\ncust = pd.read_csv(\"../input/h-and-m-personalized-fashion-recommendations/customers.csv\")\ntrans = pd.read_csv(\"../input/h-and-m-personalized-fashion-recommendations/transactions_train.csv\")","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2025-06-14T20:17:22.348595Z","iopub.execute_input":"2025-06-14T20:17:22.348936Z","iopub.status.idle":"2025-06-14T20:18:45.835661Z","shell.execute_reply.started":"2025-06-14T20:17:22.348888Z","shell.execute_reply":"2025-06-14T20:18:45.834325Z"},"trusted":true},"outputs":[],"execution_count":2},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nfrom datetime import datetime\n\n# First, examine the date range in the transaction data\ntrans['t_dat'] = pd.to_datetime(trans['t_dat'])\ndate_min, date_max = trans['t_dat'].min(), trans['t_dat'].max()\nprint(f\"Transaction date range: {date_min.date()} to {date_max.date()}\")\n\n# Calculate the total duration in days\ntotal_days = (date_max - date_min).days\nprint(f\"Total days in dataset: {total_days}\")\n\n# Determine sampling rate needed to achieve target size\ntarget_size_mb = 400\noriginal_size_mb = 4000\nsampling_rate = target_size_mb / original_size_mb\nprint(f\"Target sampling rate: {sampling_rate:.2%}\")\n\n# Create month-year column for stratified sampling\ntrans['month_year'] = trans['t_dat'].dt.to_period('M')\n\n# Perform stratified sampling to maintain time distribution\nsampled_trans = trans.groupby('month_year').apply(\n    lambda x: x.sample(frac=sampling_rate, random_state=42)\n).reset_index(drop=True)\n\n# Verify sample size\nsample_size_mb = sampled_trans.memory_usage(deep=True).sum() / (1024 * 1024)\nprint(f\"Sampled dataset size: {sample_size_mb:.2f} MB\")\n\n# Save sampled dataset\nsampled_trans.to_csv(\"sampled_transactions_.csv\", index=False)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:32:28.019528Z","iopub.execute_input":"2025-06-14T20:32:28.020489Z","iopub.status.idle":"2025-06-14T20:33:15.579417Z","shell.execute_reply.started":"2025-06-14T20:32:28.020437Z","shell.execute_reply":"2025-06-14T20:33:15.57827Z"}},"outputs":[{"name":"stdout","text":"Transaction date range: 2018-09-20 to 2020-09-22\nTotal days in dataset: 733\nTarget sampling rate: 7.50%\nSampled dataset size: 366.06 MB\n","output_type":"stream"}],"execution_count":8},{"cell_type":"code","source":"sampled_trans.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:33:41.195155Z","iopub.execute_input":"2025-06-14T20:33:41.19549Z","iopub.status.idle":"2025-06-14T20:33:41.218026Z","shell.execute_reply.started":"2025-06-14T20:33:41.195452Z","shell.execute_reply":"2025-06-14T20:33:41.217052Z"}},"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"       t_dat                                        customer_id  article_id  \\\n0 2018-09-21  3480f2d31e5888eb27eb3dafb5deac591004798634d78d...   514577014   \n1 2018-09-25  e02d21aea5c82d7f712646052f862c7c11bc3bd0e43047...   237222001   \n2 2018-09-26  a31b67dcef05b50f974eb4e7b3cecc11c9a2b3b62a30d1...   587026012   \n3 2018-09-23  515056fc0d673b7d9c3d8c3ec5a9e1d4293e9f787baefa...   579541001   \n4 2018-09-27  52e04afb5a402c2e6046ab51393a9b83459099373227f7...   656719005   \n\n      price  sales_channel_id month_year  \n0  0.016932                 1    2018-09  \n1  0.016932                 2    2018-09  \n2  0.050831                 1    2018-09  \n3  0.016932                 2    2018-09  \n4  0.050831                 2    2018-09  ","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>t_dat</th>\n      <th>customer_id</th>\n      <th>article_id</th>\n      <th>price</th>\n      <th>sales_channel_id</th>\n      <th>month_year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-09-21</td>\n      <td>3480f2d31e5888eb27eb3dafb5deac591004798634d78d...</td>\n      <td>514577014</td>\n      <td>0.016932</td>\n      <td>1</td>\n      <td>2018-09</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-09-25</td>\n      <td>e02d21aea5c82d7f712646052f862c7c11bc3bd0e43047...</td>\n      <td>237222001</td>\n      <td>0.016932</td>\n      <td>2</td>\n      <td>2018-09</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-09-26</td>\n      <td>a31b67dcef05b50f974eb4e7b3cecc11c9a2b3b62a30d1...</td>\n      <td>587026012</td>\n      <td>0.050831</td>\n      <td>1</td>\n      <td>2018-09</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-09-23</td>\n      <td>515056fc0d673b7d9c3d8c3ec5a9e1d4293e9f787baefa...</td>\n      <td>579541001</td>\n      <td>0.016932</td>\n      <td>2</td>\n      <td>2018-09</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-09-27</td>\n      <td>52e04afb5a402c2e6046ab51393a9b83459099373227f7...</td>\n      <td>656719005</td>\n      <td>0.050831</td>\n      <td>2</td>\n      <td>2018-09</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"# Only when necessary, create a fully merged dataset\nfull_merged_df = pd.merge(\n    pd.merge(sampled_trans, art, on='article_id', how='left'),\n    cust, on='customer_id', how='left'\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:34:39.443156Z","iopub.execute_input":"2025-06-14T20:34:39.443589Z","iopub.status.idle":"2025-06-14T20:34:54.914798Z","shell.execute_reply.started":"2025-06-14T20:34:39.443548Z","shell.execute_reply":"2025-06-14T20:34:54.91358Z"}},"outputs":[],"execution_count":11},{"cell_type":"code","source":"sampled_trans[\"month_year\"].value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:34:02.032031Z","iopub.execute_input":"2025-06-14T20:34:02.032404Z","iopub.status.idle":"2025-06-14T20:34:02.063231Z","shell.execute_reply.started":"2025-06-14T20:34:02.032335Z","shell.execute_reply":"2025-06-14T20:34:02.062103Z"},"collapsed":true,"jupyter":{"outputs_hidden":true}},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"2019-06    142965\n2019-07    135562\n2020-06    132338\n2019-05    117024\n2019-04    110734\n2018-10    104778\n2020-05    102136\n2020-07    101363\n2020-04    100566\n2019-03     96506\n2018-11     95296\n2019-01     94760\n2019-08     94015\n2020-08     92789\n2019-09     92038\n2019-11     89852\n2019-02     86431\n2018-12     86162\n2019-10     86008\n2019-12     83874\n2020-01     80727\n2020-03     78581\n2020-02     75139\n2020-09     59870\n2018-09     44608\nFreq: M, Name: month_year, dtype: int64"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"excel_sample[\"month_year\"].value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:47:17.940076Z","iopub.execute_input":"2025-06-14T20:47:17.94042Z","iopub.status.idle":"2025-06-14T20:47:17.953379Z","shell.execute_reply.started":"2025-06-14T20:47:17.940379Z","shell.execute_reply":"2025-06-14T20:47:17.952281Z"}},"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"2019-06    5996\n2019-07    5688\n2020-06    5552\n2019-05    4907\n2019-04    4644\n2018-10    4397\n2020-05    4283\n2020-07    4251\n2020-04    4219\n2019-03    4047\n2018-11    3997\n2019-01    3974\n2019-08    3940\n2020-08    3891\n2019-09    3857\n2019-11    3767\n2019-02    3621\n2018-12    3612\n2019-10    3606\n2019-12    3516\n2020-01    3386\n2020-03    3297\n2020-02    3151\n2020-09    2512\n2018-09    1869\nFreq: M, Name: month_year, dtype: int64"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"full_merged_df.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:35:30.825817Z","iopub.execute_input":"2025-06-14T20:35:30.826127Z","iopub.status.idle":"2025-06-14T20:35:30.83402Z","shell.execute_reply.started":"2025-06-14T20:35:30.826094Z","shell.execute_reply":"2025-06-14T20:35:30.832758Z"}},"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"(2384122, 36)"},"metadata":{}}],"execution_count":13},{"cell_type":"code","source":"full_merged_df.columns","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:39:02.602407Z","iopub.execute_input":"2025-06-14T20:39:02.602795Z","iopub.status.idle":"2025-06-14T20:39:02.612569Z","shell.execute_reply.started":"2025-06-14T20:39:02.602752Z","shell.execute_reply":"2025-06-14T20:39:02.609488Z"}},"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"Index(['t_dat', 'customer_id', 'article_id', 'price', 'sales_channel_id',\n       'month_year', 'product_code', 'prod_name', 'product_type_no',\n       'product_type_name', 'product_group_name', 'graphical_appearance_no',\n       'graphical_appearance_name', 'colour_group_code', 'colour_group_name',\n       'perceived_colour_value_id', 'perceived_colour_value_name',\n       'perceived_colour_master_id', 'perceived_colour_master_name',\n       'department_no', 'department_name', 'index_code', 'index_name',\n       'index_group_no', 'index_group_name', 'section_no', 'section_name',\n       'garment_group_no', 'garment_group_name', 'detail_desc', 'FN', 'Active',\n       'club_member_status', 'fashion_news_frequency', 'age', 'postal_code'],\n      dtype='object')"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"# Create stratification columns\ndf = full_merged_df.copy()\n\n# 1. Convert t_dat to month_year if not already done\nif 'month_year' not in df.columns:\n    df['month_year'] = pd.to_datetime(df['t_dat']).dt.to_period('M')\n\n# 2. Create age groups if needed\ndf['age_group'] = pd.cut(df['age'], \n                         bins=[0, 20, 30, 40, 50, 60, 100],\n                         labels=['<20', '20-29', '30-39', '40-49', '50-59', '60+'])\n\n# 3. Define strata using these key dimensions\nstrata_columns = ['month_year', 'product_group_name', 'sales_channel_id']\n\n# 4. Calculate target sample size (around 900K rows for Excel)\ntarget_size = 100000\nsampling_fraction = target_size / len(df)\n\n# 5. Perform stratified sampling\nexcel_sample = df.groupby(strata_columns, observed=True).apply(\n    lambda x: x.sample(frac=sampling_fraction, random_state=42)\n).reset_index(drop=True)\n\nprint(f\"Original size: {len(df):,} rows\")\nprint(f\"Sampled size: {len(excel_sample):,} rows\")\nprint(f\"Sampling rate: {len(excel_sample)/len(df):.1%}\")\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:44:51.322658Z","iopub.execute_input":"2025-06-14T20:44:51.323039Z","iopub.status.idle":"2025-06-14T20:44:58.536236Z","shell.execute_reply.started":"2025-06-14T20:44:51.323003Z","shell.execute_reply":"2025-06-14T20:44:58.535043Z"}},"outputs":[{"name":"stdout","text":"Original size: 2,384,122 rows\nSampled size: 99,980 rows\nSampling rate: 4.2%\n","output_type":"stream"}],"execution_count":19},{"cell_type":"code","source":"!pip install openpyxl","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:02:07.955521Z","iopub.execute_input":"2025-06-15T12:02:07.956852Z","iopub.status.idle":"2025-06-15T12:02:19.608366Z","shell.execute_reply.started":"2025-06-15T12:02:07.956654Z","shell.execute_reply":"2025-06-15T12:02:19.606457Z"}},"outputs":[{"name":"stdout","text":"Collecting openpyxl\n  Downloading openpyxl-3.1.3-py2.py3-none-any.whl (251 kB)\n     |████████████████████████████████| 251 kB 14.4 MB/s            \n\u001b[?25hCollecting et-xmlfile\n  Downloading et_xmlfile-1.1.0-py3-none-any.whl (4.7 kB)\nInstalling collected packages: et-xmlfile, openpyxl\nSuccessfully installed et-xmlfile-1.1.0 openpyxl-3.1.3\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"df = excel_sample.copy()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:50:59.477222Z","iopub.execute_input":"2025-06-14T20:50:59.477662Z","iopub.status.idle":"2025-06-14T20:50:59.800446Z","shell.execute_reply.started":"2025-06-14T20:50:59.477621Z","shell.execute_reply":"2025-06-14T20:50:59.798145Z"}},"outputs":[],"execution_count":23},{"cell_type":"code","source":"","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:02:23.499041Z","iopub.execute_input":"2025-06-15T12:02:23.499376Z","iopub.status.idle":"2025-06-15T12:02:23.516562Z","shell.execute_reply.started":"2025-06-15T12:02:23.499338Z","shell.execute_reply":"2025-06-15T12:02:23.51503Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_17/1446653112.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_excel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/kaggle/input/iim-qt-h-and-m-sample/hm_stratified_sample.xlsx\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined"],"ename":"NameError","evalue":"name 'pd' is not defined","output_type":"error"}],"execution_count":3},{"cell_type":"code","source":"# 6. Export to Excel (if under 1M rows)\nif len(excel_sample) < 1000000:\n    excel_sample.to_excel(\"hm_stratified_sample.xlsx\", index=False)\nelse:\n    print(\"Sample still too large for Excel - additional sampling needed\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:45:03.406847Z","iopub.execute_input":"2025-06-14T20:45:03.407643Z","iopub.status.idle":"2025-06-14T20:46:30.019331Z","shell.execute_reply.started":"2025-06-14T20:45:03.40758Z","shell.execute_reply":"2025-06-14T20:46:30.018099Z"}},"outputs":[],"execution_count":20},{"cell_type":"code","source":"full_merged_df.to_csv(\"h&m_customer_article_transaction_data.csv\", index=False)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:36:23.813361Z","iopub.execute_input":"2025-06-14T20:36:23.813677Z","iopub.status.idle":"2025-06-14T20:37:41.460728Z","shell.execute_reply.started":"2025-06-14T20:36:23.813643Z","shell.execute_reply":"2025-06-14T20:37:41.459398Z"}},"outputs":[],"execution_count":14},{"cell_type":"code","source":"# Add this to your imports section\nimport statsmodels.api as sm\nfrom statsmodels.formula.api import ols\nfrom statsmodels.stats.multicomp import pairwise_tukeyhsd","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:02:32.051146Z","iopub.execute_input":"2025-06-15T12:02:32.051532Z","iopub.status.idle":"2025-06-15T12:02:34.183706Z","shell.execute_reply.started":"2025-06-15T12:02:32.051494Z","shell.execute_reply":"2025-06-15T12:02:34.182798Z"}},"outputs":[],"execution_count":4},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport scipy.stats as stats\nfrom statsmodels.formula.api import ols\nfrom statsmodels.stats.multicomp import pairwise_tukeyhsd\nfrom statsmodels.graphics.mosaicplot import mosaic\nimport calendar\nfrom datetime import datetime\n\n# Set visualization style\nplt.style.use('seaborn-whitegrid')\nsns.set_palette(\"Set2\")\n\n# Assuming the data is already loaded and sampled to 10000 rows as 'df'\n# df = sampled_data with 10000 rows","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:02:34.519649Z","iopub.execute_input":"2025-06-15T12:02:34.519942Z","iopub.status.idle":"2025-06-15T12:02:34.727418Z","shell.execute_reply.started":"2025-06-15T12:02:34.519912Z","shell.execute_reply":"2025-06-15T12:02:34.726136Z"}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"df = pd.read_excel(\"/kaggle/input/iim-qt-h-and-m-sample/hm_stratified_sample.xlsx\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:02:43.299245Z","iopub.execute_input":"2025-06-15T12:02:43.299582Z","iopub.status.idle":"2025-06-15T12:04:12.115133Z","shell.execute_reply.started":"2025-06-15T12:02:43.299547Z","shell.execute_reply":"2025-06-15T12:04:12.113451Z"}},"outputs":[],"execution_count":6},{"cell_type":"code","source":"# Basic dataset overview\nprint(f\"Dataset shape: {df.shape}\")\nprint(\"\\nDataset information:\")\nprint(df.info())\n\n# Numerical variables summary\nprint(\"\\nNumerical Variables Summary Statistics:\")\nnum_summary = df.select_dtypes(include=['int64', 'float64']).describe().T\nnum_summary['missing'] = df.select_dtypes(include=['int64', 'float64']).isna().sum()\nprint(num_summary)\n\n# Categorical variables summary\nprint(\"\\nCategorical Variables Summary:\")\ncat_vars = df.select_dtypes(include=['object', 'category']).columns\nfor col in cat_vars:\n    unique_count = df[col].nunique()\n    print(f\"{col}: {unique_count} unique values\")\n    if unique_count < 10:  # Show distribution if few categories\n        print(df[col].value_counts(normalize=True).head())\n    print(\"-\" * 40)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:51:17.181053Z","iopub.execute_input":"2025-06-14T20:51:17.181419Z","iopub.status.idle":"2025-06-14T20:51:17.873497Z","shell.execute_reply.started":"2025-06-14T20:51:17.181379Z","shell.execute_reply":"2025-06-14T20:51:17.872372Z"}},"outputs":[{"name":"stdout","text":"Dataset shape: (99980, 37)\n\nDataset information:\n<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 99980 entries, 0 to 99979\nData columns (total 37 columns):\n #   Column                        Non-Null Count  Dtype         \n---  ------                        --------------  -----         \n 0   t_dat                         99980 non-null  datetime64[ns]\n 1   customer_id                   99980 non-null  object        \n 2   article_id                    99980 non-null  int64         \n 3   price                         99980 non-null  float64       \n 4   sales_channel_id              99980 non-null  int64         \n 5   month_year                    99980 non-null  period[M]     \n 6   product_code                  99980 non-null  int64         \n 7   prod_name                     99980 non-null  object        \n 8   product_type_no               99980 non-null  int64         \n 9   product_type_name             99980 non-null  object        \n 10  product_group_name            99980 non-null  object        \n 11  graphical_appearance_no       99980 non-null  int64         \n 12  graphical_appearance_name     99980 non-null  object        \n 13  colour_group_code             99980 non-null  int64         \n 14  colour_group_name             99980 non-null  object        \n 15  perceived_colour_value_id     99980 non-null  int64         \n 16  perceived_colour_value_name   99980 non-null  object        \n 17  perceived_colour_master_id    99980 non-null  int64         \n 18  perceived_colour_master_name  99980 non-null  object        \n 19  department_no                 99980 non-null  int64         \n 20  department_name               99980 non-null  object        \n 21  index_code                    99980 non-null  object        \n 22  index_name                    99980 non-null  object        \n 23  index_group_no                99980 non-null  int64         \n 24  index_group_name              99980 non-null  object        \n 25  section_no                    99980 non-null  int64         \n 26  section_name                  99980 non-null  object        \n 27  garment_group_no              99980 non-null  int64         \n 28  garment_group_name            99980 non-null  object        \n 29  detail_desc                   99621 non-null  object        \n 30  FN                            42486 non-null  float64       \n 31  Active                        41913 non-null  float64       \n 32  club_member_status            99783 non-null  object        \n 33  fashion_news_frequency        99542 non-null  object        \n 34  age                           99519 non-null  float64       \n 35  postal_code                   99980 non-null  object        \n 36  age_group                     99519 non-null  category      \ndtypes: category(1), datetime64[ns](1), float64(4), int64(12), object(18), period[M](1)\nmemory usage: 27.6+ MB\nNone\n\nNumerical Variables Summary Statistics:\n                              count          mean           std           min  \\\narticle_id                  99980.0  6.966550e+08  1.333144e+08  1.087750e+08   \nprice                       99980.0  2.782705e-02  1.940892e-02  5.423729e-04   \nsales_channel_id            99980.0  1.704251e+00  4.563811e-01  1.000000e+00   \nproduct_code                99980.0  6.966550e+05  1.333144e+05  1.087750e+05   \nproduct_type_no             99980.0  2.464968e+02  6.747952e+01 -1.000000e+00   \ngraphical_appearance_no     99980.0  1.009792e+06  1.498087e+04 -1.000000e+00   \ncolour_group_code           99980.0  2.625044e+01  2.615665e+01 -1.000000e+00   \nperceived_colour_value_id   99980.0  3.257061e+00  1.417111e+00 -1.000000e+00   \nperceived_colour_master_id  99980.0  7.624175e+00  5.063510e+00 -1.000000e+00   \ndepartment_no               99980.0  2.849565e+03  2.075139e+03  1.201000e+03   \nindex_group_no              99980.0  2.417974e+00  4.793488e+00  1.000000e+00   \nsection_no                  99980.0  3.649991e+01  2.304222e+01  2.000000e+00   \ngarment_group_no            99980.0  1.010706e+03  6.546250e+00  1.001000e+03   \nFN                          42486.0  1.000000e+00  0.000000e+00  1.000000e+00   \nActive                      41913.0  1.000000e+00  0.000000e+00  1.000000e+00   \nage                         99519.0  3.605017e+01  1.297358e+01  1.600000e+01   \n\n                                     25%           50%           75%  \\\narticle_id                  6.331495e+08  7.148030e+08  7.866570e+08   \nprice                       1.542373e-02  2.540678e-02  3.388136e-02   \nsales_channel_id            1.000000e+00  2.000000e+00  2.000000e+00   \nproduct_code                6.331495e+05  7.148030e+05  7.866570e+05   \nproduct_type_no             2.530000e+02  2.650000e+02  2.730000e+02   \ngraphical_appearance_no     1.010010e+06  1.010016e+06  1.010016e+06   \ncolour_group_code           9.000000e+00  1.000000e+01  4.300000e+01   \nperceived_colour_value_id   2.000000e+00  4.000000e+00  4.000000e+00   \nperceived_colour_master_id  5.000000e+00  5.000000e+00  1.100000e+01   \ndepartment_no               1.610000e+03  1.717000e+03  3.937000e+03   \nindex_group_no              1.000000e+00  1.000000e+00  2.000000e+00   \nsection_no                  1.500000e+01  4.700000e+01  6.000000e+01   \ngarment_group_no            1.005000e+03  1.010000e+03  1.017000e+03   \nFN                          1.000000e+00  1.000000e+00  1.000000e+00   \nActive                      1.000000e+00  1.000000e+00  1.000000e+00   \nage                         2.500000e+01  3.100000e+01  4.700000e+01   \n\n                                     max  missing  \narticle_id                  9.467480e+08        0  \nprice                       5.067797e-01        0  \nsales_channel_id            2.000000e+00        0  \nproduct_code                9.467480e+05        0  \nproduct_type_no             5.320000e+02        0  \ngraphical_appearance_no     1.010028e+06        0  \ncolour_group_code           9.300000e+01        0  \nperceived_colour_value_id   7.000000e+00        0  \nperceived_colour_master_id  2.000000e+01        0  \ndepartment_no               9.989000e+03        0  \nindex_group_no              2.600000e+01        0  \nsection_no                  9.700000e+01        0  \ngarment_group_no            1.025000e+03        0  \nFN                          1.000000e+00    57494  \nActive                      1.000000e+00    58067  \nage                         9.900000e+01      461  \n\nCategorical Variables Summary:\ncustomer_id: 88441 unique values\n----------------------------------------\nprod_name: 18254 unique values\n----------------------------------------\nproduct_type_name: 110 unique values\n----------------------------------------\nproduct_group_name: 14 unique values\n----------------------------------------\ngraphical_appearance_name: 29 unique values\n----------------------------------------\ncolour_group_name: 50 unique values\n----------------------------------------\nperceived_colour_value_name: 8 unique values\nDark            0.488838\nDusty Light     0.172464\nLight           0.144149\nMedium Dusty    0.117894\nMedium          0.038878\nName: perceived_colour_value_name, dtype: float64\n----------------------------------------\nperceived_colour_master_name: 19 unique values\n----------------------------------------\ndepartment_name: 233 unique values\n----------------------------------------\nindex_code: 10 unique values\n----------------------------------------\nindex_name: 10 unique values\n----------------------------------------\nindex_group_name: 5 unique values\nLadieswear       0.642909\nDivided          0.224725\nMenswear         0.055641\nSport            0.038718\nBaby/Children    0.038008\nName: index_group_name, dtype: float64\n----------------------------------------\nsection_name: 56 unique values\n----------------------------------------\ngarment_group_name: 21 unique values\n----------------------------------------\ndetail_desc: 17195 unique values\n----------------------------------------\nclub_member_status: 3 unique values\nACTIVE        0.978714\nPRE-CREATE    0.020976\nLEFT CLUB     0.000311\nName: club_member_status, dtype: float64\n----------------------------------------\nfashion_news_frequency: 3 unique values\nNONE         0.572110\nRegularly    0.427578\nMonthly      0.000311\nName: fashion_news_frequency, dtype: float64\n----------------------------------------\npostal_code: 72125 unique values\n----------------------------------------\nage_group: 6 unique values\n20-29    0.424241\n30-39    0.179724\n40-49    0.164943\n50-59    0.147258\n<20      0.046283\nName: age_group, dtype: float64\n----------------------------------------\n","output_type":"stream"}],"execution_count":25},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Transactions","metadata":{}},{"cell_type":"code","source":"# Convert date to datetime if needed\ndf['t_dat'] = pd.to_datetime(df['t_dat'])\n\n# Create additional time features\ndf['day_of_week'] = df['t_dat'].dt.day_name()\ndf['month'] = df['t_dat'].dt.month_name()\ndf['day'] = df['t_dat'].dt.day\ndf['week_of_year'] = df['t_dat'].dt.isocalendar().week\n\n# Transactions by day of week\nplt.figure(figsize=(12, 6))\nday_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\nday_counts = df['day_of_week'].value_counts().reindex(day_order)\nsns.barplot(x=day_counts.index, y=day_counts.values)\nplt.title('Transaction Volume by Day of Week', fontsize=15)\nplt.xlabel('Day of Week')\nplt.ylabel('Number of Transactions')\nplt.xticks(rotation=45)\nplt.tight_layout()\nplt.show()\n\n# Transactions by month\nplt.figure(figsize=(12, 6))\nmonth_order = [calendar.month_name[i] for i in range(1, 13)]\nmonth_counts = df['month'].value_counts().reindex([m for m in month_order if m in df['month'].unique()])\nsns.barplot(x=month_counts.index, y=month_counts.values)\nplt.title('Transaction Volume by Month', fontsize=15)\nplt.xlabel('Month')\nplt.ylabel('Number of Transactions')\nplt.xticks(rotation=45)\nplt.tight_layout()\nplt.show()\n\n# Time series of daily transactions\ndaily_sales = df.groupby('t_dat').agg({'article_id': 'count', 'price': 'sum'})\ndaily_sales.columns = ['transaction_count', 'sales_volume']\n\nplt.figure(figsize=(14, 6))\nplt.plot(daily_sales.index, daily_sales['transaction_count'], marker='o', linestyle='-', markersize=4)\nplt.title('Daily Transaction Volume', fontsize=15)\nplt.xlabel('Date')\nplt.ylabel('Number of Transactions')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()\n\n# Time series of sales volume\nplt.figure(figsize=(14, 6))\nplt.plot(daily_sales.index, daily_sales['sales_volume'], marker='o', linestyle='-', markersize=4, color='green')\nplt.title('Daily Sales Volume', fontsize=15)\nplt.xlabel('Date')\nplt.ylabel('Total Sales (Price Units)')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()\n\n# Average transaction value over time\ndaily_sales['avg_transaction_value'] = daily_sales['sales_volume'] / daily_sales['transaction_count']\nplt.figure(figsize=(14, 6))\nplt.plot(daily_sales.index, daily_sales['avg_transaction_value'], marker='o', linestyle='-', markersize=4, color='purple')\nplt.title('Daily Average Transaction Value', fontsize=15)\nplt.xlabel('Date')\nplt.ylabel('Average Transaction Value')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:54:48.46812Z","iopub.execute_input":"2025-06-14T20:54:48.469607Z","iopub.status.idle":"2025-06-14T20:54:50.301998Z","shell.execute_reply.started":"2025-06-14T20:54:48.469436Z","shell.execute_reply":"2025-06-14T20:54:50.300956Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":26},{"cell_type":"code","source":"# Top product types by volume\nplt.figure(figsize=(12, 8))\ntop_products = df['product_type_name'].value_counts().head(10)\nsns.barplot(y=top_products.index, x=top_products.values)\nplt.title('Top 10 Product Types by Transaction Volume', fontsize=15)\nplt.xlabel('Number of Transactions')\nplt.ylabel('Product Type')\nplt.tight_layout()\nplt.show()\n\n# Price distribution\nplt.figure(figsize=(12, 6))\nsns.histplot(df['price'], bins=30, kde=True)\nplt.title('Price Distribution', fontsize=15)\nplt.xlabel('Price')\nplt.ylabel('Frequency')\nplt.axvline(df['price'].mean(), color='red', linestyle='--', label=f'Mean: {df[\"price\"].mean():.2f}')\nplt.axvline(df['price'].median(), color='green', linestyle='--', label=f'Median: {df[\"price\"].median():.2f}')\nplt.legend()\nplt.tight_layout()\nplt.show()\n\n# Price boxplot by product group\nplt.figure(figsize=(14, 8))\n# Select top 8 product groups for clarity\ntop_groups = df['product_group_name'].value_counts().head(8).index\ngroup_df = df[df['product_group_name'].isin(top_groups)]\nsns.boxplot(x='product_group_name', y='price', data=group_df)\nplt.title('Price Distribution by Product Group', fontsize=15)\nplt.xlabel('Product Group')\nplt.ylabel('Price')\nplt.xticks(rotation=45)\nplt.tight_layout()\nplt.show()\n\n# Color group analysis\nplt.figure(figsize=(12, 6))\ncolor_counts = df['colour_group_name'].value_counts().head(10)\nsns.barplot(x=color_counts.index, y=color_counts.values)\nplt.title('Top 10 Color Groups', fontsize=15)\nplt.xlabel('Color Group')\nplt.ylabel('Count')\nplt.xticks(rotation=45)\nplt.tight_layout()\nplt.show()\n\n# Department performance\ndept_sales = df.groupby('department_name').agg({'article_id': 'count', 'price': 'sum'})\ndept_sales.columns = ['transaction_count', 'sales_volume']\ndept_sales['avg_price'] = dept_sales['sales_volume'] / dept_sales['transaction_count']\n\n# Top departments by transaction volume\nplt.figure(figsize=(12, 8))\ntop_depts = dept_sales.sort_values('transaction_count', ascending=False).head(10)\nsns.barplot(y=top_depts.index, x=top_depts['transaction_count'])\nplt.title('Top 10 Departments by Transaction Volume', fontsize=15)\nplt.xlabel('Number of Transactions')\nplt.ylabel('Department')\nplt.tight_layout()\nplt.show()\n\n# Top departments by average price\nplt.figure(figsize=(12, 8))\ntop_price_depts = dept_sales.sort_values('avg_price', ascending=False).head(10)\nsns.barplot(y=top_price_depts.index, x=top_price_depts['avg_price'])\nplt.title('Top 10 Departments by Average Price', fontsize=15)\nplt.xlabel('Average Price')\nplt.ylabel('Department')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:55:54.823298Z","iopub.execute_input":"2025-06-14T20:55:54.824711Z","iopub.status.idle":"2025-06-14T20:55:57.509791Z","shell.execute_reply.started":"2025-06-14T20:55:54.82466Z","shell.execute_reply":"2025-06-14T20:55:57.508687Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 1 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bdqkyZMnq3jx4nrrrbduWGdO5/7foeJm23Grrv9d+PXXXxUbG6vPP//cOiIlZQ/8N+tG52Pz5s1yd3fXRx99ZK3j2sNYrrl2zZ07dy5bCL1VZcuWzdbPGRkZSkhIUOnSpW9r39d06NBBc+fO1bZt2xQRESF3d3c1adLEenwp++/atde51XCz11R+lS5dWp6envr4449N2R+AgsUUQQB25ZFHHpGrq6vWr1+fZfn69etVuXLlLB/wzp8/r71791pfnz59WgcPHrzhPRo3q3nz5vr++++VkZFhXbZu3Trdf//9qlat2m3v/3o3024nJyd5e3vrhx9+yLLNv592J139a3yRIkUUExNjXZaUlKR9+/Zl2a5x48Zav3699a/o17v+r+y3o3PnzoqNjVVISIg8PT2zTP+6ZseOHVme0vb999/LYrGoZs2a1nqPHz+uChUqyMfHJ8t/OT10xMPDQ88//7x8fX1v6umS/z6PmZmZ+uGHH7L9Lt1MO25XcnKypKyhce/evdmCz63K6XwkJyerSJEiWULe9U+urFu3rlxcXLRq1apc912kSJGb+j2pXbu2Nm/enOW62rRpk9LT07NMobsdjzzyiKpVq6Y1a9Zo48aNateunfVpoOXLl1e5cuW0YcOGLO9Zv369SpQokevDa659f92/r6nffvtNiYmJptTcuHFj/fe//1WxYsWy/W77+PiYcgwA5mEEC4BdcXNz00svvaS5c+fKyclJNWvW1KZNm7Rt2zbNmDEjy7bu7u4aNmyYBg8eLBcXF82aNUseHh553iuya9cuxcXF6ffff5d09ZHsHh4eevjhh62jX8HBwVq9erWGDx+url276sCBA/r66681bty4PL8DqyDb/eqrr2rAgAEaO3as/P39tXv3bm3fvj3LvhwcHOTn56cFCxaoQoUKKlWqlD7//PNs91q9/vrr6tKli1544QX16dNHbm5uOnjwoNzc3NSlSxfrQy6+/vprBQQEyMXF5Zaenvhvnp6eeuKJJ7R161b169cvx2lPRYsWVb9+/RQcHKxz585Zn653rU86deqkZcuWqUePHurTp4+8vLyUkJCg/fv3q2zZsurVq5dmzZqlCxcuqGHDhnJ3d9fBgwe1a9eum3oQxTfffKMiRYrokUce0YoVK3T8+PFsv3M3047bVadOHRUrVkyjR4/Wyy+/rNjYWM2ePTtfX1Kd1/lo2rSpFi5cqPfee09+fn7au3evvvvuuyz7KFWqlPr3768PP/xQaWlpat68uVJTU7Vt2zYNGDBAnp6eqlKlin744Qdt3rxZnp6eKleuXI71vvbaa+rcubNef/11devWTbGxsZo+fbqaNWuW5QEXt6tDhw768MMPZRhGlnvkHBwc9MYbb2jMmDFyc3NT06ZNtXv3bi1dulRDhgzJ9QEXtWrVkqenp9577z0NGjRICQkJ+vTTT037ouimTZuqWbNm6tOnj1555RU9/PDDSkxM1KFDh5SSknLbD1IBYC4CFgC7M3DgQDk6Omrp0qU6f/68KlWqpGnTplnvo7imQoUKevXVV/XBBx/o1KlTqlmzpj744IM8nwIWGhqqXbt2WV9feyLfgAED9MYbb0i6ehP6//3f/+n999/XK6+8orJly2rEiBHq2rWrya39n5tpt7+/v0aPHq358+dr1apVatiwod577z3r0++uGTNmjEaPHq3x48erdOnSevXVV7Vv374s3+H10EMP6auvvtIHH3ygkJAQSVe/GHbIkCGSrj5AYcSIEVq8eLGWLFmi8uXL5/rFzDejdevW2rp1a64BOCAgQMWLF1dISIguX74sPz+/LNMBixYtqkWLFmnmzJkKDQ3V+fPn5eHhoVq1almf0Ojj46MFCxZo7dq1SkpKUoUKFfTGG2/opZdeyrO+Dz/8UJMmTdJHH32k+++/Xx9++KEee+yxW27H7brvvvs0c+ZMTZ06Vf3799eDDz6o8ePH69NPP73lfeV1Plq0aKG33npLS5Ys0TfffKM6depo3rx5atu2bZb99OvXT6VLl9aiRYu0bNkylS5dWr6+vtZpsN27d1d0dLRGjRqlCxcuZLmW/u2RRx7R//3f/2nGjBkaMGCASpQooYCAAA0bNiwfZyp37du314wZM3T//fdnGxm7dn/ZokWLtHjxYnl6emrkyJHq1atXrvtzdnbW7NmzNX78eA0cOFBVqlTRuHHjTKvbYrFo9uzZmjt3rhYuXKgzZ86odOnSevTRR9WjRw9TjgHAPBbDMAxbFwEAZhs5cqT++OMPhYWF2boU3KRBgwbp3Llz+uqrr7Kt8/PzU9u2bTVixAgbVHZrbtQOAMDdjxEsAIBNHT58WFFRUfr++++zTbmzJ3dLOwAAt4eABQCwqddee03x8fHq3r17tu8fsid3SzsAALeHKYIAAAAAYBIe0w4AAAAAJmGKYB4iIyNtXQIAAACAO1BO39FHwLoJZn25IQpXdHS0vL29bV0G8on+s2/0n32j/+wb/Wff6D/7kdtADFMEAQAAAMAkBCwAAAAAMAkBCwAAAABMwmPa8xAZGalKu6JtXQYAAABwzyr72ou2LiGbyMjIHJ/VwAgWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEkIWAAAAABgEgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYxKmwDhQfH69evXpJkv773//KwcFBHh4ekqRvvvlGzs7OhVUKAAAAABSIQgtY7u7uCg8PlySFhoaqWLFiCg4Otq5PT0+Xk1OhlaOMjAw5OjoW2vEAAAAA3P0KL9HkYOTIkXJ2dlZ0dLTq1aunTp06aezYsbpy5YoqVaqkSZMmqXTp0urRo4eGDx8uHx8fxcXFqUuXLtqyZYuOHDmit99+W2lpacrMzFRoaKgqV66s8PBwLV68WGlpaapdu7bGjh0rR0dH1a1bV88995x27NihMWPGaOvWrdqyZYscHR3VrFkzjRgxwpanAwAAAICds2nAkqSzZ89q2bJlcnR0VGBgoEaPHq2GDRtq5syZmj17tkJCQnJ977Jly9SzZ0917NhRqampyszMVExMjNavX6+lS5eqSJEiGjdunFavXq1OnTrp8uXLqlWrlkaOHKn4+HiFhIRow4YNslgsunjxYiG2GgAAAMDdyOYBq127dnJ0dNSlS5d06dIlNWzYUJLUuXNnDRo06IbvrVOnjubOnavY2Fi1adNGlStX1s6dOxUVFaUuXbpIkpKTk1WmTBlJkqOjo9q2bStJKlmypIoWLapRo0bpySefVMuWLQuukQAAAADuCTYPWK6urnlu4+joKMMwJEmpqanW5YGBgapdu7a2bt2qvn37avz48TIMQ507d9bQoUOz7ado0aLW+66cnJy0YsUK7dy5Uxs2bNCSJUu0aNEik1oFAAAA4F50xzymvWTJkipVqpT27NkjSQoPD1eDBg0kSQ888ICioqIkSRs2bLC+58SJE/Ly8lLPnj3VqlUrHT58WI0bN9bGjRt1/vx5SVJCQoJOnTqV7XhJSUm6dOmSWrRooVGjRunw4cMF3UQAAAAAdzmbj2D925QpU6wPufDy8tLkyZMlSX369NHgwYO1fPlytWjRwrr9+vXrFR4eLicnJ913333q16+f3NzcNHjwYPXp00eZmZkqUqSIxowZowceeCDLsZKSktS/f3+lpKRIuvrADQAAAAC4HRbj2tw75CgyMlKVdkXbugwAAADgnlX2tRdtXUI2kZGRql+/frbld8wUQQAAAACwdwQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADCJk60LsAdlX3vR1iUgH6Kjo+Xt7W3rMpBP9J99o//sG/1n3+g/+0b/2T9GsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkTrYuwB4c+jjI1iUgHyySDm2xdRXIL/rPvtF/9o3+s28303+Pvh5eKLUA9yJGsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCROti7gZnh7e6tatWpKT0+Xo6OjOnXqpF69esnBgXwIAAAA4M5hFwHLxcVF4eHhkqTz589r6NChSkxM1MCBA7Nsl56eLicnu2gSAAAAgLuQ3aWRMmXKaOLEierSpYveeOMNrVy5Ups2bdLly5eVmZmp+fPna+LEiTpy5IjS09M1YMAAtW7dWkeOHNHbb7+ttLQ0ZWZmKjQ0VOXKldPgwYMVGxurzMxM9e/fX+3bt7d1EwEAAADYKbsLWJLk5eWljIwMnT9/XpJ08OBBfffdd3Jzc9OMGTP0+OOPa/Lkybp48aK6du2qJk2aaNmyZerZs6c6duyo1NRUZWZmatu2bSpXrpzmz58vSbp06ZItmwUAAADAztllwLpe06ZN5ebmJkn6+eeftWXLFn3++eeSpJSUFJ05c0Z16tTR3LlzFRsbqzZt2qhy5cqqVq2apkyZomnTpunJJ5+Ur6+vDVsBAAAAwN7ZZcA6ceKEHB0dVaZMGUmSq6trlvWzZs3SQw89lGVZ1apVVbt2bW3dulV9+/bV+PHj1bhxY4WFhWnbtm366KOP9Pjjj2vAgAGF1g4AAAAAdxe7ewxfXFycxo4dqxdeeEEWiyXb+mbNmmnJkiUyDEPS1emD0tVQ5uXlpZ49e6pVq1Y6fPiwzp49K1dXVwUFBSk4ONi6LQAAAADkh12MYCUnJysoKMj6mPagoCD17t07x2379++vSZMmqWPHjsrMzFTFihU1b948rV+/XuHh4XJyctJ9992nfv366cCBA5o6daocHBzk5OSkcePGFW7DAAAAANxVLMa1oR7kKDIyUsV/mWDrMgAAAEzz6Ovhti4BuYiOjpa3t7ety8BNiIyMVP369bMtt7spggAAAABwpyJgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEkIWAAAAABgEgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJnGxdgD149PVwW5eAfIiOjpa3t7ety0A+0X/2jf6zb/SffaP/ANtiBAsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABM4mTrAuzBii/a2boE5NPvv9i6AtwO+s++0X/2zR76r0vvDbYuAQCyYQQLAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMImTLQ46Z84crVmzRg4ODnJwcNCECRNUu3ZtU48RERGhIkWKqF69eqbuFwAAAAByU+gBa9++fdq6datWrlwpZ2dnxcXFKS0tzfTj7Nq1S8WKFbulgJWeni4nJ5tkTgAAAAB3gUKfInju3Dm5u7vL2dlZkuTh4aGzZ89qwIABkqTNmzerVq1aSk1NVUpKilq1aiVJOn78uIKDg/X000+re/fuiomJkSRt2bJFXbt2VadOndSrVy/997//1cmTJ7Vs2TItWLBAQUFB2rNnj+Li4vTGG2/omWee0TPPPKPIyEhJUmhoqIYNG6bnn39ew4cPL+zTAQAAAOAuUujDNU2bNtXHH3+stm3bqnHjxmrfvr3q1aun6OhoSVJkZKQeeeQRHThwQBkZGdapg6NHj9b48eNVuXJl/fbbbxo/frwWLVqk+vXra/ny5bJYLPrmm2/06aefauTIkXr++edVrFgxBQcHS5KGDh2ql156Sb6+vjp9+rSCg4O1fv16SVJMTIy++uorubi4FPbpAAAAAHAXKfSAVbx4cYWFhWnPnj2KiIjQm2++qaFDh6pSpUqKiYnR/v371bt3b+3Zs0cZGRmqX7++kpKStG/fPg0aNMi6n9TUVElSbGys3nzzTZ07d06pqamqWLFijsfdsWOH/vzzT+vrxMREJSUlSZL8/PwIVwAAAABum01uOHJ0dFSjRo3UqFEjVatWTatWrZKvr69++uknOTk5qUmTJho5cqQyMjI0fPhwGYahUqVKKTw8PNu+3n33XfXq1UutWrVSRESEZs+eneMxMzMztXz5chUtWjTbOldXV9PbCAAAAODeU+j3YP311186duyY9XV0dLQqVKggX19fLVy4UHXq1JGHh4cSEhJ09OhRVatWTSVKlFDFihWtU/oMw9ChQ4ckSZcuXZKnp6ckadWqVdb9Fi9e3DpCJUnNmjXT4sWLsxwXAAAAAMxU6AHr8uXLGjlypNq3b6/AwEDFxMRowIABql27tv773/+qQYMGkqTq1aurWrVqslgskqRp06ZpxYoV6tixowICArR582ZJ0oABAzRo0CA9/fTTcnNzsx7nySef1Pfff299yEVISIiioqIUGBio9u3ba+nSpYXddAAAAAB3OYthGIati7iTRUZG6uj+EFuXAQAArtOl9wZbl3BHio6Olre3t63LQD7Rf/YjMjJS9evXz7a80EewAAAAAOBuRcACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJE62LsAedOm9wdYlIB+io6Pl7e1t6zKQT/SffaP/7Bv9BwD5xwgWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmMTJ1gXYg3HL29q6BOTXAVsXgNtC/9m3u7D/xj270dYlAADucIxgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEkIWAAAAABgEgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACa5IwNWfHy8goKCFBQUpKZNm+qJJ56wvk5NTc31fSdPnlSHDh1yXDdz5kzt2LEjx3VhYWE6e/asKbUDAAAAuHc52bqAnLi7uys8PFySFBoaqmLFiik4OPi29jlo0KAcl2dkZGjlypV65JFH5OnpeVvHAAAAAHBvuyNHsG7GkSNH1KVLFwUFBSkwMFDHjh2TdDUwvfPOOwoICFCfPn2UnJwsSRo5cqQ2bNggSfLz89O0adPUuXNnrVmzRlFRUXrrrbcUFBRk3R4AAAAAbpXdBqxly5apZ8+eCg8P17fffqvy5ctLkv7++2+98MILWrt2rUqWLKmNGzfm+H43NzetXLlSQUFBqlmzpqZPn67w8HC5uLgUZjMAAAAA3EXuyCmCN6NOnTqaO3euYmNj1aZNG1WuXFmSVLFiRXl7e0uSatSooVOnTuX4/vbt2xdWqQAAAADuEXYzgvX9999bH3Rx4MABBQYGas6cOXJxcVHfvn21c+dOSZKzs7P1PY6OjsrIyMhxf66uroVSNwAAAIB7h92MYPn7+8vf39/6+sSJE/Ly8lLPnj115swZHT58WF5eXvnad/HixZWUlGRWqQAAAADuUXYTsK63fv16hYeHy8nJSffdd5/69eunxMTEfO2rc+fOGjt2rFxcXPT1119zHxYAAACAfLEYhmHYuog7WWRkpFbHjLJ1GQCAO8C4Z3N+cNLdJjo62no/M+wP/Wff6D/7ERkZqfr162dbbjf3YAEAAADAnY6ABQAAAAAmIWABAAAAgEkIWAAAAABgEgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEmcbF2APRj37EZbl4B8iI6Olre3t63LQD7Rf/aN/gMA3KsYwQIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTONm6AHvQfuW7ti4B+XXI1gXgttwj/beu8zu2LgEAAJiEESwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJPcVMBKTk7WX3/9VdC1AAAAAIBdc8prgy1btmjKlClKS0vTli1bFB0drZkzZ2ru3LmFUd8tiY+PV69evSRJ//3vf+Xg4CAPDw9J0jfffCNnZ2cbVgcAAADgbpdnwJo9e7ZWrFihHj16SJK8vb116tSpAi8sP9zd3RUeHi5JCg0NVbFixRQcHGzjqgAAAADcK/IMWE5OTipZsmRh1FIgdu7cqSlTpigjI0M1a9bU+PHj5ezsLD8/P7Vr107bt29X0aJF9cEHH+jBBx+0dbkAAAAA7Fie92A9/PDDWr16tTIyMnTs2DFNnDhRdevWLYzabltKSopGjhypDz/80NqGr776yrq+ZMmSWr16tV588UVNmjTJhpUCAAAAuBvkGbBGjx6tP//8U87OzhoyZIhKlCihkJCQwqjttmVmZqpixYqqUqWKJKlz587as2ePdX2HDh0kSQEBAfr1119tUSIAAACAu0ieUwRdXV315ptv6pVXXpEklShRosCLAgAAAAB7lOcI1v79+xUYGKiOHTta/4uKiiqM2m6bg4ODTp06pb///luSFB4ergYNGljXr1+/XpK0bt06u5n2CAAAAODOlecIVkhIiMaOHStfX19J0p49e/T2229r9erVBV7c7SpatKgmT56sQYMGWR9y0a1bN+v6CxcuKDAwUM7OzpoxY4YNKwUAAABwN8gzYDk6OlrDlST5+vrKySnPt9ncG2+8Yf151apVOW4THBysYcOGFVJFAAAAAO52eSalBg0aaMyYMQoICJDFYtG6devUsGFD/f7775KkGjVqFHiRAAAAAGAP8gxYhw4dknT1C4f/7eDBg7JYLFq0aFHBVFbAtmzZYusSAAAAANxl8gxYCxYskKOjY2HUAgAAAAB2Lc+nCLZp00ZTpkxRTExMYdQDAAAAAHYrz4AVHh6uKlWqKCQkRM8++6y+/vprJSYmFkZtAAAAAGBX8gxYJUqU0LPPPqtly5bprbfe0uzZs9WsWTONGDHC+v1SAAAAAIAb3IOVnp4uJycnZWRkaOvWrQoLC9OpU6fUp08fBQYGas+ePerbt682btxYmPUCAAAAwB0r14DVtWtXrVy5Um3atFGjRo0UHBysevXqWde3a9dOe/bsKZQiAQAAAMAe5BqwDMOQJH333XcqXrx4jtu88847BVMVAAAAANihXANWXFycvvjii1zf2Lt37wIpCAAAAADsVa4BKzMzU0lJSYVZCwAAAADYtVwDVtmyZTVgwIDCrAUAAAAA7Fquj2m/dg8WAAAAAODm5BqwFixYUIhlAAAAAID9yzVgubm5FWIZAAAAAGD/cr0HC/+zrjOPo7dH0dHR8vb2tnUZyCf6DwAA2KNcR7CumTZt2k0tAwAAAIB7XZ4Ba8eOHdmW/fTTTwVSDAAAAADYs1ynCH711VdaunSpjh8/rsDAQOvypKQk1a1bt1CKAwAAAAB7kmvACgwMVPPmzTVjxgwNHTrUurx48eI8AAMAAAAAcpBrwCpZsqRKliypnj17qnTp0ipRooQkKTExUb/99ptq165daEUCAAAAgD3I8x6scePGqXjx4tbXxYoV07hx4wqyJgAAAACwS3kGLMMwZLFY/vcGBwelp6cXaFEAAAAAYI/yDFheXl5atGiR0tLSlJaWpoULF8rLy6swagMAAAAAu5JnwBo/frz27dun5s2bq0WLFtq/f78mTpxYGLUBAAAAgF3J9SEX15QpU0YffvhhYdRyx+qw4ktbl4D8+n2vrSvA7bCD/lvT5QVblwAAAO4geQast99+O8flkydPNr0YAAAAALBneQasli1bWn9OSUnR5s2bVa5cuYKsCQAAAADsUp4Bq23btlled+jQQd27dy+wggAAAADAXuX5kIvrHTt2TOfPny+IWgAAAADAruU5glW3bl1ZLBbr92GVLVtWb731VmHUBgAAAAB2Jc+AtW/fvsKoAwAAAADsXq4B6/fff7/hG2vUqGF6MQAAAABgz3INWO+//74kKTU1VVFRUapevbok6fDhw6pZs6a+/vrrwqkQAAAAAOxErgFr8eLFkqQBAwYoLCzMGrD++OMPzZ49u3CqAwAAAAA7kudTBI8ePWoNV5JUrVo1xcTEFGhRAAAAAGCP8nzIRfXq1RUSEqKOHTtKklavXp0lcAEAAAAArsozYE2ePFlLly7VokWLJEkNGjRQt27dCrwwAAAAALA3eQasokWLqnv37mrcuLEsFouqVKmiIkWKFEZtAAAAAGBX8gxYERERGjlypB544AEZhqEzZ85oypQpatCgQWHUBwAAAAB2I8+ANWXKFH322Wd66KGHJF196MXQoUMVFhZW4MUBAAAAgD3J8ymCaWlp1nAlSVWqVFFaWlqBFgUAAAAA9ijPEayaNWtme4pgzZo1C6wgb29vVatWTYZhyNHRUaNHj1a9evV08uRJvfrqq1qzZk2BHRsAAAAAbkeeAWv8+PH68ssvrV887Ovrq+7duxdYQS4uLgoPD5ckbd++XTNmzNCSJUsK7HgAAAAAYJYbBqyMjAx17NhRGzZsUO/evQurJqvExESVKlUq2/KUlBSNGzdOUVFRcnR01MiRI/X4448rLCxMUVFRGjNmjCSpX79+6tOnj3x9fRUSEqKoqChZLBY988wz6tWrl44fP67x48crPj5eLi4umjhxoqpWrVrYzQQAAABwl7hhwHJ0dFSVKlV0+vRpVahQoVAKSk5OVlBQkFJSUnTu3DktXLgw2zZffvmlpKvTFWNiYhQcHKyNGzfmus/o6GidPXvWOr3w4sWLkqTRo0dr/Pjxqly5sn777TeNHz/e+n1fAAAAAHCr8pwiePHiRQUEBKhWrVpydXW1Lp87d26BFPTvKYL79u3TiBEjst13FRkZqRdffFGSVLVqVVWoUEFHjx7NdZ9eXl46ceKEJk6cqBYtWqhZs2ZKSkrSvn37NGjQIOt2qampBdAiAAAAAPeKPAPWvwNIYatbt67i4+MVFxd3U9s7OjoqMzPT+jolJUWSVLp0aYWHh+vnn3/WsmXLtH79eoWEhKhUqVLWMAcAAAAAtyvXx7SnpKRowYIF2rBhg/766y/Vq1dPDRs2tP5XGGJiYpSRkSE3N7csy319fbV69WpJV7+X68yZM3rooYf0wAMP6NChQ8rMzNSZM2e0f/9+SVJcXJwMw1Dbtm01ePBgHTx4UCVKlFDFihW1fv16SZJhGDp06FChtAsAAADA3SnXEawRI0bIyclJvr6++umnn/Tnn3/qnXfeKfCCrt2DJV0NPVOmTJGjo2OWbbp3765x48YpMDBQjo6Omjx5spydnVW/fn098MADat++vapWraoaNWpIkv755x+9/fbb1tGtIUOGSJKmTZumcePGac6cOUpPT1f79u316KOPFngbAQAAANydcg1YMTEx1lGiLl26qGvXroVSUHR0dI7LK1asaL0Xq2jRopo8eXK2bSwWiz744IMc379y5cpsy7y8vPTZZ5/dRrUAAAAA8D+5ThF0cnLK8WcAAAAAQM5yTU6HDh1SvXr1JF2dqpeSkqJ69erJMAxZLBbt3bu30IoEAAAAAHuQa8DKbaoeAAAAACBnuU4RBAAAAADcGgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEmcbF2APVjT5QVbl4B8iI6Olre3t63LQD7RfwAAwB4xggUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmcbJ1Afag87c/27oE5NdB+s6uFXL/rXymWaEeDwAA3H0YwQIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMUqgBq0ePHtq+fXuWZQsWLNDYsWNvaT+bN2/Wn3/+ecvrAAAAAKAgFWrA6tChg9atW5dl2bp169ShQ4db2g8BCwAAAMCdyKkwD9a2bVt99NFHSk1NlbOzs06ePKl//vlHvr6++vnnnxUaGqrU1FR5eXlp8uTJKl68uKZPn64tW7bI0dFRzZo1k7+/v7Zs2aJdu3Zpzpw5Cg0NVaVKlSRJe/fuzbYuKSlJY8eO1ZUrV1SpUiVNmjRJpUuXVo8ePVS9enXt3r1bGRkZmjRpkmrVqlWYpwMAAADAXaZQA5abm5tq1aqln376Sa1bt9a6dev01FNPKT4+XnPmzNEXX3yhYsWKaf78+friiy/0wgsv6Pvvv9eGDRtksVh08eJFlSpVSn5+fmrZsqXatWuXZf/16tXLti4wMFCjR49Ww4YNNXPmTM2ePVshISGSpOTkZIWHh2v37t0aNWqU1qxZU5inAwAAAMBdptAfchEQEGCdJrh27VoFBATot99+059//qlu3bopKChIq1at0unTp1WyZEkVLVpUo0aN0qZNm+Ti4nJLx7p06ZIuXbqkhg0bSpI6d+6sPXv2ZKlFkho0aKDExERdvHjRpFYCAAAAuBcV6giWJLVq1UqTJ0/W77//ruTkZNWsWVNbtmxR06ZNNWPGjGzbr1ixQjt37tSGDRu0ZMkSLVq0yLRaLBbLDV8DAAAAwK0o9BGs4sWLq1GjRho1apR1BKlOnTrau3ev/v77b0nS5cuXdfToUSUlJenSpUtq0aKFRo0apcOHD1v3kZSUlOv+r60rWbKkSpUqZR21Cg8PV4MGDazbXhtJ27Nnj0qWLKmSJUsWTKMBAAAA3BMKfQRLuvo0wddff906YuXh4aHJkydryJAhSk1NlSQNHjxYxYsXV//+/ZWSkiJJGjlypCSpffv2Gj16tBYvXqxZs2ZZH3KR07opU6ZYH3Jx7eEZ1xQtWlSdOnVSenq6Jk2aVFjNBwAAAHCXshiGYdi6CFvo0aOHhg8fLh8fnxtuFxkZqXePXSmkqgDY0spnmtm6hLtGdHS0vL29bV0G8on+s2/0n32j/+xHZGSk6tevn215oU8RBAAAAIC7lU2mCN4JFi9ebOsSAAAAANxlGMECAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJM42boAe7DymWa2LgH5EB0dLW9vb1uXgXyi/wAAgD1iBAsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABM4mTrAuzBxyvP2roE5IuHthyi7+xX/vvv9c6eJtcCAABwcxjBAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAEziZOsCzObt7a1q1arJMAw5Ojpq9OjRqlevnq3LAgAAAHAPuOsClouLi8LDwyVJ27dv14wZM7RkyZIs26Snp8vJ6a5rOgAAAAAbu6tTRmJiokqVKiVJioiI0MyZM1WqVCkdPXpUGzduVP/+/RUbG6uUlBT17NlTzz33nI0rBgAAAGDP7rqAlZycrKCgIKWkpOjcuXNauHChdd3Bgwe1evVqeXl5SZImTZokNzc3JScnq0uXLmrTpo3c3d1tVToAAAAAO3fXBax/TxHct2+fRowYoTVr1kiSfHx8rOFKkhYvXqzvv/9eknTmzBn9/fffBCwAAAAA+XbXBax/q1u3ruLj4xUXFydJKlasmHVdRESEduzYoa+//lqurq7q0aOHUlJSbFUqAAAAgLvAXf2Y9piYGGVkZMjNzS3bukuXLql06dJydXVVTEyMfv3110KvDwAAAMDd5a4bwbp2D5YkGYahKVOmyNHRMdt2zZs317Jly/TUU0+pSpUqqlOnTiFXCgAAAOBuc9cFrOjo6ByXN2rUSI0aNbK+dnZ21qefflpYZQEAAAC4B9zVUwQBAAAAoDARsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJE62LsAevN7Z09YlIB+io6Pl7e1t6zKQT/QfAACwR4xgAQAAAIBJCFgAAAAAYBICFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEkIWAAAAABgEidbF2AP9n36j61LQL6U0b7/0HeFoe7L5WxdAgAAwB2BESwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJHdswJozZ44CAgIUGBiooKAg/fbbb/Lz81NcXFy+9xkdHa1t27aZWCUAAAAA/I+TrQvIyb59+7R161atXLlSzs7OiouLU1pa2m3tMz09XdHR0YqKilKLFi1MqhQAAAAA/ueODFjnzp2Tu7u7nJ2dJUkeHh7WdUuWLNGPP/6o9PR0ffTRR6pataoSEhI0atQonThxQq6urpowYYIeffRRhYaG6vjx4zpx4oQqVKigvXv3Kjk5WZGRkerXr5/uu+8+vffee5Iki8WiJUuWqESJEjZpMwAAAAD7d0cGrKZNm+rjjz9W27Zt1bhxY7Vv314NGzaUJLm7u2vlypX68ssv9fnnn+u9995TaGioHnvsMX3yySfauXOnRowYofDwcElSTEyMvvrqK7m4uCgsLExRUVEaM2aMJOnVV1/VmDFjVL9+fSUlJalo0aI2azMAAAAA+3dH3oNVvHhxhYWFacKECfLw8NCbb76psLAwSVKbNm0kSTVr1tSpU6ckSZGRkQoKCpIkNW7cWAkJCUpMTJQk+fn5ycXFJcfj1KtXT++//74WLVqkS5cuycnpjsybAAAAAOzEHZsoHB0d1ahRIzVq1EjVqlXTqlWrJElFihSRJDk4OCgjIyPP/bi6uua6rm/fvmrRooW2bdumbt266dNPP1XVqlVNqR8AAADAveeOHMH666+/dOzYMevr6OhoVahQIdftfX199d1330mSIiIi5O7unuO9VMWLF1dSUpL19fHjx1W9enX17dtXPj4+Onr0qHmNAAAAAHDPuSNHsC5fvqx3331XFy9elKOjox588EFNmDBBW7duzXH7AQMGaNSoUQoMDJSrq6vef//9HLdr1KiR5s+fr6CgIPXr10+RkZGKiIiQxWLRI488oubNmxdgqwAAAADc7SyGYRi2LuJOFhkZKYd9XrYuA7ij1X25nOn7jI6Olre3t+n7ReGg/+wb/Wff6D/7Rv/Zj8jISNWvXz/b8jtyiiAAAAAA2CMCFgAAAACYhIAFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEkIWAAAAABgEgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYxMnWBdiDui+Xs3UJyIfo6Gh5e3vbugwAAADcQxjBAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJM42boAe3D2o0hbl4B88JB0diN9V9A8B9e3dQkAAAB3DEawAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADAJAQsAAAAATELAAgAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAUWsLy9vRUUFKSOHTuqc+fO2rt3ryTp7NmzGjhwoCQpLCxMEyZMyPbepUuXatWqVTfc/4EDB/Tuu+9mWx4dHa1t27bdfgMAAAAA4BY5FdSOXVxcFB4eLknavn27ZsyYoSVLlsjT01OzZs264Xu7deuW5/59fHzk4+OTbXl0dLSioqLUokWL/BUOAAAAAPlUKFMEExMTVapUKUnSyZMn1aFDh2zbbN26Vc8995zi4uIUGhqqzz77TJLUo0cPTZs2TV26dFHbtm21Z88eSVJERIT69euXZR+pqamaNWuW1q1bp6CgIK1bt04JCQnq37+/AgMD9eyzz+rQoUOSpNDQUA0bNkzPPfec2rRpo+XLlxfkKQAAAABwDyiwEazk5GQFBQUpJSVF586d08KFC3Pd9vvvv9cXX3yh+fPnq3Tp0tnWZ2RkaMWKFdq2bZtmz56tBQsW5LgfZ2dnDRw4UFFRURozZowkaeLEiXrsscf0ySefaOfOnRoxYoR1ZO3w4cNavny5Ll++rM6dO6tFixby9PS8/cYDAAAAuCcVyhTBffv2acSIEVqzZk227X755RdFRUXp888/V4kSJXLcl7+/vySpRo0aOnXq1C3VERkZqdDQUElS48aNlZCQoMTERElSq1at5OLiIhcXFzVq1EgHDhwgYAEAAADIt0KZIli3bl3Fx8crLi4u27pKlSopKSlJR48ezfX9zs7OkiQHBwdlZGSYVpfFYjFtXwAAAABQKAErJiZGGRkZcnNzy7auQoUKmjVrlkaMGKEjR47c9rGKFy+upKQk62tfX1999913kq7et+Xu7m4dKfvhhx+UkpKi+Ph47dq1K8eHZgAAAADAzSrwe7AkyTAMTZkyRY6OjjluW7VqVU2fPl2DBg3S3Llzb+u4jRo10vz58xUUFKR+/fppwIABGjVqlAIDA+Xq6qr333/fum316tXVs2dPxcfHq3///kwPBAAAAHBbLIZhGLYuwhZCQ0NVrFgxBQcH33C7yMhIVdxeSEUBdshzcP0C2W90dLS8vb0LZN8oePSffaP/7Bv9Z9/oP/sRGRmp+vWzfw4qlCmCAAAAAHAvKLApgne6N954w9YlAAAAALjLMIIFAAAAACYhYAEAAACASQhYAAAAAGASAhYAAAAAmISABQAAAAAmIWABAAAAgEkIWAAAAABgEgIWAAAAAJiEgAUAAAAAJiFgAQAAAIBJCFgAAAAAYBICFgAAAACYxMnWBdgDz8H1bV0C8iE6Olre3t62LgMAAAD3EEawAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJNYDMMwbF3EnSwyMtLWJQAAAAC4A9Wvn/1heAQsAAAAADAJUwQBAAAAwCQELAAAAAAwCQELAAAAAExCwMrFTz/9pLZt28rf31/z58+3dTn4/86cOaMePXqoffv2CggI0MKFCyVJCQkJ6t27t9q0aaPevXvrwoULkiTDMPTuu+/K399fgYGB+v333637Wrlypdq0aaM2bdpo5cqVNmnPvSgjI0OdOnVSv379JEknTpxQ165d5e/vr8GDBys1NVWSlJqaqsGDB8vf319du3bVyZMnrfuYN2+e/P391bZtW23fvt0m7bgXXbx4UQMHDlS7du301FNPad++fVx7dmTBggUKCAhQhw4dNGTIEKWkpHD93cHefvttNW7cWB06dLAuM/N6i4qKUmBgoPz9/fXuu++KW/LNlVP/TZkyRe3atVNgYKBef/11Xbx40bout+sqt8+juV27uEMYyCY9Pd1o1aqVcfz4cSMlJcUIDAw0jhw5YuuyYBjG2bNnjaioKMMwDOPSpUtGmzZtjCNHjhhTpkwx5s2bZxiGYcybN8+YOnWqYRiGsXXrViM4ONjIzMw09u3bZ3Tp0sUwDMOIj483/Pz8jPj4eCMhIcHw8/MzEhISbNOoe8znn39uDBkyxOjbt69hGIYxcOBAY82aNYZhGMbo0aONL7/80jAMw1iyZIkxevRowzAMY82aNcagQYMMwzCMI0eOGIGBgUZKSopx/Phxo1WrVkZ6enrhN+QeNHz4cGP58uWGYRhGSkqKceHCBa49OxEbG2s8+eSTxpUrVwzDuHrdffvtt1x/d7Bdu3YZUVFRRkBAgHWZmdfbM888Y+zbt8/IzMw0goODja1btxZyC+9uOfXf9u3bjbS0NMMwDGPq1KnW/svturrR59Hcrl3cGRjBysH+/fv14IMPysvLS87OzgoICNAPP/xg67IgqVy5cqpRo4YkqUSJEnrooYd09uxZ/fDDD+rUqZMkqVOnTtq8ebMkWZdbLBbVqVNHFy9e1D///KOff/5ZTZs2lZubm0qXLq2mTZvyl9hCEBsbq61bt6pLly6Srv7V9ZdfflHbtm0lSZ07d7Zea1u2bFHnzp0lSW3bttXOnTtlGIZ++OEHBQQEyNnZWV5eXnrwwQe1f/9+2zToHnLp0iXt3r3b2nfOzs4qVaoU154dycjIUHJystLT05WcnKyyZcty/d3BGjRooNKlS2dZZtb19s8//ygxMVF16tSRxWJRp06d+Jxjspz6r1mzZnJycpIk1alTR7GxsZKU63WV2+fRG/3biTsDASsHZ8+eVfny5a2vPT09dfbsWRtWhJycPHlS0dHRql27ts6fP69y5cpJksqWLavz589Lyt6X5cuX19mzZ+ljG5k0aZKGDRsmB4er/+uJj49XqVKlrP/gXOsf6Wrf3X///ZIkJycnlSxZUvHx8fSdjZw8eVIeHh56++231alTJ4WEhOjy5ctce3bC09NTffr00ZNPPqlmzZqpRIkSqlGjBtefnTHresttexSeb7/9Vs2bN5eU++fO3Jbf6N9O3BkIWLBLSUlJGjhwoEaNGqUSJUpkWWexWGSxWGxUGXLz448/ysPDQzVr1rR1KciH9PR0HTx4UN26ddOqVavk6uqa7f5Urr0714ULF/TDDz/ohx9+0Pbt23XlyhVGDu0c15v9mjNnjhwdHdWxY0dbl4ICQsDKgaenp3XYVrr6lwVPT08bVoR/S0tL08CBAxUYGKg2bdpIksqUKaN//vlHkvTPP//Iw8NDUva+jI2NlaenJ31sA3v37tWWLVvk5+enIUOG6JdfftF7772nixcvKj09XdL/+ke62ndnzpyRdPXD/aVLl+Tu7k7f2Uj58uVVvnx51a5dW5LUrl07HTx4kGvPTuzYsUMVK1aUh4eHihQpojZt2mjv3r1cf3bGrOstt+1R8MLCwrR161ZNnz7dGpBvtp+uLXd3d8/12sWdgYCVAx8fHx07dkwnTpxQamqq1q5dKz8/P1uXBV29ZyckJEQPPfSQevfubV3u5+enVatWSZJWrVqlVq1aZVluGIZ+/fVXlSxZUuXKlVOzZs30888/68KFC7pw4YJ+/vlnNWvWzBZNumcMHTpUP/30k7Zs2aIZM2bo8ccf1wcffKBGjRpp48aNkq4+7eratebn52d94tXGjRv1+OOPy2KxyM/PT2vXrlVqaqpOnDihY8eOqVatWjZr172ibNmyKl++vP766y9J0s6dO1W1alWuPTtRoUIF/fbbb7py5YoMw9DOnTv18MMPc/3ZGbOut3LlyqlEiRL69ddfZRhGln2h4Pz000/69NNPNWfOHLm6ulqX53Zd5fZ51GKx5Hrt4s5gMQyey5mTbdu2adKkScrIyNAzzzyj1157zdYlQdKePXv0wgsvqFq1atb7eIYMGaJatWpp8ODBOnPmjCpUqKCPPvpIbm5uMgxDEyZM0Pbt2+Xq6qpJkybJx8dHkrRixQrNmzdPkvTqq6/qmWeesVm77jURERH6/PPPNW/ePJ04cUJvvvmmLly4IG9vb02fPl3Ozs5KSUnRsGHDFB0drdKlS+vDDz+Ul5eXpKvTK7799ls5Ojpq1KhRatGihY1bdG+Ijo5WSEiI0tLS5OXlpcmTJyszM5Nrz07MmjVL69atk5OTk7y9vfXee+/p7NmzXH93qCFDhmjXrl2Kj49XmTJl9MYbb6h169amXW8HDhzQ22+/reTkZDVv3lyjR49myqGJcuq/+fPnKzU1VW5ubpKk2rVra8KECZJyv65y+zya27+duDMQsAAAAADAJEwRBAAAAACTELAAAAAAwCQELAAAAAAwCQELAAAAAExCwAIAAAAAkxCwAAC3pXr16nr//fetrz/77DOFhoaasu+RI0dqw4YNpuzrRtavX6+nnnpKPXr0sC47fPiwgoKCFBQUpIYNG8rPz09BQUHq1atXgdeTl5MnT2r16tXW1wcOHNC7775rw4oAANc42boAAIB9c3Z21qZNm9S3b195eHjYuhyr9PR0OTnd3D9zK1as0MSJE+Xr62tdVr16dYWHh0u6GvRatmypdu3a5fsYZjp16pTWrFmjwMBASZKPj4/1e48AALZFwAIA3BYnJyc999xzWrhwod58880s664PJnXr1tW+ffsUERGh0NBQlSxZUn/88YeeeuopVatWTYsWLVJKSoo+/vhjVapUSZK0Y8cOzZ8/X0lJSRo5cqSefPJJZWRkaPr06dq1a5dSU1P1wgsv6Pnnn1dERIRmzpypUqVK6ejRo9q4cWOWetasWaN58+bJMAy1aNFCw4YN0+zZs7V3716FhITIz89PI0aMuGF7e/TooUcffVSRkZHq0KGDKleurDlz5igtLU1ubm6aPn267rvvPoWGhur06dM6efKkTp8+rZdeekk9e/bU5cuXNXjwYMXGxiozM1P9+/dX+/btNXv2bP34449KSUlR3bp1NWHCBFksFv39998aO3as4uLi5OjoqJkzZ+qDDz5QTEyMgoKC1LlzZ3l7e1u/vDshIUGjRo3SiRMn5OrqqgkTJujRRx+95XoAAPlDwAIA3LYXXnhBHTt21Msvv3zT7zl06JDWrVsnNzc3tWrVSl27dtWKFSu0cOFCLV68WCEhIZKujtasWLFCx48fV8+ePdWkSROtWrVKJUuW1LfffqvU1FQ9//zzatq0qSTp4MGDWr16tby8vLIc7+zZs5o+fbrCwsJUqlQp9enTR5s3b9aAAQMUERGh4cOH3/QoUFpamsLCwiRJFy5c0PLly2WxWPTNN9/o008/1ciRIyVJR48e1aJFi5SYmKinnnpK3bp10/bt21WuXDnNnz9fknTp0iVJ0osvvqgBAwZIkoYNG6Yff/xRfn5+euutt9S3b1/5+/srJSVFmZmZGjp0qDVQSVJERIS1ttDQUD322GP65JNPtHPnTo0YMcI6Encr9QAA8od7sAAAt61EiRIKCgrSokWLbvo9Pj4+KleunJydnVWpUiVrQKpWrZpOnTpl3e6pp56Sg4ODKleuLC8vL/3111/6z3/+o/DwcAUFBalr165KSEjQ33//bd3v9eFKunqfUsOGDeXh4SEnJycFBgZq9+7d+Wrvv0d4YmNjFRwcrMDAQH366ac6cuSIdV2LFi3k7OwsDw8PeXh46Pz586pWrZp27NihadOmac+ePSpZsqSkqyGpa9euCgwM1C+//KI///xTiYmJOnv2rPz9/SVJRYsWlaur6w1ri4yMVFBQkCSpcePGSkhIUGJi4i3XAwDIHwIWAMAUL730kr799ltduXLFuszR0VGZmZmSpMzMTKWlpVnXOTs7W392cHCwvnZwcFBGRoZ1ncViyXIci8UiwzD0zjvvKDw8XOHh4dqyZYuaNWsmSSpWrJj5jbvOv0POu+++qxdeeEGrV6/WhAkTlJqaal337zY6OjoqPT1dVapUUVhYmKpVq6aPPvpIs2fPVkpKisaPH69Zs2Zp9erVevbZZ5WSkmJ63TdbDwAg/whYAABTuLm5qV27dlqxYoV12QMPPKDff/9dkrRly5YsAetmbdiwQZmZmTp+/LhOnDihKlWqqFmzZlq6dKl1f0ePHtXly5dvuJ9atWpp9+7diouLU0ZGhtauXasGDRrccj3Xu3Tpkjw9PSVJq1atynP7s2fPytXVVUFBQQoODtbBgwetYcrd3V1JSUnWe8dKlCih8uXLa/PmzZKk1NRUXblyRcWLF1dSUlKO+/f19dV3330n6eqomLu7u0qUKHFL9QAA8o97sAAApunTp4++/PJL6+tnn31W/fv3V8eOHfXEE0/ka3Tp/vvvV5cuXZSUlKTx48eraNGi6tq1q06dOqWnn35ahmHI3d1dn3zyyQ33U65cOQ0dOlQvvfSS9SEXrVu3vuV6rjdgwAANGjRIpUuXVqNGjXTy5Mkbbv/HH39o6tSpcnBwkJOTk8aNG6dSpUqpa9eu6tChg+67774s94JNnTpVY8aM0cyZM1WkSBHNnDlT1atXl4ODgzp27Kinn35a3t7eWeoZNWqUAgMD5erqmuUR+jdbDwAg/yyGYRi2LgIAAAAA7gZMEQQAAAAAkxCwAAAAAMAkBCwAAAAAMAkBCwAAAABMQsACAAAAAJMQsAAAAADAJAQsAAAAADDJ/wPYTJQDNHcphwAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":28},{"cell_type":"code","source":"# Sales channel distribution\nplt.figure(figsize=(8, 6))\nchannel_counts = df['sales_channel_id'].value_counts()\nplt.pie(channel_counts.values, labels=channel_counts.index, autopct='%1.1f%%', \n        colors=sns.color_palette('pastel'))\nplt.title('Sales Channel Distribution', fontsize=15)\nplt.tight_layout()\nplt.show()\n\n# Sales channel by age group\nplt.figure(figsize=(12, 6))\nchannel_age = pd.crosstab(df['age_group'], df['sales_channel_id'], normalize='index')\nchannel_age.plot(kind='bar', stacked=True)\nplt.title('Sales Channel Preference by Age Group', fontsize=15)\nplt.xlabel('Age Group')\nplt.ylabel('Proportion')\nplt.legend(title='Sales Channel')\nplt.tight_layout()\nplt.show()\n\n# Average price by sales channel\nplt.figure(figsize=(8, 6))\nchannel_price = df.groupby('sales_channel_id')['price'].mean()\nsns.barplot(x=channel_price.index, y=channel_price.values)\nplt.title('Average Price by Sales Channel', fontsize=15)\nplt.xlabel('Sales Channel ID')\nplt.ylabel('Average Price')\nplt.tight_layout()\nplt.show()\n\n# Channel preference over time (weekly)\ndf['week'] = df['t_dat'].dt.isocalendar().week\nchannel_time = pd.crosstab(df['week'], df['sales_channel_id'], normalize='index')\nplt.figure(figsize=(14, 6))\nchannel_time.plot(kind='line', marker='o')\nplt.title('Sales Channel Preference Over Time (Weekly)', fontsize=15)\nplt.xlabel('Week')\nplt.ylabel('Proportion')\nplt.legend(title='Sales Channel')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:56:20.336216Z","iopub.execute_input":"2025-06-14T20:56:20.33669Z","iopub.status.idle":"2025-06-14T20:56:21.426888Z","shell.execute_reply.started":"2025-06-14T20:56:20.336636Z","shell.execute_reply":"2025-06-14T20:56:21.425538Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 576x432 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x432 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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uilU3bsYGRlJ69at2bJlCx06dOC3335DqVQydOhQvaw1qTNrU/Yd1r2b5eu67Hutm/qfMWOGyfIq+haLiopwcnIyStetQx09epT4+HgiIiL0HQ3dOpSvry/FxcV6BZWZmYlaraZbt24mr3Xjxo0qyZqfn8/u3bu56667CAwMNHsPOtzd3RkxYgRr165lwoQJrF27lhYtWphcbjDVLlibRqOgyjNp0iQ+/PBD/WLy77//TrNmzfj000/1L5HuIzWHh4cHkiTx9NNPm7QA8/HxAbQfxmuvvcZrr73G2bNnWbx4MbNmzSI0NNSkSXOrVq3w8/Nj9+7dTJo0qaa3SmFhIX/++Sdz587lgQce0Kd///33NS7bHF5eXqhUKv773/9arbzw8PAK85QfZXh5eREWFsa///1vo7ymGhQdlj7Xiq47dOhQk8/OVE/bHJ6enigUigp7qV5eXkRHRxtYkOlwc3Mze16PHj344osvSElJoW3btkbH//jjD9q2bYuvry+gvccRI0bwyy+/MHPmTLZs2cKAAQNwd3cHal5ndU3Tpk0B7fqPzuquLKbqSIeXlxfZ2dlG6UFBQXh5eekVVFkrvcjISNasWYOvry8ODg76d9vLywsHBwdWrlxpso68vb31sz6WyOrm5sann37KjBkzaNmyJbNmzTJ7HzomTZrEgw8+SFJSEhs2bGDs2LEmO5XZ2dkmO4rWpFEoqPT0dKMeW0ZGhoF1X0FBAY6OjgYvxcaNGyss19XVla5du5KYmGixyXqHDh2YPXs2Gzdu5OLFi2b33EydOpV33nmHAwcOGExNgFbhHDlypMIeclmKiorQaDQGjXJOTg5//PGHRedXhz59+rB06VJcXV31i7+1TZ8+fdi7dy+tW7euUo+9Os+1/HXj4+MJCwurUUPs6upKREQE69evZ/LkySbL6tOnD7/88gvBwcEWm9WDthFasmQJn3zyCR999JHBsT179nDgwAEj44aYmBi+/vprduzYwaFDhwzOq2md1TWBgYGoVCquXLnCvffeW+VzU1JSjNIlSSIiIoIjR46QmJjI1KlT9ce6du3KO++8Q7NmzejYsSMuLi6AdqZArVaTnZ1tMP1bE1n79OnDggULeOaZZ3Bzc+PJJ5+sMH9UVBSBgYG88sorXL16lXHjxhnlycjIID8/n4CAgEqvXxMahYIaPXo0Q4YMoV+/fjRv3pwrV67w9ddf4+zszNixYwHtWsC3337L22+/TXR0NEeOHDEywzbFrFmzeOSRR1AoFAwfPhw3NzeuXbvGn3/+yfPPP09gYCAPPPAAw4YNIzg4GEmS+PHHH3F1dTXYqFeehx56iEOHDjFjxgweeugh+vbti6OjI2fPnmXFihUMHjzYYgXl4eFBeHg4//3vf3F3d0ehULBo0SLc3d2t5o2hPP369aN///48+uijPP744wQFBZGTk8PZs2cpLCzkhRdesMl1yzJ27Fh++OEHpkyZwqOPPoqfnx+3bt0iLi6Oli1bVrjHx5Lnao6nn36aSZMmMWPGDCZMmKBf69i3bx/jxo2r0obMF154gWnTpjF9+nTuu+8+XFxcOHbsGGFhYQwePJhHHnmEn3/+malTpzJ58mRUKhU3b97k0KFDdOvWjbvvvttkuSqVinnz5jF79mxyc3OZOHEiHh4eHDp0iMWLFzNo0CAmT55scE5YWBj+/v68/vrrODs7G1nf1aTO6hqFQsGcOXOYPXs2OTk5DBgwAEdHR5KTk/n9999ZuHChXomUJyoqim3btqHRaFAoDJf1IyMj9ZvJy1rOhYaG4ujoyN69e3n44Yf16e3ateP+++9n5syZPPbYY4SHh+vXlZKSknj77berJWt0dDTvv/8+s2bNwt3dnSlTplRYHxMnTuT9998nMjLSZAfzxIkTSJJk871bjUJB/fOf/2T79u289dZb3L59m5YtWxIZGcknn3yiN7MdOHAgs2bN4rvvvmP16tV07dqVr776qlL3I927d2fFihUsXLiQ2bNno9FoaN26NXfeead+dKYz3UxJSUGpVNKxY0f+97//6adPTKFQKPj0009Zs2YNq1ev5ocffqCkpISAgADGjBlj0BuzhI8++oi5c+fy0ksv0bRpUx566CEKCgr47rvvqlSOpUiSxGeffcaXX37Jt99+y7Vr1/Dy8qJDhw6VfhzWokmTJixbtowFCxbwn//8h/T0dLy9venSpYvBfidTWPJczREYGMiqVatYsGABc+fOpaCgAJVKRZ8+faq8875Hjx58/fXXLFiwgBdffBFHR0c6duyoX/vx9vZm1apVfPrpp8yfP5+srCx8fHyIiooiNDS0wrJHjx5N69at+eqrr3j55ZcpKCggICCA5557jsmTJ5uc1hk5ciRffvklMTExRo1gTerMHhg1ahRubm589dVXrFmzBoVCgZ+fH4MGDdKvY5kiOjqaefPmceTIEbp3725wLCoqClmWCQ4ONlgX003rHTx40KiR/9e//kVAQACrV69m4cKFuLu7ExQUxMSJE2ska0xMDHl5ecydOxc3N7cKXUQNHTqU999/nwkTJpg8vnv3bnr06FGlKevqIMmyCPkuEAgENeHJJ5/E19eXf/3rX3UtilVYsWIFH374Ibt379avM+pQq9UMHjyYF154gTFjxthUjkZhZi4QCAS25Mknn2TDhg3cvn27rkWpESkpKezZs4evvvqKcePGGSkn0JqgOzs7m7VCtiZCQQkEAkEN6dKlCy+++GKVtobYI5999hn/+Mc/aN++Pc8995zJPLIs8/bbb+PgYPsVIjHFJxAIBAK7RIygBAKBQGCX1AsrvsOHD9e1CAKBQCCwIaa8Z9hUQe3atYu3334bjUaj3xdSlitXrvDKK6+QkZFB06ZN+eCDD8yaXptz/VGW7OxsIzc9jRVRF6WIujBE1Ecpoi5Kqcu6MDcIsdkUn1qtZt68eSxevJjNmzezadMm4uPjDfK89957jB07lo0bN/LUU08Z7WgXCAQCQePFZgoqLi4Of39//Pz8cHJyIiYmxsgxaUJCgt6NT+/evU06LhUIBAJB48RmCiotLc1guk6lUuld2+vQeUUGbfCz3NzcCgMKCgQCgaDxUKdGErNnz+bNN99k3bp1dO/eHZVKZTYUgylvweXJy8uztoj1FlEXpYi6METURymiLkqxx7qwmYJSqVQGQe7S0tL0sWXK5tGF2M7NzeW3334zitmiw9LFO7HgWYqoi1JEXRgi6qMUURel2Ftd2ExBhYeHk5SURHJyMiqVis2bNxsZQeis93Tetc05JhTUPzRn9iPvWQfZ6eDRHKn/OBQdLfO+LhAIBGDDNSgHBwfmzp3L9OnTGTVqFCNHjiQ4OJgFCxbojSEOHjzIiBEjGD58ODdv3qw0TomgfqA5sx952zKtcgLITkfetgzNmf11K5hAIKhX2HQNauDAgUbRNcv6dxoxYgQjRoywpQgCG2JulCTvWQcl5UJBlxRp08UoSiAQWEi98CQhsD/0oySdIspOR976NeqDW0pHTuUxly4QCAQmEL74BNXC5ChJ1kBmGjg2MX2Sh+Vh1wUCgUAoKEH1MDca0qiRhk4BByfDdAcnpP7jbC+XQCBoMAgFJageHt5m0puj6NgHadjDpSMmhRKGPiys+AQCQZUQCkpQPXz8jdPKjJIUHfugfPx9pKEPg0aNoqlPLQsoEAjqO0JBCaqMnJkGSSegVfvSUZJHc6RhxqMkqUNPcGyCfGJnHUgqEAjqM8KKT1AlZFlGs2MlKB1QjH4Kyb1phfklJxekDr2Rz+xHHnQ/UhPX2hFUIBDUe8QISlA1Eo5C0gmkvmMrVU46pPAB2n1QZ2NtK5tAIGhQCAUlsBi5uBDNnz9Ai7ZIXaMtP1HlDz53IMftRJZl2wkoEAgaFEJBCSxGPrgFstJRRD+IpDDtdd4UkiQhhQ+EG8mQlmQ7AQUCQYNCrEEJKsTAnRFA6/ZIbUOrXI7UoRfyzlXIcTuRfAOtLKVAIGiIiBGUwCxGTl8Brl+ultNXqYkLUmhP5HMHkYvyrSilQCBoqAgFJTCLaaevxdr0aiB1GQjFhchnD1pBOoFA0NARCkpgHms7ffUNhBZtxZ4ogUBgEWINSmAej+amlVE1nb5KkoTUZSDyHytQfzkT8m6LYIYCgcAsYgQlME/PkcZpNXT6Kuus//Jua/8vghkKBAIziBGUwCzSzavIAG5ekGul0U7sZuO0v4MZakCEiRcIBHqEghKYRE6/ihz3J1LEYBRDJluv4ArWteRfl4JGXfp72zI0IJSUQNBIsekU365duxg+fDjDhg1j0aJFRsevXr3KlClTGDt2LKNHj2bnTrF4bi9odv0ITk2Q+oyxbsEVrV/plJMOXZh4gUDQKLGZglKr1cybN4/FixezefNmNm3aRHx8vEGeL774gpEjR7J+/Xo++eQT3njjDVuJI6gCctJJSDyB1OtuJFcPq5Yt9R9nMpihWUSYeIGg0WIzBRUXF4e/vz9+fn44OTkRExPD9u3bDfJIkkROTg4A2dnZ+PiImEF1jaxRo9m5CrxaInUdYvXyjYIZ/h2mw+zIylxgRIFA0OCx2RpUWloavr6++t8qlYq4uDiDPE8//TSPPfYY3333Hfn5+SxdutRsednZ2ZVeMy8vr/oCNzCqWxcOZ/bilH6VwqHTUOcXAAXWFQygbRjcH2aQpOxegNPuVUglxQbpardm5GVlgSRV+3LivTBE1Ecpoi5Ksce6qFMjic2bNzNu3DgeffRRjh49yuzZs9m0aRMKhfHAzsPDsqkmS/M1BqpSF5oz+5F3r4GcTFA60MRBibI26zJyMBpnZwMrPnz8UCYcw+3cXhQ9TJi8VwHxXhgi6qMUURel2Ftd2ExBqVQqUlNT9b/T0tJQqVQGeX766ScWL14MQGRkJIWFhWRmZtK8efU2ggqqh97nns6tkboEfl+GRqpdCzpFxz5Q5nqyrEHesgh590/ITX2QgrvVmiwCgaDusdkaVHh4OElJSSQnJ1NUVMTmzZuJjjaMIdSqVSv279du0ExISKCwsBBvb7HmUNuY9rlX9xZ0kqRAuutRaNUOzaavUH85E/XHj6H+32yxsVcgaATYbATl4ODA3LlzmT59Omq1mgkTJhAcHMyCBQsICwtjyJAhzJkzh9dee41vvvkGSZJ49913kWqw1iCoOrIsW9/nnhWRHJ20o6prF429TyD2SAkEDRmbrkENHDiQgQMHGqQ999xz+r+DgoL44YcfbCmCoAJkdQnyjpXmM1TT557VObTVOE03whMKSiBosAhPEo0Ig+CD7s2giSukX4HACEg+YzjNV0Ofe1alIu8TVy6guX0T9goXSQJBQ0MoqEaCkSFETqb2X9idKO96xFB52Vsjb86rOhKaVe8CEmi9BorpP4GgAdFoFZRdN8g2wKQhBMCl04CxBZ09IfUfZ6hcQet9IvpB2PkjFJbbvyGm/wSNlIbWrjXKcBtGocwbQ8gHOzaEqAxz3ieUYXcaKycd9eC+BAJr0hDbtUY5gqrQrLoe9zYqxMMbsjNMpNuJIUQlmB3hWTmookBQX2mI7VqjHEHV59FEtWkdZJxmT4YQ1cSc89n6fl8CQZVpgO1a41RQ5nrXjk2QiwtrV5ZaQE67BBcOgyqg1Pnq39Nk9Xl+GkxM/0kSDJlc7+9LIKgy5hwr1+PZhEY5xWdy0V1SQHEhmuVvQIdecGpvg1holIsL0WxZBC4eKMY/j+TiXtciWR3d9J+ccAzNhv+gaID3KBBUil9HOL3XMK2ezyY0yhGUomMfGDCpNMGjOdKIR1FMfBHyc+DAzw1moVHe+SNkpqIY+ViDVE4GBISBizvy6fr5rASC6iIXF8Klk9BUBa5e2kRnt3o/S9IoR1AACrem2r0y97+MVHZ9xtEJCnMNM9fThUY54Zg2bHu34Uh3dKprcWyOpHRACu2FfGInckEekrNrXYskENSK6bd8dDvk3kZx35PQOgjN4tnQ0q9eKydoxApKvnoBlA7g4294ICfT9An1ZKFR9zG4ZKejkSTw8EbqV3+H+FVF6tQX+dh25POHkLoMrPwEgcCGGG2Qt8FGcrkgF/nQLxDYBalNMABScDfk4zuQi/KRnFyscp26oFFO8QHIVxNAFYDk4Gh4oB5Hdi27D0ICkGXIy0a+8Fddi1Z7qPzBuxVyPZ2SFTQsqhspQHNmP+r/zbbIe7/811YozEPRf7w+TQqKAnUJcuLJGslf1zRKBSWXFMP1S4ZTe39j0mwZoKlK6/nbjjH5MaiL6zxsRm0iSRJSp75w5QLyret1LQ5QtcZG0MCohul3VTbcyjm3kI/8jhTaC6mlX+mB1kHg6gnxh2sifZ3TKBUUaUmgLjGpoEx5LSCwCySfQT7wc+3KWVUa4D6I6iB17A1IdjGKaoi7+wVVwOyMjHnT76qMuuTYTaBRI/UdY5AuKRRI7SORL8ZpO+T1lEa5BiVfjdf+0bq9yePGkV1l5N+WIu//GfXtdEg+a58m6MKrAgCShzfc0QH59AHk3vfUqSwNcXd/Y6Vaxg5RQ2HnKsM0hbJi028LO5ryrRvIJ3Yhhd2J1ExllF0KjkI+sRMun4Z2ERXLaac0yhGUfDUemqqQXD0tyi9JEtKwqdDST7vPwE57w1L/cdr9XGWp5/sgqovUqS/cvg7XEupWEDGqbRBUdyQsFRVo/3Bvqv2/0gEkRcVWtebWux2ckLNu6qeMNV/PAY0auXkr0/n9OkATF+QL9Xear9EpKFmW4Wo8UhsTrn8qQFIooSDX+IAdhEbXIYX2BMcm4OCoDT7RQLxFVAcpKEr7QZ/eV7eCVGOKR2B/VMfYQZZl5DMHoG0oyhkfoZy5BMWUNwAZecf3Zs7RaNeOyqNQgLoEzZI5yL9+bdjB2b3GpKKUlA5I7SK02000aktu0+5ofFN8t9K0m3FbmZ7eqxBTzlbBfnrDl89AUT6Ku58kp1UoHh4edS1RnSE5OWunOM4dgm53150c/cdpGxSNxvBAh151I5AVsffQDlaVrzoj4dREuJWG1HOkPkny9kXqdTfyvvXICceQ2nc1OEXes067Rh7aC67GG8gutQ1Fs/Q1KCnnjq2CKWMpqJtWSaachzs6Wniz9oNNFdSuXbt4++230Wg0TJo0iRkzZhgcf+edd4iNjQWgoKCA9PR0/vrLtibRuvUn3X6BKmFujcfZTdtbOnvA5AdRWx+yfHq/NkpuuwjIL7B6+fUN2b0ZFObhsvRF1HXUgEodeiP/uQqKCkBdrI1kDHD0d+R2Xar3HtoBtbG/x+h6Vfi2rCmfLMvQxAUK840PVmTscHo/KB2RgrsZpEs9RiKfO4Rm+3co2oYiNdHuU9Kc3I18aAtSl4FIQ6YgSZJxoeWVkw5zijKgs3Ym4cJhJKGgSlGr1cybN4+lS5eiUqmYOHEi0dHRBAWVTq298sor+r+XL1/O6dOnbSVOKVfitY24t2+VTzXtw0+Cglw037wGWenaRgj0H4T6Sjyc3mf2Q7GW8pKL8pHjjyB16vv33q7GraA0Z/bD0e2ANt5unUXavX4Z8rORhj2CIvxOAOS8LDSr3kOz7lPoNgJO7rbbUYg5atP4w5yyMf1tfYs68zoc216hfGU3tFfUeZFlGXn3T1rlJClALjMSrsDYQVaXIJ87iNS+K1ITQ48mktIBxbCpaH54B82iF6C4EFw9IC8H/DsjDX7QtHKCKhtCSY5NICAMOf4IcvSDSOXXqO0cmymouLg4/P398fPT2ubHxMSwfft2AwVVls2bN/PMM8/YShw98tV4aN2+Wg9K0bEPGjBQKPQbi1RSjPz7cvRhx3WUFMGJndoNs+XS5T3rtGVZq5d34TCUFCF1sv/GrTawF+s5+cJf2kXxoK76NMnVE8XEWWi++zfsX1+auZ6Eq5dv3ahV4w9zz5K4P40zlxRrfWmaIzsd9e/fwek9UFJssvNi0Gl0bALFhUgRg5BbtYe967XpCiU4uSCF9DB9naSTUJBj9nuUb1/XO6gGIC8bkCCkG5LSfLNsLrp0RYZQUnA35PgjcO2i6bA7dozNFFRaWhq+vqWjFJVKRVxcnMm8V65cISUlhd69e5stLzs7u9Jr5uWZia6qoyAX14xrFLWLpMSC8kzSNgzuDzNKdmEZJvs8Zjb3ytnpyL99g6QuMTxQUoR69xpy2xpfoyKanNiD5NmCPHcfyM6uvC4aOC46bxrlkLPTLXqXrIIs43z2IHLrIPJKAIPrOuAsKY2tlKr5/KtCVd4NZfxfOB7ajJSTiezWFE2LtihTzgKYrF+NezPyrFm/ssb8szQjgwzIrp4o8rKMj0kSUtwO45NKilDvWkNBQQFOu1ch6fYOFRciSwoKm7VB7RcO94cDoEg+jfPWReQf3o66Y1+j4pxO7Ebp7EZOc/9yz12L8+41KORy65LIaPZvJC8gysRd/U3bMJR33lv6TNybUdwjBnXbMJPXAaBlIC4KJYWnD1DsYWyOrsMe2wy7MJLYvHkzw4cPR6lUms1j6YJ/RfnkGxfRAM6BnZGsbECgNjf0liSTSkpycDLuFf6NIiezSgYOcnYGmqvxSH1G4+FZagHUmI0kzD0PyaN5rdWLfCMZTdZNpJ4jcTJxTXXebZPnVfX5VwdLytec2Y+8+0f9eyrl3kKRe0trYNShJ+xeY9STV945wWqyy8WFaH5ZbPa4VH7KTZfu0RyFuZHG0CmwdYnJ8hS5mTTZuRLKWbxJsoYmh7eijIoula1jTzTHf6fJ8d9RREUbuEyTC/PQXDqJFD4AD6+mJq+lNuPz06JnHzlY++9vHCvICoCHB+o7OuF46SRNhjxkfvoQ+2szbDYhqVKpSE1N1f9OS0tDpTKtvbds2UJMTIytRNEjX03QDqt9A61etrnIroQPNB3xtay3ivJU0QRZPnMAkJFM9OQaKyafhyRBLTrOlc8fBklCah9pOoOdm6CbnFoDyLmFMnKo8Tsc0r1GU5MGLqEWvYDmm9ch4Sh07G3m2xpgNpqyKY8w0rCHUXbqa75+nZyNlJOecp0dSZJQ9BkD2RnIp/YYHJPPH9Z6qqmoLmr72bs3hds30HwyvV6527LZCCo8PJykpCSSk5NRqVRs3ryZjz76yChfQkICWVlZREaa+YitiHw1Hnzu0C4cWhlT61N6i6I2QabTwbiXp3Ss0sZaWZa1e33aBCM1bWn1+6qvlH0ecna6dqG6MK9WgxnKF/6CNiFIbl4mj1dnPaFWqWSdSR8oUpbR/PgeXD6DXFJs7IDZAowMIXJuaf/fbTjKgfeiCTBjrWfm2yorX3nM1vuQyaVllceU4vDvDK2DkGM3I3fur79v+cx+bVymCjrCtfnsNWf2w9kDpQn1ZK0TbKigHBwcmDt3LtOnT0etVjNhwgSCg4NZsGABYWFhDBkyBNCOnkaNGlXhsNMayOoSSE1ECh9gs2uY+yAqSjdQagDNVFV7aa5fgoxrSEMfrqbUDRddvWdnZ+Pu6oLm29fR7PoRhX8n7cZrM1jDslJOv6p9Ll2jzeYx+fwHTLJZo2Gp5ZoeCy3GJElC0fseNGs+Qj61BylisPE5lWB2tHb+Lxh4b5W/rYow6rxU1mk0ozgkSULRdwyanz7SuhyKHIKclQ4p55D6jq2wTauoQ2tttHVbzh9fPXG3ZdM1qIEDBzJwoGFMnueee87gd21Y7gFwI1n70tmZFUvZD0xz+FfknT8iXzyOZKHvLPn0PlA6IIV0t6WY9R5J6YDizkloNv4X+eRupC6DTOaz1v4Z+fxfgKT1aFEB+lFIZiqapa8h6UYOVqbsfVlsdt9lIOxda5hmrpd/R0ftaOLgFoPRhMXUskuosp2XsusuVVYcfh2hTYj2vsPuRP57pCJ1MG/wVV4Gm1OP3W3ZhZFEbaDfoGvGQaw9IHUdgnxiN5odK1Hc0anSj1xWlyCfPQjtIpCc3WpJynpMUCS0CUbetwE5tJd+g2RZrGWeLl84DG2CkHQ+2CpBauYLQZHaIHM9R1o9yFy17istSes7zsVDG8izgsZaO4oajWbtJ8in95rtAJiULTsDFA6gKTE+WAfrcVVRHPpR1OoPtHuaCvNA6YB8Ld5+ptzNjYQVSuTks8g5mVUbWdcijUZBcTVeG13WjgMPSkoHFIMf1E6VHP4VqZdpFz0GU1BgN4vq9o4kSSgG3ofm+7eQD/2CVCbAG4Cs0ViltylnpMLNFKRBD1RJPkWPkWjijyCf3IMUNaxK51Yoj1z1+5KvX4L4I0i9R6PoO9ayC/l3hlbtStdkTOznKT99SmgPOLkHkLXKsOy2C3taj6sAOSdTa4BT+LeZtrrErtZ4TK53KZTg6Ixm9Qd6S+M63dBuhvq1rbiayLKMfCUeqbX9u5WR/DtBcDftR55l3HgYeVUGiPuz3ljl1DWSbyBSh17Ih3/T9tz/Rs7PQbNugfkTq9Cx0XmPloIrnt4zkq1VO+100eHftGum1aB8cET1njVoVrxp/gQznRvNvg3QxBUp6i6Lr61bi9Jatu01KVt5j+D8tRUcHFFMnYd01yNGVnf20EhWhrxnndnN+PaASYvG4dNQzPhQ61XHjmVvHCOorHTIvQVV9GBeVygG3osm8QTyrh+R7n7S4Ji9eEioz0j9xyOfO4hm6avaunTz0poXF+ZD535w7pBxHXt4I8saizyQyBf+glbtqzVaV/QYgWb9QuRzh6rsFcTU+hkHt0ATN+gyWBsqxsBi1MHkCEW+dhEuHkfqNw7J2dXoeIUEhIFnC+Tt36H+fZnBtKBZQwhJQmrmq53mrI/vcD1Y4zE7bVloZnOuncjeOEZQ9WD9qSySZwuknqOQz/+F+sv/K+0Nn9hVLz4Ge0e+ckE7raFrLHNvaz3c94xBOfxR44jKwd3gajzy9hVax6EVlX3rOly/jBTSrcJ8ZgkMh+atkf/aWum1jK5tTgE4NUE5dLL+vmTQhm9QKJHahhpl1+zfAM7uSJFDqiy+fPaAtjOo20Cr85u3a3UF766ZKAH1BTvfz1Yhdi57gx9Bac7s/9tPHmg2fIbUf3z9mDbw+Nvrdd7f7kuy02Hbt+ZPsJMXqj4g71lnHP4C4NRe6DvGdETl3T9plUZ2BtxM0TaqJhaUS6f3qqegJEmB1H048q9L4dIp7YjEUipRAAZm90XZaL5/C82mL1Dc+5J+vUi+Gg9JJ5HunFgtQw15zzrDdSTQKs2/tpo/qZ6/u3a/n60C7F32Bj2C0k956BwyZmfYVQTcCtlnxuGlo7PZ3fMCC6niKFSSJKQ7J2pNihPjSnv8ZaKq6tZ+5N0/aa2jrlyotnhSh97g1hTNoV8sPkfWaIzfCx0mFIDUvDWK4dPg2kXkMiHJNfvWg6tnhfu3KqSikfxd0xrku2vOa0V96AiXlV07slbalewNegRVr9drzH3oxQVII6fbdaA4u6eKIQtAq6S4lWZ8oKQI+bdvtQvNOjNpjbpGllCS0gHahsC5g6g/fqzSZyxr1Mhbl2jfdYXS0F1PBQpACumBFJWAfGQb6rMHoSBHe6BD7+p7W6mgbpVh/dEolQ3y3a21PU02QCd7/r6NOB1Yb1fGZA1aQdXr9ZoKPvT6/DHYA9We1jC3VqIuNk6rQUdIc2a/1ged/rrmTX9ljRr5lyXI52K1ZvMe3lVSAHJLv79jmuWUJsYfQXNmf/WUayV1K95d+0V9R2c4sB45Ma76I2gr07AVVDV6yvaCvc8N12eq7WbG3Ptkjmp2hMy6ptm9xiDYHtnp2imzkiKk/hNQ9BylzVsVBbBvg3kz42ooktp04SOwLrJXS2iqQr4YB0JB2Z763MiLD922VKcnb+59wsHJcASio7odIXOKLScT9aJZkHe71MhDN62nM6qx1rVqMMsgRkn1FykwHDluJ3JxoU2caleVBq2g6nsjLz50+8Lc+wSWOxi1CHMjtSYukJ9tbIGoUVd/XbUezzIIrI/Urgvy0d8h+SxY6A/UljRoBQWikRdYF3PvkzU7QmZH/tEPIZsL4FfNEU99nmUQ2IA2IeDYBPlinMUOq21Jg1dQAkFtYM2OUEUjf3VV4hXV8FqCxofk4Ah3dEJOjEOWZZuHQaoMoaAEAjukysH2ajDiEbMMgrJI7bogJxyFm1egZds6laVBb9QVCBoa9XlTqKB+IAWGAyAnxtWxJGIEJRDUO8SIR2BLJPdm4HOHVkHpti7UETYdQe3atYvhw4czbNgwFi1aZDKPLuR7TEwML7zwgi3FEQgEAoEFSIFdtA6SC3LrVA6bjaDUajXz5s1j6dKlqFQqJk6cSHR0NEFBpSEvkpKSWLRoEStXrsTLy4v09Hrg4UEgEAgaOFJgF+TYTchJJ5E69KozOWw2goqLi8Pf3x8/Pz+cnJyIiYlh+/btBnl+/PFHHnroIby8vABo3lzsvRAIBII6xzcQXNy1zpHrEJuNoNLS0vD19dX/VqlUxMUZ3mxSUhIA999/PxqNhqeffpoBAwaYLC87O7vSa+blmQm+1QgRdVGKqAtDRH2UIuqilPJ14dSmA8qLJ8i9fVsbP6wOqFMjCbVazaVLl1i+fDmpqalMnjyZjRs34unpaZTXw8PDojItzdcYEHVRiqgLQ0R9lCLqopSydaEJ7YYc/xfuuTeQWtdNNHKbqUWVSkVqaqr+d1paGiqVyihPdHQ0jo6O+Pn5ERAQoB9VCQQCgaDukPzDQFLUqbm5zRRUeHg4SUlJJCcnU1RUxObNm4mONvSQO3ToUA4ePAhARkYGSUlJ+Pn52UokgUAgEFiI5OwKXj7Ih7ai/vgx1P+bXevBXi2e4jty5AhXrlxBrS4NhjZ27FjzBTs4MHfuXKZPn45arWbChAkEBwezYMECwsLCGDJkCHfeeSd79+5l1KhRKJVKZs+eTbNm1fTKLBAIBAKroTmzH7JulAbArCAuma2QZLl8MBhjXnzxRZKTk+nQoQNKpVJ7oiTx2muv2VxAgMOHD9OtW7dK82VnZ4v55L8RdVGKqAtDRH2UIuqilPJ1of7fbPPRkR9/36rXNtfGWzSCOnnyJFu2bKlzx4ECgUAgqCXsICK5RWtQwcHB3Lhxw9ayCAQCgcBeMOchvxZjhVk0gsrMzCQmJoYuXbrg6OioT//yyy9tJlh1WLJkCdu2bUOhUKBQKJg3bx4REeZjmsyZM4dBgwYxYsSIGl03Li6O9957j5s3b+Li4kLnzp157bXXWLx4Ma6urjz22GM1Kr+6REZGcvTo0Tq5tkAgqN+Y9JyvUNZqrDCLFNQzzzxjazlqzNGjR9mzZw/r1q3DycmJjIwMiouLbX7dmzdv8txzz/Hxxx8TGRkJwNatW8nNrVsfVgKBQFATjGKFOTiCugTJx7/WZLBIQfXs2ZObN29y4sQJALp06WJ3bolu3LhB06ZNcXJyAsDb21t/7LPPPmPHjh0UFhYSGRnJvHnzjNbTTp48ybvvvkteXh7NmjVj/vz5+Pj4sGzZMn744QeUSiVBQUF88sknBuetWLGCsWPH6pUTYDAii4+PZ8qUKVy9epWpU6fy8MMPA/DUU0+RmppKYWEhDz/8MPfddx+gHfU8/PDD7NixA2dnZz7//HNatGjBnDlzcHd35+TJk9y4cYMXX3xRf53Fixfzyy+/UFRUxLBhw3j22WetWLMCgaCxUtZzvpx7G82yf6H55X8oHngVSWl7Pw8WrUFt2bKFSZMmsXXrVn755Rf93/ZEv379SEtLY/jw4fz73//W768CmDx5MmvWrGHTpk0UFBSwY8cOg3OLi4t56623WLhwIWvXrmXChAl6RbRo0SLWr1/Pxo0beeONN4yue+HCBTp37mxWrsTERJYsWcLq1av573//qx/VvfPOO6xdu5Y1a9awfPlyMjMzAa27kYiICH7++We6d+/Ojz/+qC/r+vXrfP/993z11Vd89NFHAOzZs4dLly7x008/sWHDBk6dOsWhQ4eqWYsCgUBgGsnNC8WwqXD9MvL+n2vlmhapwC+//JKffvpJP2rKyMjgkUceqfHajTVxc3Nj+fLlnDt3jtjYWJ5//nleeOEFxo8fT2xsLIsXL6agoIBbt24RHBxssGk4MTGR8+fPM23aNAA0Gg0tW7YEIDQ0lFmzZjFkyBCGDh1aZbkGDhyIk5MT3t7eeHt7k56ejq+vL8uXL2fbtm0AXLt2jUuXLtGsWTMcHR0ZPHgwAGFhYezdu1df1tChQ1EoFAQFBXHz5k0A9u7dy969e/V70vLy8khKSqJDhw5Vr0SBQCCoACkoEqlzf+RDW5ADw5HaBNv0ehYpKFmWDab0mjZtigXbp2odpVJJr1696NWrFyEhIaxfv56YmBjeeOMN1qxZQ6tWrfjPf/5DYWGhwXmyLBMcHMyqVauMyly0aBGHDh1ix44dfPnll2zcuBEHh9JqCwoK4tSpU2aVl27KUSdfSUkJsbGx7Nu3j1WrVuHi4sKUKVP0Mjk6OuqnHxUKhcHG6LJllZV9xowZ3H///QbpljjXFQgEgqoiDb4f+eIxND++D7JGG9W5/zibbN61aIqvf//+PPbYY6xdu5a1a9cyY8YMs17H64qLFy9y+fJl/e8zZ87QunVrfcPfrFkzcnNz+fXXX43ODQwMJCMjQ2/xVlxczIULF9BoNFy7do3evXsza9YssrOzjTz+Tp48mfXr13P8+HF92m+//aYf4ZgiOzsbLy8vXFxcSEhI4NixY9W+7/79+7NmzRq9UUZaWpqIqyUQCGyGnHAMigq0yglKPUzYwA2SRSOol156iV9//ZUjR44AcN999zFs2DCrC1MT8vLyeOONN8jNzUWpVOLv78+8efPw9PRk0qRJ3H333bRo0YLw8HCjc52cnFi4cCFvvfUW2dnZqNVqpk6dSkBAAC+++CI5OTnIsszDDz9s5Gm9RYsWfPzxx7z33nukp6ejUCjo0aMHd955p1lZBwwYwA8//MDIkSMJDAyka9eu1b7v/v37k5CQoB9Bubq68sEHH5gcbQkEAkFNkfesA3WJYWJJkTbdyqMoi1wd1TXC1VHVEXVRiqgLQ0R9lCLqohRL60L9sfl9ncqZS6p17Wq5OnrggQdYuXIlkZGRBmbZsiwjSZJ+RCUQCASCRoJHc7M++qxNhQpq5cqVAMIbgUAgEAgAMx4mHJxs4mHCIiOJF1980aI0gUAgEDRsFB37IA17uHTE5NEcadjDNrHis8hIIj4+3uB3SUkJp06dsrowAoFAILB/ynqYsCUVKqivvvqKL7/8ksLCQqKiogDt+pOTkxP33nuvzYUTCAQCQeOlQgX1xBNP8Pjjj/Pqq68yf/782pJJIBAIBILKp/gUCgUnT56sDVnqBbHXE1mfdJyMwjy8m7gyNiCCXj6BNSrz5Zdf5s8//6R58+Zs2rTJSpIKBAJB/cYiI4lOnToRFxdX5cJ37drF8OHDGTZsGIsWLTI6vnbtWnr37s2YMWMYM2YMq1evrvI1apPY64l8d+EgGYVabxIZhXl8d+EgsdcTa1Tu+PHjWbx4sTVEFAgEggaDRUYSx48fZ+PGjbRu3RoXFxd9+saNG82eo1armTdvHkuXLkWlUjFx4kSio6MJCgoyyDdq1Cjmzp1bTfGty/60i+xLu2j2+MWsm5To3Hv8TZFGzbLzsexJTTB5Tl9VO/qo2lV43R49epCSklJ1gQUCgaABY5GCWrKk6ruD4+Li8Pf3x8/PD4CYmBi2b99upKDqE+WVU2XpAoFAIKg+FimoNm3acPbsWf766y8AunfvXmk4h7S0NHx9ffW/VSqVyWnC3377jUOHDhEYGMjLL79Mq1atTJZniXfu8o5cq0qYa0vCAluaPf7Wqd+5VZxvlN7U0YUZgb3MnmeJ7Lm5uajVaqt5Ia9pXTQkRF0YIuqjFFEXpdhjXVikoL799ltWr16tdxD74osvcu+99zJlypQaXXzw4MHcfffdODk58cMPP/DSSy+xbNkyk3kt9ZdlS79a49t15bsLBynSlAmBoVAyvl3XGl/Xzc0NpVJpVfmFj7FSRF0YIuqjFFEXpdhbXVikoH766Sd+/PFHXF1dAXj88ce57777KlRQKpWK1NRU/e+0tDRUKpVBnmbNmun/njRpEh988EGVhK9tdNZ61rbiEwgEAoExFgeVVyqVJv82R3h4OElJSSQnJ6NSqdi8ebM+TLmO69ev4+PjA8Aff/xB+/btLRWnzujlE2h1hTRz5kwOHjxIZmYmAwYM4JlnnmHSpElWvYZAIBDUNyxSUOPHj2fSpEkMGzYMWZbZvn07EyZMqLhgBwfmzp3L9OnTUavVTJgwgeDgYBYsWEBYWBhDhgxh+fLl/PHHHyiVSry8vBrtZuCPP/64rkUQCAQCu8PieFCnTp3i8OHDSJJEt27d6NSpk61l0yPiQVUdUReliLowRNRHKaIuSqnLujDXxlu0UVeHTpfVgxiHAoFAIKjnWKSgPvvsM+bMmUNWVhaZmZm8/PLLfP7557aWTSAQCASNGIvWoDZu3MjPP/9MkyZNAJgxYwZjxozhqaeesqlwAoFAILA/bOGT1BQWKSgfHx8KCwv1CqqoqMjIZFwgEAgEDR+dT1LdflCdT1LA6krKIgXl4eFBTEwM/fr1Q5Ik9u7dS5cuXXjrrbcAeO2116wqlEAgEAjsk/VJxw2cFYDWJ+n6pON1o6CGDRum9yIB0LNnT6sKUZ/QnNmPvGcdZKdrQx33H1fjUMfXrl1j9uzZpKenI0kS9957L1OnTrWSxAKBQGA9dNEcLE2vCRYpqHHjxlFUVERSUhIAgYGBODo6Wl0Ye0dzZj/ytmVQUqRNyE5H3rYMDdRISSmVSubMmUPnzp3JyclhwoQJ9OvXr1471hUIBA0T7yauJpWRdxNXq1/LIgUVGxvLnDlzaNOmDbIsc+3aNd577z169OhhdYHqEs3pfcgn95jPcC0B1CWGaSVFyL99g/rEbpOnSGH9UXTqW+F1fXx89B413N3dadeuHWlpaUJBCQQCu2OQbwhrLx0zSHNSKBkbEGH1a1mkoN577z2WLFlCu3bauEaJiYm88MILrF271uoC2TXllVNl6dUgJSWFM2fOEBFh/YctEAgENaFEo+av9Es0kZS4ODpxqyi/7q34iouL9coJtFN8xcXFVhemrlF06gsVjHbU/5utXXsqj0dzlPfOrvH1c3NzefbZZ3nllVdwd3evcXkCgUBgTTZdPsnlnEz+0fFOIlv42fx6FimosLAwXn31Ve655x5Auy8qLCzMpoLZI1L/cYZrUAAOTkj9x9W47OLiYp599llGjx7NXXfdVePyBAKBwJokZN1ga/Jp+qra1YpyAgsV1BtvvMGKFStYvnw5oA1Y+OCDD9pUMHtE0bEPGrC6FZ8sy7z66qu0a9eOadOmWUdYgUAgsBIF6mK+Prcf7yau3Nuucr+o1qJSBaVWq7nnnnvYunWraDz521qvhgqpPIcPH2bDhg2EhIQwZswYQBuCY+DAgVa9jkAgEFSFsh4jAEb5dcbFofYsuCtVUEqlksDAQK5evUrr1q1rQ6ZGR/fu3Tl37lxdiyEQCAR6ynuMAPj9yll8XT1rLUirRVN8WVlZxMTE0KVLF1xcXPTpX375pc0EEwgEAkHdUZseI8xhkYJ67rnnbC2HQCAQCOyI2vQYYY4KFVRhYSErV67k8uXLhISEMHHiRBwcLI4SLxAIBIJ6Sm16jDBHhfGgXnrpJU6ePElISAi7du3i3XffrVLhu3btYvjw4QwbNoxFixaZzffrr78SGhrKiRMnqlS+QCAQCGyDKc8QtvIYYY4Kh0MJCQls3LgRgIkTJzJp0iSLC1ar1cybN4+lS5eiUqmYOHEi0dHRRu57cnJyWLZsmfCcIBAIBHZEO48WALg6OJFXUmRTjxHmqFBBlZ3Oq+rUXlxcHP7+/vj5aTd0xcTEsH37diMFtWDBAh5//HGWLFlSpfIFAoFAYDtOZFwF4JWuw2np4lEnMlSodc6ePUtUVBSg3UxaWFhIVFQUsiwjSRJHjhwxe25aWhq+vr763yqViri4OIM8p06dIjU1lUGDBlWqoLKzsyu9mby82lu8s3dEXZQi6sIQUR+liLoopXxdHL1xmZZN3HAusaz9tQUVKqgzZ87Y7MIajYZ3332X+fPnW5Tfw8MyDW5pvsaAqItSRF0YIuqjFFEXpejqokBdzMWcdAa1DqnT+qnQSKImqFQqUlNT9b/T0tIMwsTn5uZy/vx5Hn74YaKjozl27BhPPvmkMJQQCASCOubsrTRKZA3h3nXrnMFmNuPh4eEkJSWRnJyMSqVi8+bNfPTRR/rjHh4exMbG6n9PmTKF2bNnEx4ebiuRBAKBQGABJzKu4Kx0IMizZZ3KYTMF5eDgwNy5c5k+fTpqtZoJEyYQHBzMggULCAsLY8iQIba6tEAgEAiqiSzLnMy4SqemrXBQKOtUFpvuuh04cKCRw1NzXil0ntIFAoFAUHek5N7iVlE+YXU8vQc2VlACgcD6lPUwXRd7UwQNG515uVBQAoGgSpT3MJ1RmMd3Fw4CCCUlsAonM6/g7+6Nl5NL5ZltjFBQAoEdYm6UtC7R+h6mxYhMoCOnuJCLWemMuqNzXYsCCAUlEFgFazbypkZJ354/wKZLJ8gssq6HaTEiE5TlVOZVZOQ6Ny/X0eAVlOgdCqyJqfcJsGojbyoOj1qWSS/Mw1npSIG62OicZtX0MG0PMX8E9sOJjKt4ODrj7968rkUBGriCqu+9Q6Fc7QtT79Py87EoFAqrNvLmRkNqWcPUoF5GUU4BXBQOFKlLcFJW7ZO2Rcwf8d7WT9SyhlOZ14jwboNCkupaHKCBK6j63Dus78rV3qlOI2rqfSqWNaDWmMxf3Ua+ojg8OhnLyt65WSv2pCbw2amdPN15YJWUVFMnF24V5Zu8VnUQ72395XJuJnklRYR7t6lrUfQ0aAVlDxEhq0tFylV3XPRQq0d1G9GqvjfVbeTHBkTwzbkDaJD1aWXj8PTyCTSSM8jTh2/O7+fto1sp1JSQacG7UaJR42RiI6YCqdoxfyrrFIrRlf1yJus6CkmiUzPfyjPXEg1aQdlDRMjqUpFyXX7+IMWy6KFWl+qMrPNKilBKCtSy8WjJTelIsawxKLMmgd06NvVFRqaJwoFCTYlFDXlvVSAJWTfYlRqvT6vs3ViTeJTrBTkMahVMXMYVMgrz9NdsX00XNxW9tz8lHOHP1AsUN8DRVUNQvGey0gjybImLg1Ndi6KnQSuosQERRvP1tR0RsrqYm3oB9MpJR32ZtrQXqjqyLlAX85+Tf6KRNThICkrKKCknhZL7groDpaNagLvadKz289hx9TwAr0SOwNfV0+LzTmZeNUoz924cup7EH1fPE906lPvad+MBegCQWZjHa4d+ZvPlk0wN6V1l2c11CgG2XT1rsXz1ifo+rRl7PZG1ice4VZTPreICYq8n2o3cDVpB6Sp59cUjZBcX4uHYhEntouym8ivClIJyUiiNev466sO0pb1grhF1UTqikWWDBeJijZrPT+0iMTudGR3vpFhTYran3MsnkLySImYdWEuhpqRashWoi/nz2gUimretknKCyhVv2V4+gI+zBxMDIw3yNmviyoBWwfx59Twj/DqhcqmaDGMDIvj2/AHUsuH05APte/DthQNVkru+0JDWuvPVxXalXBu0ggJtJYd7t2Hm/p8Y3DrELiq9Ms5kppKUk0FU87Yk5WQYNIZlG5iy1IdpS3uhV8sAfkk5bZCmQCJfXcwXp3fRxbsNW5JPklGYh6NCSbFGzSMhvYlqoY0OXdE75OrgRMemvhy5mcyEwEikKlpD7U1NIK+kiOFtO1X5vioavcw/upUrebf102sAmUV5/HXzktH9jPDrxO7UeDZfPsmjoX2rJENkcz++lw4hoaFE1hgo8Y2X40zK5+noXKVr2BsNda3bHtrKBq+gQNtotHL1Ij7rZl2LUilqjYZVFw/TwtmdRzv0w9HEInb5aUvHejJtaQ9oZJmTmddwUzri5OCoNyYY4x9BvrqIHxIOE5dxRZ+/WKNGKSmqZHYb1cKPZReucikngwAPy/eTqDUafr9yliDPlrTzbFGl+wLTU9qOCiWdm7biWEaKUf5iMw2Rl5MLg1qF8PuVs4z060wrVy+LZdiTmkCBpoQXwocQ0lRlcMyUfADZxQXsuhaPk0LJhkv1bx2nPqx1m1oja+nsYffKtVEoKID2ni05dOOS0RSOvbHj2nmu5d3mqU4DTCqn8mbGAN1b3FEvPmR7IPZ6Ism5mTwW2peePgFGx7dcPkVWcYFBmlrWVKlH2bV5W76LP8iRm8lVUlB/3bxERmEe97fvbvE5ZTFlgq5r5J/Y/b3Jc8w1RMPbdmTXtQtsunSCxzv2t+j6xRo1v6acJsTLx0g5mZNveNtOHE9PYUX8QRRIesvF+rSOM/qOLkbTl/a01m1qjWzpuQPIyEhQxla0FHtRro1IQbVgd2o81/Ju08ataV2LY5LbRflsvHSCsGat6FLBXgSdmbEsy7x55BdS87NqUcr6S5Fau34U4O5N95b+JvOUV046qtKjdHNsQgcvFUduXmZcQIRF03yyLPNbyhlauXjWaB+KKRN0qHov38PJmeg2oWxNPsWo3FsWfTN7UuO5VZRf4bSgKfkGtApi5v415JfzkGFPU00VUfK30ZKHYxOyiwtRIPFQUE+7kdvUNJ6MjIvSkYntIlmVcNhuDclsFvLd3tCZzSZk3ahjScyzLvEYxRo197brZlGjJkkSvVQBJGankyaUVKVsu3KWW0X5TGoXZXYUba7BrmqPMqrFHdwoyCEl95ZF+c/cSiUl9xbD2na0yQh/bECE0Z6nyhqiYW06oJQUzD/2K0/s/p6XD64n9nqiybzFGjVbk08T5NmSEC+fKsmmkBRGyklHXUw1xV5P5OWD6yu9Z9De95bkU7TzaMEHvcYzLaQPGmRaOLvVosQVY64O89XF9PcNYnJwT/377d3ElcnB9qNcG80IqqWzOx6OziRk3WBAq+C6FkdPecuqLs1ao6qC9VavlgGsSzxObFoS9wR0sZWY9Z7bRfn8mnyayOZ+BFXQgFpra0LX5m1ZEX+Iwzcv4+fezGy+ss9f+vs/W1DR9J85Tv7tOLREozWrr2jabW9qAreK8nkkpE+VDUPAftZxqmoyvjc1gczCPB4O7oUkSXRt0RaneCUHridV+J7prlUbe6cqq1vdqDY7OxsPDw+rX78mNBoFJUkS7T1bkGBDQwlzL1xF6eUbwzO306q0D6FpE1c6NFVx4Hoid/uH2/X6Wl3y86U4SmQN4wO7VpivOg25KTycnAnx8uHIzcuM8e9istEu//xlZFYmHEKpkGzSUFW1IVqfdNzAXBxMT7vpRk/tPVvSwcTakyWYM6DwcfZALWtQStad7DEbzqQKVm3FGjW/JJ8iyLMlHZtqvS84Kx3p2tyPwzcvcV/7bibXkXXXr629U2MDIlh+Plbrlutv7GkaryJsqqB27drF22+/jUajYdKkScyYMcPg+MqVK/n+++9RKBS4urry5ptvEhQUZDN52nu25Fh6CllF+XhaORiXuRcu4fYN9l9PNEqXZViXdMzYt1s15t17qwJZem4/CVk3CK7i9EpDpvzotFNTX3xcKm+Yza3jVJVuLe7g+4RDXDWz7mnvJr6WWnjtS7tIZlEeD4f0qtboCUx3DFq7NuVk5lU+O/knkS3u4Je/Tf8t6fxVhDmjgdUJR8guKbTongF2X9OuuU0LNRw19lYFcPBGEicyruq3JpSnNp99L59Ajt1M5ki61pKzPllI2kxBqdVq5s2bx9KlS1GpVEycOJHo6GgDBTR69GgeeOABALZv3878+fNZsmSJrUSi/d+mu/FZN82+ONXF3Au3KzXeyEqmSKNm6fn9Zsuq6rx7ZHM/vlcc4sD1RKGg/sbU6PRC1o1a3SXftUVbViYc4sjNyyYVlL2b+JqbGpKQiL2eiCzD+kvHySzMw0FSkFVk2sDEUkx1DPamJrDsQiynb6Xq0yrr/OnKKq+8xvhH4Ovqyffxh0waDRRoSnBROppcDys/1VikLmHr3xaLoV6Go8YOTX3xdHQm9nqi2Xamtp/9jYJc2nu2ZHbEMJuUbytsZiQRFxeHv78/fn5+ODk5ERMTw/bt2w3yuLu76//Oz8+vdu/LUu5w98ZBUnDRyoYSsiybfbFMmXDqcDXj86qq8+5NlA5EtvDj8I3LFKmr58GgoWHS83gZZ7u1gZeTC0GePhy5mWzyuLtDE5Pp9mLia8qwwkFS4N3Ela/P7eeb8/vJ/Pu9L5E1rIg/WKFBQXXo59seDxMbeYs0anamxpvsFK64cIj/ndnDsvOx+u8yozCPpef3M//YrxSY+UaKNWoeCOpudM8SMLKtYYTZXanx3C7KZ/Qd4UbtllJS0MPHnxMZV8ktNj0is5YxjiXcyM8hOTeTyOZtrV62rbHZCCotLQ1f31KvuCqViri4OKN8K1asYOnSpRQXF/Ptt9+aLS87O7vSa+blVd77aOvqxfnMNIvKM8XhjBR+uXaWW8X5NHV0YWDLQM7npJvNb26fQVNHF0a26sBPyXEGvvUcJSXDVaFVli/CQ7sOFXslga7NWltUFw2Zinqo1X321aGzhw/rr5wk/sZVVM6l04tnstLILSk0ej+q+/yrgqXvRieXFkxo28XgfR/ZqgORzdrw75O/kmfCLHztxWN0cqn6JuOKyDZj+m+OQk0Jf928bPKYq9IRR4WS2ybKbOroYnTPbkon8tRF/HHlLO2dm+Lp6EyRpoStl08R5N6CVkpXk8+qi5uK7fI59qScp2+LAKPjd/mEsCr5mFHb0LOZX6XPvnwbNLJVB7p5m1c+B64nABDs7F1h2fbYZtS5kcRDDz3EQw89xMaNG/niiy947733TOaz1LqksnwhzXzZfuUczm6uZhcwzRF7PZE1KXH6Xtut4nw2XD2NEomeLfw5lpFiZP3VxyfQYBpClz6+XVd6+QTi4uJsFUueru5uNE0+zvHsa9x5RyhgeZ01RCqyXKrNeunjFMT6Kyc5l59BUEttGO1zt9JYlnSYtm7NGNAq2OTaiq2xtA4GeXRkkH9Ho/TyyknHreJ8q9evuWdZdmOvJflBK/ejQd1NWmqOb9cVDw8Po3s+k5nK56d38sm5XSgVCr2PzAHNgszea6i7O61TvDiedY3hgeFGx5U5jsiAm4MTuSVFNHVyoUhdwoGMywy6o6PZCMmm2qA1KXG4uDibfW/OXLyOn1szAlpUbsBib22GzRSUSqUiNbV03jgtLQ2VynwFxcTE8O9//9tW4uhp79mS31LOcCk7vVIz0PKYmjYCrcXWYx37mV2wbe/VskIHo9ZokBSSgl4+gWxLOUNWUYGNjJXrD1qnpbEG4THqwnKpaRNXfJw92Hz5BD9fisPT0Znc4kJUrp78X/hg3B2dGdDKdoZBtqI2zcLNmf6b6/xV5rOyqpaaHZv5clebjmxKPmmQvu3KWVSunibPkySJXj4BrEs6zo38HFq6lC5n3CrMY03iMUK9VDwfHq2fIkzJzeSD49v476mdzIoYirPS0ajcqlgZgnZ7RULWTe7xr59bUGymoMLDw0lKSiI5ORmVSsXmzZv56KOPDPIkJSUREBAAwJ9//om/v+nd/dakvYd2+iEh62aVFZS5XpmuR2VO2VhLCVVGb58Afk05zaEbSfT0tJ+omHVBL59Atlw+yfWCHDSyXGeWS7HXE0kvzNGba+s8VQxoFYx7PXaSWpuhbCpSKBV1/iqSr6om9/uuXzRKq8zqrqdPAOuTjhP79xYQHT8kHKZEo+ah4B4G61dt3ZrxeIf+fHZqJx8e30ZuSVEZA48uqGVZv+ZXHnNt07GbWsu9yObWNQqrLWymoBwcHJg7dy7Tp09HrVYzYcIEgoODWbBgAWFhYQwZMoTvvvuO/fv34+DggKenp9npPWvi4eSMj4tHtTxKeDm5cNuK4bGtTWu3ptzh3owD14WCSi/IJTU/m3v8uzCgmX+dTV2Y2ksE8FvKaQa3DqkDiayDtfaLVeV6Ven8WVu+6ljdeTdxI8RLReyNJGLuCEOSJI7dTOZoejJjAyJMhjIJ825Nb58A9pcxNskozOOb8weQwWzQTHNt0NH0ZFQunrSqYugWe8Gma1ADBw5k4MCBBmnPPfec/u/XXnvNlpc3S3vPlpxIv4IsyxZbDmYW5lFiwvrH3ja8+bp4cvDGJWYd21iv9jtYG501WS+fACiuyJbStti7KXlNqK2ZgepiTfmqO6XZyyeAZRdiScpOx9fVk5UJf9HWrSl3tTFe19Nx7naaUZqM1upzUrsoVsQbjgwdJIXJNii3uJBzt9K4y6+jzS2kbUWj8cVXliDPFuSUFHI93zJLqdziQhae3IEamTH+XezWb1Xs9USOppeGVdDtC7G26a+9I8syB64nEeLlQwtn98pPsCG1aU4ssB3V8WUI2tArCiQ+OfEH/7f/J24V5RPZvC1Khfmm11znJaekkN6qQAPfeRLQwtmNni0DjPLHZVxBg1xvp/fADqz46oJ2HlrHsfFZNyr1e1ekLuG/p3dyPT+bZ8MGE9pUxag7wmpDzCqzPum4QUA6sC/PBLVFUo7Wee5dbc33UmuL2lyrEdiO6k4ZxmVcQQaDCMu/ppyhpYuH2XMt9Z0HsOPqOX5IOMzpW9fo3Ky1Qf6jN5Np1sQVf3dvi+/T3miUCsrX1RNXBycuZt+kn297o+NlrfF0EVWf6Nif0Gr6GastGvJ0UlU4kJaIo0JJNyt7C6kOtb1WI7Ad1ZkyXJ90HJnK/RmWpSqdmjt9g9iWcpZ1icfp2LSV3hdngbqYU5nXGNAquN5O70EjVVAKnePY28aGEuVd5OgiqpYfmdgj9uIRui4p0ag5dOMSXZu3xcWMp47axt7XagS2ozqdxqp0ahwUSu7x78LS8/s5cvOyPs7ZqYxrlMgaIu2gk1YTGqWCAu00n84ViZtjqcsZU3udqhpRta4w5xF6aOsOdSRR7XMy4yq5JUX0tvNnJWgcVN+4wvJOTU8ff35NOc3Pl+KIbOGHUlJwND0ZD0dngjyt69WjtmmURhKA/sFdzDYMv1Gfp8l6+RguoHo5uaCUJI5lpKAxYZraENl/PRFPR2c6NvOtPLNAYGOqa1xRFRSSgjEBEaTlZ7M/7SLFGjVxGVfo2rwtCiuHKaltGu0I6kZBDgCfndqJdxNXRt/Rhat5t83mry/TZOU3IO5Lu8i35w/wW8pZRvh1qmvxbEpOcSEnMq4yuHWI1eMHCQTVobbWICO82xDo0ZyfLh5lXeJxCtUlHEtPJtirpd3P/FREo1RQsdcT+SHhL/3vjMI8ll3QboQL9fThYk66wZpTfba66uMTyImMK2y4dJyOTX3x96i/Fj2V8deNS6hljZjeE9gVtbEGKUkSHbxUJGaXOq7OLi60WRDE2qJRKihT60wy4OHYhJkRQ2stFHNtIEkSk4N6cjHrJp+d+hOlQkFmA7gvUxy4nkhbt6YVhlgXCBoqsTeSjNLq+zaTRqmgzK0nZf8du6WhWV25OTaht08gW1NO69NsGWK6tom9nsiaxGPcLsrHVelYq0EJBQJ7oT6vn5ujUU7UN8bd/Qcr6F3VZ3TbAnQ+EvPUxY3Se4ZA0BDbtUapoGrDssbeaIi9KzA9XdsQFK9AUFUaYrvWKKf4GuPu/vq+ibf8uuAY/wg8nZwbrOIVCKpKQ2zXGqWCgoa3zlQZ5jbxejg4U6QuwUlpv69Cee8e2vAD+5HBKGS6jvqieAUCa9LQ2jX7bZUEVsVU7yrYsyUHb1ziw7jf6aNqx28pp+2y52XO6tLNwYmJgVGsTDgknLEKBA0QoaAaEaZ6V91a+vPV6d38kGO4L8yeLPzMTdfllhTR17cdSoXUoKY1BAKBFqGgGjkRzdvi7tiE23+HItdhT/snPBydyS4nH5gOPyAQCBoONrXi27VrF8OHD2fYsGEsWrTI6PjSpUsZNWoUo0ePZurUqVy5csWW4gjMUF456bAHQ4Pr+dkUlhQbpYtpPIGg4WMzBaVWq5k3bx6LFy9m8+bNbNq0ifj4eIM8HTt2ZM2aNWzcuJHhw4fzwQcf2EocQQXY6/6J3OJCPjv1J45KByYGRtptJGOBQGAbbDbFFxcXh7+/P35+2ngkMTExbN++naCgIH2e3r176//u2rUrP//8s63EEVSAKQs/xzoeoZRo1Hx5ZjfpBbk8Hx5NkJcPw+wgQq5AIKg9bKag0tLS8PUtDXmgUqmIi4szm/+nn35iwIABZo9nZ2dXes28vLqfkrIXqlIXnVxaMKFtF365dpZbxVqPDKHuLenk0sKiercWhzNS9DI4KZQUadQ8eEckKoVLjeQQ74Uhoj5KEXVRij3WhV0YSWzYsIGTJ0/y3Xffmc3j4eFhUVmW5msMVKUuBnl0ZJC/doTy1ZndnMy4SomTkmY2mOYz5YwXYE1KnH4UV6RRo5QknF2crfJMxXthiKiPUkRdlGJvdWGzNSiVSkVqaqr+d1paGiqVyijfvn37+PLLL/niiy9wcrKPEN2NnfEBkWhkmQ02cBek23SrM8DIKMxj+YWDrIz/y0QkY1m4LBIIGjE2U1Dh4eEkJSWRnJxMUVERmzdvJjo62iDP6dOnmTt3Ll988QXNmze3lSiCKtLSxZ3oNqHsv57IpewMq5ZtatNtsUZNvtrYUg/sw5JQIBDUDTZTUA4ODsydO5fp06czatQoRo4cSXBwMAsWLGD79u0AvP/+++Tl5fHcc88xZswY/vGPf9hKHEEVGeXXGQ/HJqy+eARZNuVMqHpUVeHUtSWhQCCoO2y6BjVw4EAGDhxokPbcc8/p//7mm29seXlBDXBxcGK0fxe+jz/E0fQUolr4WaVcc05r3ZSOFMsa4bJIIBDosQsjCYF90t+3PVsuneR/Z/agQbaKG6HBrUJYk3TMIM1JoeS+oO5Aw/LELBAIaoZQUAKz/HXjEjklhWj+9hduDR992SXaqMVNnVy4VZRvpIiEQhIIBDqEghKYZX3ScUpkjUFaTXz0lWjU7E+7SNfmbXmyk/k9bwKBQACNNKKuwDKsHQzwePoVsosLudM3qPLMAoGg0SMUlMAs1vbRtzs1nuZN3OjUzLfyzAKBoNEjFJTALGMDInBSKA3SJGCMf5cql3UjP5szt1Lp59sehSReO4FAUDliDUpglvJReN0dmpBTUki+uqTKZe1JTUCBRF9VO2uLKRAIGihCQQkqpGwwQFmWWXByBxuSjtOtxR14OjlbVIZao2Ff2kXCvVvbxLefQCBomIi5FoHFSJLE/e27UaRRs7bcXqaKOJ5xhaziAu5sJYwjBAKB5QgFJagSvq5eDG3Tgf1pF0nIumHRObtT42nm5ErnZq1sLJ1AIGhICAUlqDKj7uhMMydXVsb/hbrcPqny3CzI4UzmNWEcIRAIqoxYgxJUGWelI5PaRbHo7B5mHVhLXkmRWddEe1MTAIl+vsI4QiAQVA2hoATVolijRgLySooAYzdIZYMSOiqUXLh9XbgxEggEVUIoKEG12HDpOOWDcBRp1KxNPIYsw4r4g3rP5MUadY19+AkEgsaHWBQQVAtz7o5uFeXzzfn9RkEJdT78BAKBwFKEghJUC3PujlwdnIxGVjpEdFyBQFAVhIISVAtTbpCcFErub9/N6j78BAJB40SsQQmqRXk3SOWt+L67cFBExxUIBDXCpgpq165dvP3222g0GiZNmsSMGTMMjh86dIh33nmHc+fO8fHHHzNixAhbiiOwMmXdIJVPBxEdVyAQ1AybKSi1Ws28efNYunQpKpWKiRMnEh0dTVBQqbubVq1aMX/+fL7++mtbiSGoI8wpL4FAILAUmymouLg4/P398fPzAyAmJobt27cbKKi2bdsCoFCIpTCBQCAQGGIzBZWWloavb2lgOpVKRVxcXLXLy87OrjRPXp6wEtMh6qIUUReGiPooRdRFKfZYF/XGSMLDw8Oq+RoDoi5KEXVhiKiPUkRdlGJvdWGzuTWVSkVqaqr+d1paGiqVylaXEwgEAkEDw2YKKjw8nKSkJJKTkykqKmLz5s1ER0fb6nICgUAgaGBIsiyb2/hfY3bu3Mk777yDWq1mwoQJPPnkkyxYsICwsDCGDBlCXFwcTz/9NFlZWTRp0oQWLVqwefNmo3IOHz5sKxEFAoFAYAd069bNKM2mCkogEAgEguoi7LsFAoFAYJcIBSUQCAQCu0QoKIFAIBDYJfVmH1RFVObzr6Hz8ssv8+eff9K8eXM2bdoEwK1bt3j++ee5cuUKbdq04dNPP8XLy6uOJbU9165dY/bs2aSnpyNJEvfeey9Tp05tlPVRWFjIQw89RFFREWq1muHDh/Pss8+SnJzMzJkzuXXrFp07d+b999/HycmprsWtFXQGWyqViq+++qpR10V0dDRubm4oFAqUSiVr1661u++k3o+gdD7/Fi9ezObNm9m0aRPx8fF1LVatMn78eBYvXmyQtmjRIvr06cNvv/1Gnz59WLRoUR1JV7solUrmzJnDli1bWLVqFd9//z3x8fGNsj6cnJz49ttv+fnnn1m/fj27d+/m2LFjfPjhhzzyyCNs27YNT09Pfvrpp7oWtdZYtmwZ7du31/9uzHUB8O2337JhwwbWrl0L2F+7Ue8VVFmff05OTnqff42JHj16GPVytm/fztixYwEYO3Ysv//+ex1IVvv4+PjQuXNnANzd3WnXrh1paWmNsj4kScLNzQ2AkpISSkpKkCSJAwcOMHz4cADGjRvXaL6X1NRU/vzzTyZOnAiALMuNti7MYW/fSb1XUKZ8/qWlpdWhRPZBeno6Pj4+ALRs2ZL09PQ6lqj2SUlJ4cyZM0RERDTa+lCr1YwZM4a+ffvSt29f/Pz88PT0xMFBO7vv6+vbaL6Xd955hxdffFHvnDozM7PR1oWOxx57jPHjx7Nq1SrA/tqNBrEGJagYSZKQJKmuxahVcnNzefbZZ3nllVdwd3c3ONaY6kOpVLJhwwaysrL45z//ycWLF+tapDphx44deHt7ExYWRmxsbF2LYxesXLkSlUpFeno606ZNo127dgbH7eE7qfcKSvj8M03z5s25fv06Pj4+XL9+HW9v77oWqdYoLi7m2WefZfTo0dx1111A464PAE9PT3r16sWxY8fIysqipKQEBwcHUlNTG8X3cuTIEf744w927dpFYWEhOTk5vP32242yLnTo7rV58+YMGzaMuLg4u/tO6v0Un/D5Z5ro6GjWr18PwPr16xkyZEjdClRLyLLMq6++Srt27Zg2bZo+vTHWR0ZGBllZWQAUFBSwb98+2rdvT69evfj1118BWLduXaP4Xl544QV27drFH3/8wccff0zv3r356KOPGmVdgDa0Rk5Ojv7vvXv3EhwcbHffSYNwdWTK519jYubMmRw8eJDMzEyaN2/OM888w9ChQ/m///s/rl27RuvWrfn0009p2rRpXYtqc/766y8eeughQkJC9GsNM2fOpEuXLo2uPs6ePcucOXNQq9XIssyIESN4+umnSU5O5vnnn+f27dt07NiRDz/8sNGYVgPExsby9ddf683MG2NdJCcn889//hPQrlPefffdPPnkk2RmZtrVd9IgFJRAIBAIGh71fopPIBAIBA0ToaAEAoFAYJcIBSUQCAQCu0QoKIFAIBDYJUJBCQQCgcAuEQpKILAh77zzDt98843+92OPPcarr76q//3uu++ydOnSKpU5Z84ctm7dai0RBQK7RSgogcCGREVFcfToUQA0Gg2ZmZkG3vaPHj1KZGRkXYknENg1QkEJBDYkMjKSY8eOAXDhwgWCg4Nxc3Pj9u3bFBUVkZCQgCRJTJ48mfHjx/PYY49x/fp1AC5fvqx35vnggw+SkJBgVP6nn36q34wrEDQ06r0vPoHAnlGpVCiVSq5evcrRo0fp2rUraWlpHDt2DHd3d9q3b8/8+fP5/PPP8fb2ZsuWLXzyySfMnz+f119/nTfeeIOAgACOHz/OG2+8wbJly/Rlv/fee+Tm5jJ//vw6d+opENgCoaAEAhsTGRnJ0aNHOXr0KNOmTSMtLY0jR47g4eGBSqViz549er+BGo2Gli1bkpuby9GjR3nuuef05RQVFen//vzzz4mIiODNN9+s9fsRCGoLoaAEAhujW4c6f/48wcHB+Pr68vXXX+Pu7k7Pnj1JS0vTx+PRkZOTg6enJxs2bDBZZnh4OKdOneLWrVsN3qegoPEi1qAEAhsTFRXFjh078PLyQqlU0rRpU7Kzszl27Bh33303GRkZekOK4uJiLly4gLu7O23btuWXX34BtF7az549qy/zzjvv5PHHH+eJJ57Qe6UWCBoaQkEJBDYmJCSEzMxMIiIiDNLc3d1p3rw5Cxcu5MMPP+See+5h7NixemX1wQcf8NNPP3HPPfcQExNjFH575MiRTJo0iSeffJKCgoJavSeBoDYQ3swFAoFAYJeIEZRAIBAI7BKhoAQCgUBglwgFJRAIBAK7RCgogUAgENglQkEJBAKBwC4RCkogEAgEdolQUAKBQCCwS/4fvt5m49XsLRcAAAAASUVORK5CYII=\n"},"metadata":{}}],"execution_count":29},{"cell_type":"code","source":"# Calculate customer purchase frequency\ncustomer_freq = df.groupby('customer_id')['t_dat'].count()\nplt.figure(figsize=(12, 6))\nsns.histplot(customer_freq, bins=30, kde=True)\nplt.title('Customer Purchase Frequency Distribution', fontsize=15)\nplt.xlabel('Number of Purchases')\nplt.ylabel('Number of Customers')\nplt.tight_layout()\nplt.show()\n\n# Calculate customer spend\ncustomer_spend = df.groupby('customer_id')['price'].sum()\nplt.figure(figsize=(12, 6))\nsns.histplot(customer_spend, bins=30, kde=True)\nplt.title('Customer Total Spend Distribution', fontsize=15)\nplt.xlabel('Total Spend')\nplt.ylabel('Number of Customers')\nplt.tight_layout()\nplt.show()\n\n# Create RFM segments\n# Recency\nlatest_date = df['t_dat'].max()\ncustomer_recency = df.groupby('customer_id')['t_dat'].max().reset_index()\ncustomer_recency['recency'] = (latest_date - customer_recency['t_dat']).dt.days\n\n# Combine RFM\nrfm = pd.merge(\n    customer_recency[['customer_id', 'recency']], \n    customer_freq.reset_index().rename(columns={'t_dat': 'frequency'}),\n    on='customer_id'\n)\nrfm = pd.merge(rfm, customer_spend.reset_index(), on='customer_id')\n\n# Create RFM segments\nrfm['R_Quartile'] = pd.qcut(rfm['recency'], 4, labels=False)\nrfm['F_Quartile'] = pd.qcut(rfm['frequency'], 4, labels=False)\nrfm['M_Quartile'] = pd.qcut(rfm['price'], 4, labels=False)\n\n# Invert recency (lower is better)\nrfm['R_Quartile'] = 3 - rfm['R_Quartile']\nrfm['RFM_Score'] = rfm['R_Quartile'] + rfm['F_Quartile'] + rfm['M_Quartile']\n\n# RFM Score distribution\nplt.figure(figsize=(12, 6))\nsns.countplot(x='RFM_Score', data=rfm, palette='viridis')\nplt.title('Customer RFM Score Distribution', fontsize=15)\nplt.xlabel('RFM Score (Higher is Better)')\nplt.ylabel('Number of Customers')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:56:53.622692Z","iopub.execute_input":"2025-06-14T20:56:53.623094Z","iopub.status.idle":"2025-06-14T20:56:56.267016Z","shell.execute_reply.started":"2025-06-14T20:56:53.623049Z","shell.execute_reply":"2025-06-14T20:56:56.265598Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_17/3566645553.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     35\u001b[0m \u001b[0;31m# Create RFM segments\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[0mrfm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'R_Quartile'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mqcut\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrfm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'recency'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m \u001b[0mrfm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'F_Quartile'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mqcut\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrfm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'frequency'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     38\u001b[0m \u001b[0mrfm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'M_Quartile'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mqcut\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrfm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'price'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/core/reshape/tile.py\u001b[0m in \u001b[0;36mqcut\u001b[0;34m(x, q, labels, retbins, precision, duplicates)\u001b[0m\n\u001b[1;32m    377\u001b[0m         \u001b[0minclude_lowest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    378\u001b[0m         \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 379\u001b[0;31m         \u001b[0mduplicates\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mduplicates\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    380\u001b[0m     )\n\u001b[1;32m    381\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/core/reshape/tile.py\u001b[0m in \u001b[0;36m_bins_to_cuts\u001b[0;34m(x, bins, right, labels, precision, include_lowest, dtype, duplicates, ordered)\u001b[0m\n\u001b[1;32m    412\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mduplicates\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"raise\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    413\u001b[0m             raise ValueError(\n\u001b[0;32m--> 414\u001b[0;31m                 \u001b[0;34mf\"Bin edges must be unique: {repr(bins)}.\\n\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    415\u001b[0m                 \u001b[0;34mf\"You can drop duplicate edges by setting the 'duplicates' kwarg\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    416\u001b[0m             )\n","\u001b[0;31mValueError\u001b[0m: Bin edges must be unique: array([ 1.,  1.,  1.,  1., 10.]).\nYou can drop duplicate edges by setting the 'duplicates' kwarg"],"ename":"ValueError","evalue":"Bin edges must be unique: array([ 1.,  1.,  1.,  1., 10.]).\nYou can drop duplicate edges by setting the 'duplicates' kwarg","output_type":"error"}],"execution_count":30},{"cell_type":"code","source":"#","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Articles","metadata":{}},{"cell_type":"markdown","source":"## What product do H&M HAVE MOST?","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nprint(\"\\n\" + \"=\"*70)\nprint(\"MOST COMMON PRODUCTS ANALYSIS\")\nprint(\"=\"*70)\n\n# 1. Most common specific products (article_id)\ntop_articles = df['article_id'].value_counts().head(10)\ntop_article_details = []\n\n# Get details for top articles\nfor article_id in top_articles.index:\n    article_data = df[df['article_id'] == article_id].iloc[0]\n    product_name = article_data.get('prod_name', 'N/A')\n    product_type = article_data.get('product_type_name', 'N/A')\n    product_group = article_data.get('product_group_name', 'N/A')\n    color = article_data.get('colour_group_name', 'N/A')\n    price = article_data['price']\n    \n    top_article_details.append({\n        'article_id': article_id,\n        'count': top_articles[article_id],\n        'product_name': product_name,\n        'product_type': product_type,\n        'product_group': product_group,\n        'color': color,\n        'price': price\n    })\n\n# Create DataFrame for cleaner display\ntop_products_df = pd.DataFrame(top_article_details)\n\n# 2. Most common product types\ntop_product_types = df['product_type_name'].value_counts().head(10)\nproduct_type_pct = top_product_types / len(df) * 100\n\n# 3. Most common product groups\ntop_product_groups = df['product_group_name'].value_counts().head(5)\nproduct_group_pct = top_product_groups / len(df) * 100\n\n# Visualizations\n\n# 1. Top specific products (article_id)\nplt.figure(figsize=(12, 6))\nsns.barplot(x=top_products_df['count'], y=top_products_df['article_id'])\nplt.title('Top 10 Most Common Specific Products', fontsize=15)\nplt.xlabel('Count')\nplt.ylabel('Article ID')\n\n# Add product details as annotations\nfor i, row in enumerate(top_products_df.itertuples()):\n    plt.text(row.count + 0.5, i, \n             f\"{row.product_name} ({row.product_type}), {row.color}, €{row.price:.2f}\",\n             va='center', fontsize=9)\n\nplt.tight_layout()\nplt.show()\n\n# 2. Top product types\nplt.figure(figsize=(12, 6))\nbars = sns.barplot(x=top_product_types.values, y=top_product_types.index)\nplt.title('Top 10 Most Common Product Types', fontsize=15)\nplt.xlabel('Count')\nplt.ylabel('Product Type')\n\n# Add percentage and count labels\nfor i, count in enumerate(top_product_types):\n    plt.text(count + 0.5, i, \n             f\"{count:,} ({product_type_pct.iloc[i]:.1f}%)\",\n             va='center', fontsize=9)\n\nplt.tight_layout()\nplt.show()\n\n# 3. Top product groups (pie chart)\nplt.figure(figsize=(10, 8))\nplt.pie(top_product_groups, labels=top_product_groups.index, autopct='%1.1f%%',\n        startangle=90, explode=[0.05] * len(top_product_groups),\n        textprops={'fontsize': 11})\nplt.title('Top 5 Product Groups Distribution', fontsize=15)\nplt.tight_layout()\nplt.show()\n\n# Print summary information\nprint(\"\\nTop 10 most common specific products:\")\nfor i, row in enumerate(top_products_df.itertuples(), 1):\n    print(f\"{i}. Article ID: {row.article_id}, Product: {row.product_name}, \"\n          f\"Type: {row.product_type}, Color: {row.color}, Price: €{row.price:.2f}, \"\n          f\"Count: {row.count:,}\")\n\nprint(\"\\nTop 5 most common product types:\")\nfor i, (product_type, count) in enumerate(top_product_types.head().items(), 1):\n    print(f\"{i}. {product_type}: {count:,} ({product_type_pct.iloc[i-1]:.1f}%)\")\n\nprint(\"\\nTop 3 most common product groups:\")\nfor i, (product_group, count) in enumerate(top_product_groups.head(3).items(), 1):\n    print(f\"{i}. {product_group}: {count:,} ({product_group_pct.iloc[i-1]:.1f}%)\")\n\n# Find the single most common product\nmost_common_article = top_products_df.iloc[0]\nprint(f\"\\nTHE SINGLE MOST COMMON PRODUCT: {most_common_article['product_name']} \"\n      f\"({most_common_article['product_type']}), {most_common_article['color']}, \"\n      f\"€{most_common_article['price']:.2f}, \"\n      f\"appearing {most_common_article['count']:,} times in the dataset.\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:19:58.35826Z","iopub.execute_input":"2025-06-15T12:19:58.358633Z","iopub.status.idle":"2025-06-15T12:19:59.697001Z","shell.execute_reply.started":"2025-06-15T12:19:58.358601Z","shell.execute_reply":"2025-06-15T12:19:59.695991Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nMOST COMMON PRODUCTS ANALYSIS\n======================================================================\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:58: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"name":"stdout","text":"\nTop 10 most common specific products:\n1. Article ID: 706016001, Product: Jade HW Skinny Denim TRS, Type: Trousers, Color: Black, Price: €0.03, Count: 157\n2. Article ID: 372860001, Product: 7p Basic Shaftless, Type: Socks, Color: Black, Price: €0.01, Count: 116\n3. Article ID: 706016002, Product: Jade HW Skinny Denim TRS, Type: Trousers, Color: Light Blue, Price: €0.03, Count: 104\n4. Article ID: 610776002, Product: Tilly (1), Type: T-shirt, Color: Black, Price: €0.01, Count: 102\n5. Article ID: 759871002, Product: Tilda tank, Type: Vest top, Color: Black, Price: €0.01, Count: 98\n6. Article ID: 351484002, Product: Lazer Razer Brief, Type: Swimwear bottom, Color: Black, Price: €0.01, Count: 81\n7. Article ID: 372860002, Product: 7p Basic Shaftless, Type: Socks, Color: White, Price: €0.01, Count: 76\n8. Article ID: 673396002, Product: Ringo hipbelt, Type: Belt, Color: Black, Price: €0.01, Count: 71\n9. Article ID: 399256001, Product: Skinny Ankle R.W Brooklyn, Type: Trousers, Color: Black, Price: €0.02, Count: 69\n10. Article ID: 399223001, Product: Curvy Jeggings HW Ankle, Type: Trousers, Color: Black, Price: €0.03, Count: 66\n\nTop 5 most common product types:\n1. Trousers: 13,247 (13.2%)\n2. Dress: 10,164 (10.2%)\n3. Sweater: 8,750 (8.8%)\n4. T-shirt: 6,968 (7.0%)\n5. Top: 5,041 (5.0%)\n\nTop 3 most common product groups:\n1. Garment Upper body: 39,506 (39.5%)\n2. Garment Lower body: 22,155 (22.2%)\n3. Garment Full body: 11,181 (11.2%)\n\nTHE SINGLE MOST COMMON PRODUCT: Jade HW Skinny Denim TRS (Trousers), Black, €0.03, appearing 157 times in the dataset.\n","output_type":"stream"}],"execution_count":11},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\n\ndef pareto_chart_viz(df, category_col, count_col, cum_label):\n    \"\"\"\n    Create a Pareto chart to visualize the 80/20 rule.\n    \n    Parameters:\n    -----------\n    df : DataFrame\n        Input data\n    category_col : str\n        Column name for categories (x-axis)\n    count_col : str\n        Column name for values to count/sum\n    cum_label : str\n        Label for cumulative line\n    \"\"\"\n    # Group by the category column and count occurrences\n    if count_col == 'num_of_purchase':\n        # If we're using transaction counts\n        grouped = df[category_col].value_counts().reset_index()\n        grouped.columns = [category_col, count_col]\n    else:\n        # If we're using a specific column for values\n        grouped = df.groupby(category_col)[count_col].sum().reset_index()\n    \n    # Sort by count in descending order\n    grouped = grouped.sort_values(by=count_col, ascending=False)\n    \n    # Select top 10 products for readability\n    grouped = grouped.head(10)\n    \n    # Calculate cumulative sum and percentage\n    grouped['cumulative'] = grouped[count_col].cumsum()\n    grouped['cum_percent'] = 100 * grouped['cumulative'] / grouped[count_col].sum()\n    \n    # Create figure with two y-axes\n    fig, ax1 = plt.subplots(figsize=(12, 6))\n    \n    # Plot bars for counts\n    ax1.bar(grouped[category_col], grouped[count_col], color='#3078b4', alpha=0.8)\n    ax1.set_ylabel('Number of Purchases', fontsize=12)\n    ax1.set_ylim(0, grouped[count_col].max() * 1.1)  # Add 10% padding to y-axis\n    \n    # Rotate x-axis labels for readability\n    plt.xticks(rotation=45, ha='right', fontsize=10)\n    \n    # Create second y-axis for cumulative percentage\n    ax2 = ax1.twinx()\n    ax2.plot(grouped[category_col], grouped['cum_percent'], color='red', marker='o', \n             linestyle='-', linewidth=2, markersize=6)\n    ax2.set_ylabel('Cumulative Percentage', fontsize=12)\n    ax2.set_ylim(0, 101)  # Set to 101 to give a little space at the top\n    \n    # Format percentage labels\n    ax2.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.0f}%'))\n    \n    # Add reference line at 80%\n    ax2.axhline(y=80, color='grey', linestyle='--', alpha=0.7)\n    \n    # Add grid\n    plt.grid(True, alpha=0.3)\n    \n    # Add title\n    plt.title(f'Pareto Analysis: {category_col}', fontsize=14, pad=20)\n    \n    # Adjust layout\n    plt.tight_layout()\n    \n    # Return the grouped data for reference\n    return grouped\n\n# Apply the function to the H&M dataset\n# First, for product names (using prod_name column)\nproduct_pareto = pareto_chart_viz(df, 'prod_name', 'num_of_purchase', 'Cumulative %')\nplt.show()\n\n# Identify the \"vital few\" products\nvital_few = product_pareto[product_pareto['cum_percent'] <= 80]\nvital_few_count = len(vital_few)\ntotal_products = len(df['prod_name'].unique())\nvital_few_pct = (vital_few_count / total_products) * 100\n\n# Print interpretation\nprint(\"\\nPareto Analysis Interpretation:\")\nprint(f\"Over {vital_few['cum_percent'].max():.1f}% of all purchases are from the first {vital_few_count} products.\")\nprint(f\"These vital few represent only {vital_few_pct:.1f}% of all products in the catalog.\")\nprint(\"This follows the Pareto principle (80/20 rule), suggesting that inventory management\")\nprint(\"should prioritize these high-volume products to maximize customer satisfaction.\")\n\n# Also create Pareto charts for product types and garment groups for comparison\nprint(\"\\nAnalyzing by product type...\")\nproduct_type_pareto = pareto_chart_viz(df, 'product_type_name', 'num_of_purchase', 'Cumulative %')\nplt.show()\n\nprint(\"\\nAnalyzing by garment group...\")\ngarment_pareto = pareto_chart_viz(df, 'garment_group_name', 'num_of_purchase', 'Cumulative %')\nplt.show()\n\n# Calculate how many products account for 80% of purchases\nfor data, name in [(product_pareto, 'products'), \n                   (product_type_pareto, 'product types'),\n                   (garment_pareto, 'garment groups')]:\n    threshold_row = data[data['cum_percent'] >= 80].iloc[0] if any(data['cum_percent'] >= 80) else None\n    if threshold_row is not None:\n        threshold_index = data[data[data.columns[0]] == threshold_row[data.columns[0]]].index[0]\n        print(f\"\\nIt takes {threshold_index + 1} {name} to account for 80% of all purchases.\")\n        print(f\"These are: {', '.join(data.iloc[:threshold_index+1][data.columns[0]].tolist())}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:25:08.482482Z","iopub.execute_input":"2025-06-15T12:25:08.482909Z","iopub.status.idle":"2025-06-15T12:25:09.954736Z","shell.execute_reply.started":"2025-06-15T12:25:08.482855Z","shell.execute_reply":"2025-06-15T12:25:09.953682Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 2 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\n"},"metadata":{}},{"name":"stdout","text":"\nPareto Analysis Interpretation:\nOver 78.5% of all purchases are from the first 7 products.\nThese vital few represent only 0.0% of all products in the catalog.\nThis follows the Pareto principle (80/20 rule), suggesting that inventory management\nshould prioritize these high-volume products to maximize customer satisfaction.\n\nAnalyzing by product type...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 2 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nAnalyzing by garment group...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 2 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\n"},"metadata":{}},{"name":"stdout","text":"\nIt takes 8 products to account for 80% of all purchases.\nThese are: Jade HW Skinny Denim TRS, Luna skinny RW, Timeless Midrise Brief, Tilly (1), Cat Tee., Tilda tank, Despacito, Shake it in Balconette\n\nIt takes 7 product types to account for 80% of all purchases.\nThese are: Trousers, Dress, Sweater, T-shirt, Top, Blouse, Vest top\n\nIt takes 7 garment groups to account for 80% of all purchases.\nThese are: Jersey Fancy, Jersey Basic, Under-, Nightwear, Trousers, Blouses, Swimwear, Knitwear\n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## What type of index that is accounted for the most?","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# 2.4 What type of index that is accounted for the most?\nprint(\"\\n\" + \"=\"*70)\nprint(\"2.4 MOST COMMON INDEX TYPES\")\nprint(\"=\"*70)\n\n# Count occurrences of each index group\nindex_counts = df['index_group_name'].value_counts()\nindex_pct = index_counts / index_counts.sum() * 100\n\n# For better readability, keep only top categories and group the rest as \"Other\"\ntop_n = 6  # Show top 6 categories\nif len(index_counts) > top_n:\n    top_indices = index_counts.head(top_n)\n    other_sum = index_counts[top_n:].sum()\n    top_indices['Other'] = other_sum\n    index_counts = top_indices\n    \n    # Update percentages\n    index_pct = index_counts / index_counts.sum() * 100\n\n# Create explode values to highlight the largest segment\nexplode = [0.1 if i == 0 else 0 for i in range(len(index_counts))]\n\n# Create the pie chart with a clean, modern look\nplt.figure(figsize=(10, 8))\nwedges, texts, autotexts = plt.pie(\n    index_counts, \n    labels=index_counts.index, \n    autopct='%1.1f%%',\n    startangle=90, \n    explode=explode,\n    shadow=False,\n    textprops={'fontsize': 12},\n    wedgeprops={'edgecolor': 'white', 'linewidth': 2}\n)\n\n# Enhance the appearance of percentage labels\nfor autotext in autotexts:\n    autotext.set_color('white')\n    autotext.set_fontsize(11)\n    autotext.set_fontweight('bold')\n\nplt.title('Distribution of Index Types', fontsize=16, pad=20)\nplt.axis('equal')  # Equal aspect ratio ensures pie is drawn as a circle\n\n# Add count information to the chart\nfor i, count in enumerate(index_counts):\n    percentage = index_pct[i]\n    if percentage > 5:  # Only add annotations for segments > 5%\n        plt.annotate(\n            f\"{count:,} items\",\n            xy=(0, 0),\n            xytext=(0.7*np.cos(np.radians(90-(i*360/len(index_counts)))), \n                    0.7*np.sin(np.radians(90-(i*360/len(index_counts))))),\n            fontsize=9,\n            ha='center'\n        )\n\n# Add a clean legend with counts and percentages\nlegend_labels = [f\"{idx} ({count:,} items, {pct:.1f}%)\" \n                for idx, count, pct in zip(index_counts.index, index_counts, index_pct)]\nplt.legend(wedges, legend_labels, title=\"Index Groups\", \n           loc=\"center left\", bbox_to_anchor=(0.9, 0, 0.5, 1))\n\nplt.tight_layout()\nplt.show()\n\n# Print summary statistics\nprint(\"\\nDistribution of Index Types:\")\nfor i, (index_name, count) in enumerate(index_counts.items(), 1):\n    print(f\"{i}. {index_name}: {count:,} items ({index_pct[i-1]:.1f}%)\")\n\n# Calculate and print the dominance of the top index\ntop_index = index_counts.index[0]\ntop_pct = index_pct[0]\nprint(f\"\\nThe most common index type is '{top_index}', accounting for {top_pct:.1f}% of all items.\")\n\n# Calculate overall coverage of top 3 index types\ntop3_pct = index_pct[:3].sum()\nprint(f\"The top 3 index types account for {top3_pct:.1f}% of all items in the dataset.\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:13:32.918249Z","iopub.execute_input":"2025-06-15T12:13:32.918698Z","iopub.status.idle":"2025-06-15T12:13:33.317995Z","shell.execute_reply.started":"2025-06-15T12:13:32.918655Z","shell.execute_reply":"2025-06-15T12:13:33.31691Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\n2.4 MOST COMMON INDEX TYPES\n======================================================================\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x576 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nDistribution of Index Types:\n1. Ladieswear: 64,278 items (64.3%)\n2. Divided: 22,468 items (22.5%)\n3. Menswear: 5,563 items (5.6%)\n4. Sport: 3,871 items (3.9%)\n5. Baby/Children: 3,800 items (3.8%)\n\nThe most common index type is 'Ladieswear', accounting for 64.3% of all items.\nThe top 3 index types account for 92.3% of all items in the dataset.\n","output_type":"stream"}],"execution_count":10},{"cell_type":"markdown","source":" ## What's the portion of index group name for each garment group?","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# Define the function to create a stacked histogram\ndef portion(df: pd.DataFrame, y: str, hue: str):\n    _f, _ax = plt.subplots(figsize=(10, 10))\n    _ax = sns.histplot(data=df, y=y, hue=hue, multiple=\"stack\")\n    plt.show()\n\n# Create the visualization\nportion(df, 'garment_group_name', 'index_group_name')\n\n# For better control over appearance, here's an enhanced version\nplt.figure(figsize=(12, 12))\nax = sns.histplot(data=df, y='garment_group_name', hue='index_group_name', \n                 multiple=\"stack\", shrink=.8, palette=\"Set3\", \n                 hue_order=df['index_group_name'].value_counts().index[:6])\n\n# Add a grid for easier reading\nplt.grid(axis='x', linestyle='--', alpha=0.7)\n\n# Remove top and right spines\nsns.despine()\n\n# Add title and labels\nplt.title(\"What's the portion of index group name for each garment group?\", fontsize=14)\nplt.xlabel(\"Count\", fontsize=12)\nplt.ylabel(\"Garment Group Name\", fontsize=12)\n\n# Add a clearer legend\nplt.legend(title=\"Index Group Name\", bbox_to_anchor=(1.05, 1), loc='upper left')\n\nplt.tight_layout()\nplt.show()\n\n# Print summary statistics\nprint(\"\\nTop index groups within each garment group:\")\ntop_garments = df['garment_group_name'].value_counts().head(10).index\n\nfor garment in top_garments:\n    garment_data = df[df['garment_group_name'] == garment]\n    index_counts = garment_data['index_group_name'].value_counts().head(3)\n    total = len(garment_data)\n    \n    print(f\"\\n{garment} ({total:,} items):\")\n    for idx_name, count in index_counts.items():\n        pct = count/total*100\n        print(f\"  • {idx_name}: {count:,} ({pct:.1f}%)\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:11:44.575666Z","iopub.execute_input":"2025-06-15T12:11:44.576424Z","iopub.status.idle":"2025-06-15T12:11:47.125337Z","shell.execute_reply.started":"2025-06-15T12:11:44.57605Z","shell.execute_reply":"2025-06-15T12:11:47.123889Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"name":"stdout","text":"\nTop index groups within each garment group:\n\nJersey Fancy (16,259 items):\n  • Ladieswear: 8,466 (52.1%)\n  • Sport: 3,459 (21.3%)\n  • Divided: 2,386 (14.7%)\n\nJersey Basic (10,390 items):\n  • Ladieswear: 4,627 (44.5%)\n  • Divided: 3,829 (36.9%)\n  • Menswear: 1,450 (14.0%)\n\nUnder-, Nightwear (9,283 items):\n  • Ladieswear: 8,493 (91.5%)\n  • Divided: 387 (4.2%)\n  • Menswear: 210 (2.3%)\n\nTrousers (9,247 items):\n  • Ladieswear: 5,846 (63.2%)\n  • Divided: 2,818 (30.5%)\n  • Menswear: 428 (4.6%)\n\nBlouses (7,957 items):\n  • Ladieswear: 6,376 (80.1%)\n  • Divided: 1,581 (19.9%)\n\nSwimwear (7,956 items):\n  • Ladieswear: 7,703 (96.8%)\n  • Menswear: 112 (1.4%)\n  • Divided: 88 (1.1%)\n\nKnitwear (7,508 items):\n  • Ladieswear: 5,002 (66.6%)\n  • Divided: 1,893 (25.2%)\n  • Menswear: 413 (5.5%)\n\nDresses Ladies (6,690 items):\n  • Ladieswear: 3,700 (55.3%)\n  • Divided: 2,990 (44.7%)\n\nAccessories (5,175 items):\n  • Ladieswear: 3,734 (72.2%)\n  • Divided: 789 (15.2%)\n  • Menswear: 268 (5.2%)\n\nTrousers Denim (4,087 items):\n  • Divided: 2,937 (71.9%)\n  • Ladieswear: 420 (10.3%)\n  • Baby/Children: 368 (9.0%)\n","output_type":"stream"}],"execution_count":9},{"cell_type":"markdown","source":"## Customer","metadata":{}},{"cell_type":"markdown","source":"### Customer Age Distribution. How much old is the customer base?\n","metadata":{}},{"cell_type":"code","source":"# Age distribution\nplt.figure(figsize=(12, 6))\nsns.histplot(df['age'].dropna(), bins=20, kde=True)\nplt.title('Customer Age Distribution', fontsize=15)\nplt.xlabel('Age')\nplt.ylabel('Count')\nplt.axvline(df['age'].mean(), color='red', linestyle='--', label=f'Mean: {df[\"age\"].mean():.1f}')\nplt.axvline(df['age'].median(), color='green', linestyle='--', label=f'Median: {df[\"age\"].median():.1f}')\nplt.legend()\nplt.tight_layout()\nplt.show()\n\n# Create age groups for analysis\ndf['age_group'] = pd.cut(df['age'], \n                        bins=[0, 20, 30, 40, 50, 60, 100], \n                        labels=['<20', '20-29', '30-39', '40-49', '50-59', '60+'])\n\n# Age group distribution\nplt.figure(figsize=(10, 6))\nage_group_counts = df['age_group'].value_counts().sort_index()\nsns.barplot(x=age_group_counts.index, y=age_group_counts.values)\nplt.title('Transactions by Customer Age Group', fontsize=15)\nplt.xlabel('Age Group')\nplt.ylabel('Number of Transactions')\nplt.tight_layout()\nplt.show()\n\n# Club membership status distribution\nplt.figure(figsize=(10, 6))\nclub_counts = df['club_member_status'].value_counts()\nsns.barplot(x=club_counts.index, y=club_counts.values)\nplt.title('Distribution by Club Membership Status', fontsize=15)\nplt.xlabel('Membership Status')\nplt.ylabel('Count')\nplt.tight_layout()\nplt.show()\n\n# Average spending by age group\nage_spending = df.groupby('age_group')['price'].mean().sort_index()\nplt.figure(figsize=(10, 6))\nsns.barplot(x=age_spending.index, y=age_spending.values)\nplt.title('Average Spending by Age Group', fontsize=15)\nplt.xlabel('Age Group')\nplt.ylabel('Average Price')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T20:55:16.025038Z","iopub.execute_input":"2025-06-14T20:55:16.025379Z","iopub.status.idle":"2025-06-14T20:55:17.503717Z","shell.execute_reply.started":"2025-06-14T20:55:16.025329Z","shell.execute_reply":"2025-06-14T20:55:17.502684Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"# Customer purchase frequency\ncustomer_purchases = df.groupby('customer_id')['t_dat'].nunique()\nplt.figure(figsize=(10, 6))\nsns.histplot(customer_purchases, bins=20)\nplt.title('Distribution of Purchase Frequency per Customer', fontsize=15)\nplt.xlabel('Number of Purchase Days')\nplt.ylabel('Number of Customers')\nplt.grid(True, alpha=0.3)\nplt.show()\n\n# Customer spending patterns\ncustomer_spending = df.groupby('customer_id')['price'].sum()\nplt.figure(figsize=(10, 6))\nsns.histplot(customer_spending, bins=30, log_scale=(False, True))  # Log scale for better visualization\nplt.title('Customer Total Spend Distribution', fontsize=15)\nplt.xlabel('Total Spend (€)')\nplt.ylabel('Number of Customers (log scale)')\nplt.grid(True, alpha=0.3)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:37:19.788107Z","iopub.execute_input":"2025-06-15T12:37:19.788516Z","iopub.status.idle":"2025-06-15T12:37:21.278999Z","shell.execute_reply.started":"2025-06-15T12:37:19.788476Z","shell.execute_reply":"2025-06-15T12:37:21.278076Z"}},"outputs":[{"name":"stdout","text":"The history saving thread hit an unexpected error (OperationalError('attempt to write a readonly database')).History will not be written to the database.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":14},{"cell_type":"code","source":"plt.figure(figsize=(12, 8))\n\n# Create a scatter plot of average price vs. purchase count\nplt.scatter(customer_metrics['purchase_count'], customer_metrics['avg_price'], \n           alpha=0.5, c=customer_metrics['total_spend'], cmap='viridis')\n\nplt.colorbar(label='Total Spend (€)')\n\n# Add quadrant lines (at median values)\nmedian_price = customer_metrics['avg_price'].median()\nmedian_count = customer_metrics['purchase_count'].median()\n\nplt.axvline(x=median_count, color='red', linestyle='--', alpha=0.7)\nplt.axhline(y=median_price, color='red', linestyle='--', alpha=0.7)\n\n# Label the quadrants\nplt.text(customer_metrics['purchase_count'].max()*0.75, customer_metrics['avg_price'].max()*0.85, \n         'PREMIUM SHOPPERS\\n(High price, Low frequency)', \n         ha='center', va='center', fontsize=12, bbox=dict(facecolor='white', alpha=0.8))\n\nplt.text(customer_metrics['purchase_count'].max()*0.75, customer_metrics['avg_price'].min()*2, \n         'BARGAIN HUNTERS\\n(Low price, Low frequency)', \n         ha='center', va='center', fontsize=12, bbox=dict(facecolor='white', alpha=0.8))\n\nplt.text(customer_metrics['purchase_count'].min()*2, customer_metrics['avg_price'].max()*0.85, \n         'LOYAL ENTHUSIASTS\\n(High price, High frequency)', \n         ha='center', va='center', fontsize=12, bbox=dict(facecolor='white', alpha=0.8))\n\nplt.text(customer_metrics['purchase_count'].min()*2, customer_metrics['avg_price'].min()*2, \n         'FREQUENT DISCOUNTERS\\n(Low price, High frequency)', \n         ha='center', va='center', fontsize=12, bbox=dict(facecolor='white', alpha=0.8))\n\nplt.title('Customer Segmentation: Purchase Behavior Matrix', fontsize=15)\nplt.xlabel('Purchase Frequency', fontsize=12)\nplt.ylabel('Average Transaction Value (€)', fontsize=12)\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:22:19.222538Z","iopub.execute_input":"2025-06-14T21:22:19.222893Z","iopub.status.idle":"2025-06-14T21:22:21.153095Z","shell.execute_reply.started":"2025-06-14T21:22:19.222858Z","shell.execute_reply":"2025-06-14T21:22:21.151708Z"}},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:7: MatplotlibDeprecationWarning: Auto-removal of grids by pcolor() and pcolormesh() is deprecated since 3.5 and will be removed two minor releases later; please call grid(False) first.\n  import sys\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAxoAAAI4CAYAAADtU5/bAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADVZElEQVR4nOzdd1zU9R8H8NfdwbH3OFBxpIIDFBQRR6LgQiXco1IbZmamlbthakOzzFmZaZZWNhVT1MyJpj8nilmuXChbhuxb398fJ5cn60DujoPXs8c37r7zfd/7+r1732eJBEEQQEREREREVIPEpg6AiIiIiIjqHiYaRERERERU45hoEBERERFRjWOiQURERERENY6JBhERERER1TgmGkREREREVOOYaJBZ+/333zFu3DgEBwfD398f/fr1w6JFi5Camlqjx/nxxx+xd+/eGt2nKSgUCmzYsAGDBg1C+/bt0blzZ4wYMQJr1641dWgG9eWXX+L48ePV2ra89z48PBwffvjho4b2SMLDw+Hn5wc/Pz/4+/ujf//++PTTTyGXy41y/Dlz5mDo0KFGOVZ1jR07VnuO/Pz80KlTJzz99NPVuh6OHz8OPz8/XL582QCRlrZq1Sp07tzZoMcouYY+++yzUstOnTqlPW+3b9+u0n6res80h2uJiKrOwtQBEFXX4sWL8c0332Do0KF45plnYG9vj6tXr+KHH37A7du38emnn9bYsX788Uf4+vqid+/eNbZPU3j33Xexfft2TJo0Ce3atUNubi7Onj2L/fv3Y+LEiaYOz2DWrVuHp59+ulpf2sp771evXg1nZ+cairD6Bg0ahLFjx0Iul+P48eP49NNPkZeXh9mzZ5s6tFqjc+fOeP311wEA2dnZ2LRpEyZOnIjffvsNTZo0MXF05RsxYgR69epl8OPY2tpi586dmDx5ss782NhY2NraoqCgoMr7rOo9c/LkySgqKqrycYiodmOiQWZp//792LBhA95//30MHz5cOz8kJASjRo3CkSNHTBidaSkUCojFYkgkEp35hYWF2LJlC1599VVMmDBBO79v377guJ1V16ZNG1OHAADw9PREYGAgAM31n5KSgh9++AGzZs2CSCSq1j7Lu4bMlbOzs/YcAUBwcDA6deqEI0eO1OpEw8vLC15eXo+8n6KiIlhbW5e7vFevXti5cycuX74MX19fAIBKpcLvv/+O8PBw7Nix45FjqCy2xo0bG+wYRGQ6rDpFZunrr79G27ZtdZKMEhKJBGFhYQDKr+owduxYTJ06Vfv8ypUreP755xESEoLAwEBERkbiu+++06574cIFbN26VVuNYMuWLQA0H8arVq1Cz5494e/vj4EDB2L79u06xyqpEnDw4EEMGDAA7du3x8SJE5GdnY2bN29i7NixCAwMxNChQ3Hx4kWdbdVqNdauXYs+ffpoq4Zt3bq1zNfy448/onfv3mjXrh3S0tJKnZfCwkIoFAq4u7uXWvbwF9Ls7Gy8/fbb6Nq1KwICAjB69GicO3dOZ52cnBy89tprCAwMRPfu3bF27Vp8+OGHCA8P166zZcsW+Pn54cKFCxg7dizat2+P6OhoXLhwAQUFBZg7dy46duyIiIiIMr/M7N27F0OHDkVAQAC6deuGJUuWQKFQaJeXVC35+++/MXLkSLRv3x6DBw/GqVOntOuEh4cjOzsbq1ev1r5/JdVmvvrqKwwbNgwdO3ZE165dMWnSJNy8eVPn3Jb33pdVdWrnzp2IioqCv78/wsLCsGzZMiiVylLn49KlS3j22WcRGBiI/v37Y8+ePaVee3W1bdsWBQUFyMrK0h4vPz9fZ52HY6/oGvrpp58QFRWFgIAAdO3aFVOnTkVubq7O/v78809ERUUhMDAQY8aMwZUrV3SWV3aeAU01nSeffBIdOnRAhw4dEB0djV27dums8/PPP2PgwIHw9/dHr1698OWXX1brHFlbW0Mikei8NwBw+fJlTJw4EUFBQQgKCsLUqVORnp5eavusrCxMnToVQUFBiIiI0N4rSsTHx2PSpEno3r07AgMDER0djd9++027PDExEX5+fjh48KDOdiqVCt26dcOyZcsAlF11KjExEZMnT0aHDh0QFBRU5rn08/PT/hATGhqKqKioCs+HTCZDx44dERsbq533v//9DwUFBYiIiCi1/qP+u1m8eDE+/fRT9OjRAx07dgRQuurUiy++iH79+umUcnz11VcICAgwWtU1Inp0LNEgs6NQKBAfH4/nnnuuxvY5adIkNG/eHB999BGkUimuXbum/XL2zjvv4JVXXoGPj4+2akHJr28rV67EunXr8PLLLyMgIAB79uzBjBkzIBKJMGjQIO3+k5OTsXLlSrz66qsoLCzEe++9h3nz5uH27dsYOXIkJkyYgE8++QSvv/46YmNjtV/83333XcTExGDy5Mlo27Yt/vzzT7zxxhtwdnbWqVJx5swZ3Lp1CzNmzICNjQ0cHBxKvUZXV1d4e3tj9erVsLW1RdeuXWFvb19qPblcjmeffRb37t3DrFmz4Orqis2bN+OZZ57Bnj174OHhAUDzxeDMmTN488034e7ujq+//ho3btwo81fwOXPm4KmnnsKECROwdOlSTJ06Fe3atUPjxo2xcuVK/Prrr5g9ezaCg4O1v+Du3LkT06dPx6hRo/D666/j1q1b+OSTTyAIgk61oKKiIsyePRvPPPMM3N3d8emnn2LKlCk4cOAAbGxssHr1aowbNw79+vXDiBEjAAAtWrQAAKSkpODpp59GgwYNkJeXhx9++AGjR4/Gnj174ODgUOF7/7AjR47gtddew+DBgzFz5kxcunQJK1asQFZWFhYuXKiz7owZMzBy5Eg8//zz+Pbbb/H6669j79692te+ZcsWzJ07F/v27UOjRo3KPF557ty5A0tLSzg5OVVpu7Kuoc8++wwrV67Ek08+iZkzZ6KoqAgHDx5EQUGB9hpLTk7GkiVL8NJLL8HKygpLlizBa6+9hu3bt2uv48rOc15eHiZNmoSIiAi8/PLLEAQBly9f1klo1q1bh2XLlmHChAkICQnBhQsXsGLFCtjY2ODpp5+u8LUJgqBNKrKzs7F27VqIRCL06NFDu87NmzcxZswY+Pv746OPPoJKpcKKFSswadIk/PLLLzrJ+Ntvv43Bgwdj1KhR2LFjBxYuXIiAgAC0a9cOAJCUlIQOHTpgzJgxkEqlOHPmDN544w2IxWIMGjQIPj4+aNeuHXbt2oWePXtq93vixAlkZGRg4MCBZb4OuVyOZ555BhYWFnjvvfcgkUiwatUqPP3009i+fbtOVb7169cjODgYS5Ys0avEcuDAgdiwYQNee+01AMCOHTvQq1cv2NjYlFr3Uf/d7NixAy1atMA777wDlUpVZjzvvvsuoqKisHTpUrz55pv4999/sXz5crzyyivaUhciMgMCkZlJS0sTfH19hc2bN1e67v/+9z/B19dXuHTpks78p59+WnjllVcEQRCEu3fvCr6+vsLFixfL3c+QIUOE2bNn68zLysoS2rdvL6xatUpn/oQJE4S+fftqn8+ePVto3bq1cPPmTe28Dz/8UPD19RW2bt2qnXfw4EHB19dXuHr1qiAIgnDjxg3Bz89P2LJli87+Z86cKQwdOlTntQQEBAjp6ekVnQpBEATh6NGjQmhoqODr6yu0atVKGDJkiLBu3TqhuLhYu85PP/0ktG3bVrh+/bp2nkKhECIiIoTFixcLgiAIly5dEnx9fYWdO3dq1yksLBRCQkKEXr16aef9+uuvgq+vr85rKHmdc+bM0c67d++e0KZNG+G7774TBEEQ1Gq10LNnT511BEEQfv75ZyEgIEDIzMwUBEEQVq5cKfj6+gpHjx7VrvP3338Lvr6+wqFDh7TzQkJChJUrV1Z4bpRKpVBYWCgEBgbqvC9lvfeCIAi9evXSng9BEIQRI0YITz/9tM46a9euFVq1aiUkJyfrnI+ff/5Zu05mZqbQunVr4fvvv9fO27p1q9C6dWvh9u3bFcbcq1cvYdGiRYJCoRAKCgqE/fv3Cx06dNBe2yXHy8vLqzD2sq6hnJwcoV27dsIHH3xQ7vFLru0Hr5U//vhD5zp+WFnnOSEhQfD19RVyc3PL3CY3N1cIDAws9W9t+fLlQteuXQWlUllujE8//bTg6+urM/n7+wvbt2/XWW/GjBlC3759df4tXL9+XWjVqpVw4MABQRD+u58sX75cu45cLhc6d+4sfPTRR2UeX61WCwqFQnj77beFsWPHaudv2LBB6Nixo87x3n77bWHgwIHa5ytXrhRCQkK0z7///nuhdevWwq1bt7TzkpOThbZt2wpr1qzRzvP19RUGDx5c7jl5UMm1cPfuXaFNmzbCuXPnhOLiYiE4OFj4448/hP379wu+vr5CYmJimdtX599Nt27dhKKiIp35s2fPFoYMGaIzb/v27YKfn59w9OhRYdiwYcKoUaMqfK+JqPZh1SkyW9Wtf/4wZ2dneHt745133sHOnTtx9+5dvba7cuUKCgsL0b9/f535AwYMwI0bN5CZmamd17BhQ51f9ErqhYeGhmrnlSwv6THr2LFjEIvF6NOnD5RKpXbq0qULLl68qPNLYNu2bcusEvWwLl264I8//sCyZcswbNgwZGdnY8mSJRg/fjzUarX2uG3btkWjRo20xwSATp064a+//gIA7d8Hq0lZW1uja9eu5R734df54Gt3cHCAi4uL9rVfv34dSUlJ6N+/v85rDw0NRXFxsU7VHEtLS53qJc2bN9c5jxU5e/Ysnn32WXTu3Blt2rRB+/btUVBQgOvXr1e67YNUKhX+/vvvMq8FtVqN+Ph4nfndu3fXPnZxcYGrqytSUlK08wYPHoy///4bDRs2rPTYGzZsQNu2bREYGIhJkyahU6dOmDdvXpXiB0pfQ/Hx8SgqKqq0J6CGDRuiadOm2udlnf/KznPjxo1ha2uLGTNmYO/evbh3757OMeLj41FQUFDm9ZCRkaFz7soSGhqKX375Bb/88gu++eYbPP3005g7dy7+/PNP7TrHjh1Dnz59IBaLtftv1KgRGjZsqL3eS3Tr1k372NLSEk2bNtWJIScnB++99x569eqFtm3bom3btvjxxx9x48YN7TqRkZHIy8tDXFwcAECpVGLPnj2IjIws93UkJCSgTZs28PHx0c7z8vJCUFAQTp8+rbPug6U1+nB1dUVoaCh27tyJw4cPQxCEcvfxqP9uQkNDYWVlVel6gwYNQt++fTFx4kRcvXoVixcvrjPthojqC1adIrPj7OwMqVSKpKSkGtmfWCzG+vXrsXz5crzxxhsoKipChw4d8NZbb1XY4Lek7rabm5vO/JLn2dnZcHV1BYBSVZksLS1LzS+ZV1xcDEBTD1ylUmnrMJd1/JKqNvokGSXs7e0xYMAADBgwAIIgYOXKlfjss8+wf/9+9O7dG1lZWTh79izatm1batuSJCEjIwN2dnalviyUvN6HlfU6HR0dddaRSqXablmzsrIAoNyesJKTk7WP7ezsIBb/95uJVCoF8N95LE9SUhKee+45tGvXDgsWLICnpycsLS3x4osvVrl72KysrDLbv5Q8z8nJ0Zn/8PXw4GuvqieeeALjxo2DVCpFw4YNy6wOp4+HY8/OzgYAbVW58pR3bZecf33Os5OTEzZs2IBVq1bh1VdfhSAI6NatG95++234+Phor4fyqhQlJydXmJQ5OTkhICBA+zw0NBTXr1/H0qVLtUlDVlYWvvzyyzLbfTx4vQGlr11LS0ud92/OnDk4d+4cJk+ejObNm8Pe3h6bN2/Gvn37tOuUtIvYtWsXevfujWPHjiErK6vc1who/s2X9W/d3d291P2wKveEEgMGDMDKlSuRmpqK3r17a/8tPagm/t1UJbZBgwZpG6U/mNASkXlgokFmx9LSEh06dNDWia9IyRfhBxsQA5ovfi4uLtrnzZs3x6pVq6BQKHDq1Cl8/PHHmDhxIuLi4nS+xD6o5AtYZmamzr5KSkQetetTJycnWFhYYPPmzWWW3jz4pb66pTsikQjPP/88PvvsM1y7dk17XH9/f8yfP7/U+iVfPNzd3ZGfn4/i4mKdZOPBUpxHUXLu3n33XbRu3brU8qq2WyjL4cOHUVRUhM8++wy2trYANL8qP5wU6MPFxQWWlpalSsMyMjIAoMrtJarC3d1d50v0gyq6/h/28DVU8h6kp6eXm0DqQ9/zHBgYiPXr16OoqAhHjx7F4sWLMX36dPz000/a8/fFF1+USuwBoFmzZlWOq3nz5vjf//6nfe7k5ITevXtr2/E86MF/35UpLi7GwYMHMW/ePIwZM0Y7//vvvy+17oABA/Dxxx+jqKgIO3fuRJs2bSr8Mu3h4YGrV6+Wmp+RkVHqGqvOPaFPnz545513sHv3bnzxxRdlrlMT/270jS0vLw+LFi1C69atsX//fhw+fBiPP/643schItNj1SkyS+PHj8dff/1VqgcmQNNTU0l1hJJf/P/991/t8uTkZO2X6odZWlqiS5cuePbZZ5Genq6twiGVSkv9Qt6yZUvY2NiU6hln165daNq06SN9OQM0v7qqVCrk5uYiICCg1FTWr40VUSgUpaqkAND2FlPyK2OXLl1w69YtNGjQoNQx/fz8AAD+/v4AoPMLbckXxJrQrFkzyGQy3Llzp8zXXpUvfoDmfX34/SsqKoJYLIaFxX+/t+zatatUT0RlvfcPk0gkaNu2LXbv3q0zf9euXRCLxQgKCqpSvDVFJpMB0L3+z507h7y8vEq3DQoKgrW1NWJiYh4pBn3Pcwlra2uEh4dj2LBh2i/VJbGkpaWVeT1UpxTnypUrOl3HdunSBVevXoW/v3+p/VclsZXL5VCr1Tr/PvPy8rB///5S6/bv3x/FxcX4448/sHfvXgwYMKDCfbdv3x4XLlxAYmKidl5qairi4+PLLfmsCkdHR7zwwgvo27dvudUga/LfTWXef/99qFQqbNy4EYMGDcJbb71VqsczIqrdWKJBZik8PBzPPvss3nzzTZw5cwYRERGwtbXFtWvX8MMPP6Bhw4bo0aMHvLy84O/vr+2dRq1W44svvtApbbh48SKWLFmCyMhI+Pj44N69e/jyyy/RqlUr7XrNmjXDkSNHcPjwYTg7O6NRo0ZwcXHB+PHjsWbNGlhYWMDf3x979uzBoUOH8Mknnzzya3zssccwevRovP7663j++ecREBCgbZ9w48YNvP/++1XaX25uLvr374/Bgwejc+fOcHBwwPXr1/HFF19AJpOhT58+ADTtA3744QeMHTsWzz33HHx8fJCdnY2EhAR4eHjgmWeega+vL3r16oUFCxYgPz8fHh4e2LBhA6ytrWuk7YxYLMacOXMwa9Ys5OXloUePHrC0tERiYiL27t2LlStXltkbTnkee+wxHDp0CI8//jhsbW3RrFkzbSI3d+5cDB8+HFeuXMFXX31VqlpMee/9w1555RU8//zzmDt3LgYMGIDLly9jxYoVGDFiRJXHQoiJicEbb7yBP/74Q692GuVp164dZDIZ3n//fUybNg3Z2dlYt26dXl/MHR0dMXnyZCxbtgwKhQI9evSAXC7HoUOHMGXKFG0SUxl9zvPBgwfx66+/IiIiAg0aNEBqaip+/PFHbTseR0dHTJkyBe+//z7u3LmDTp06Qa1W48aNG9pBCiuSnZ2Ns2fPAgDy8/Nx6NAhHDp0CHPnztWuM2XKFIwYMQITJ07EsGHDtG2Gjh49iiFDhug92KODgwMCAgLw6aefwt7eHmKxGGvXroW9vX2pBM/NzQ0hISH48MMPce/evQrbZwDA0KFD8eWXX+KFF17A1KlTIZFIsHr1ari4uGDUqFF6xVeZadOmVbi8pv/dlOfAgQPYunUr1q5dC0dHR7z99tsYNGgQ3n//fSxevLhar42IjI+JBpmtOXPmICgoCN9++y2mT5+O4uJiNGzYEOHh4Tpd337yySd46623MHPmTMhkMsycORPffPONdrmHhwfc3NywZs0apKWlwdHREZ07d8aMGTO060yePBnJycl49dVXtcX5Q4cO1X7Yb968GXfv3kXjxo3x0UcfVVjPuireeecdNG3aFD///DNWrlwJe3t7tGjRoszxQypjb2+PCRMm4NChQ9ixYwfy8vIgk8nQvXt3TJ48WVvX3srKChs3bsSKFSuwatUq3L17F66urmjXrp1O4+/Fixdj/vz5eP/992Fra4snn3wSPj4+OH/+fI289gEDBsDOzg5ffPEFfv31V4jFYvj4+KBnz57adgD6mjVrFhYuXIgXX3wRhYWF2LhxIzp37oxFixZh9erV+OOPP9CqVSusWLGiVHW88t77h3Xv3h3Lli3D559/ju3bt8PV1RXPPfccXnnllSq/drVaDZVK9cgDKUqlUqxevRoLFizA1KlT0axZM8yfPx8zZ87Ua/sXX3wRTk5O2LhxI3744Qc4OTkhODgYdnZ2esfg5+dX6Xlu3LgxRCIRli1bpr3eevbsqR3NGwBeeOEFeHp64ptvvsGGDRtgZWWFpk2bVloKAGjG0yn5Im5ra4vGjRtj4cKFGDlypHadZs2a4ccff8SKFSswb948FBUVQSaToUuXLlUe1G/p0qWYN28eZs+eDWdnZzz11FMoKirCt99+W2rdgQMH4q233kJgYGClJSdSqRRff/01Fi1ahDfffBOAZpDGVatWGW2Uen3eT0D/fzdlKRnHZ8SIEdoG6c7Oznjvvffw4osvom/fvjr3IiKqvUTCo36SERFBU0970KBBaN++famB7IiIiKj+YYkGEVXLrl27kJaWBl9fX+Tn5+Onn37CzZs3sWTJElOHRkRERLUAEw0iqhZbW1ts2bIFt27dgkqlgq+vL9asWaMdHZmIiIjqN1adIiIiIiKiGsfubYmIiIiIqMaZXdWp06dPmzoEIiIiIjKxmhg/xpDOn/sTcqW1QY8hlUrLHbS1NjC7RAMw8oVV0s/6okXGO2YtlJubq+3+lOovXgdUgtcCAbwOSMMU14E5/PAsV1ojyPdPgx4j/nI3g+7/UZllokFEREREVNsJqN9NodlGg4iIiIiIahwTDSIiIiIiAxAM/F9Z4uLi0K9fP/Tp0wdr164ttXzLli0IDQ1FdHQ0oqOj8fPPPxvs9bPqVGWmTzd1BERERERElVKpVFi4cCE2bNgAmUyG4cOHIzw8HC1atNBZb8CAAZg3b57B42GJRmXc3TUTEREREVEVCAaeHpaQkIAmTZrAx8cHUqkUAwcOxL59+wz3AivBRKMyhw9rJiIiIiKiWiw1NRVeXl7a5zKZDKmpqaXW27NnD6KiojB16lQkJycbLB4mGpXZuVMzERERERFVgSnaaFSmV69e2L9/P7Zv346uXbti9uzZNfyq/8NEg4iIiIioDpDJZEhJSdE+T01NhUwm01nHxcUFUqkUADBixAhcuHDBYPEw0SAiIiIiMgC1IBh0elhAQABu3LiBxMREyOVyxMbGIjw8XGedtLQ07eP9+/ejefPmBnv97HWKiIiIiKgOsLCwwLx58zBhwgSoVCoMGzYMLVu2xIoVK+Dv74+IiAhs2rQJ+/fvh0QigZOTExYtWmS4eAy2ZyIiIiKieswU44KHhYUhLCxMZ960adO0j6dPn47pRhq+gYlGZebONXUERERERERmh4lGZRwdTR0BEREREZmh6vYMVVewMXhl9u3TTEREREREpDeWaFRm717N34gI08ZBRERERGalfpdnsESDiIiIiIgMgCUaREREREQGoK7nZRpMNCohCIUAJBCZOhAiIiIiIjPCRKMcavkFIG8ZRAV7AYigzrYA7GdAbOFh6tCIiIiIyAzU7/IMJhplUitTgZy5ABQQZnUGoAbkp4F7c6B2/hJiMZu2EBERERFVhN+Yy1K0CxAKALErYGMB2EgBkSegvAko400dHRERERGZAcHAU23HRKMsqjsAJJrHf9zRTGIRABGgSjVlZEREREREZoGJRlksWgNQAQBE/0uH6H/pgFoNQAAsWpg0NCIiIiIyD2rBsFNtx0SjLDb9AIkXoEoBBCUgyAEhFZB2htjS19TRERERERHVekZLNOLi4tCvXz/06dMHa9euLbV8y5YtCA0NRXR0NKKjo/Hzzz8bK7RSxGI7wHkFYD0AgAgQWQK24wHHd0wWExERERGZl/reRsMovU6pVCosXLgQGzZsgEwmw/DhwxEeHo4WLXSrIQ0YMADz5s0zRkiVEkvcAMfpgG0GAEBkP97EERERERERmQ+jlGgkJCSgSZMm8PHxgVQqxcCBA7Fv3z5jHJqIiIiIyCRYomEEqamp8PLy0j6XyWRISEgotd6ePXtw8uRJNGvWDHPnzoW3t7cxwqvYokWmjoCIiIiIyOzUmgH7evXqhUGDBkEqleKHH37A7NmzsXHjxjLXzc3NNXJ0VFBQYOoQqBbgdUAleC0QwOuANHgdlM8cSh0MySiJhkwmQ0pKivZ5amoqZDKZzjouLi7axyNGjMBHH31U7v4cHBxqPsjybN2q+TtkiPGOWUsZ9bxTrcXrgErwWiCA1wFp8DqgshiljUZAQABu3LiBxMREyOVyxMbGIjw8XGedtLQ07eP9+/ejefPmxgitcidOaCYiIiIioipQQ2TQqbYzSomGhYUF5s2bhwkTJkClUmHYsGFo2bIlVqxYAX9/f0RERGDTpk3Yv38/JBIJnJycsIhtI4iIiIiIzJbR2miEhYUhLCxMZ960adO0j6dPn47p06cbKxwiIiIiIoOq7200ODI4ERERERHVuFrT61StZWVl6giIiIiIyAwJQu1vR2FITDQqM3++qSMgIiIiIjI7TDSIiIiIiAxAbeoATIxtNCrzww+aiYiIiIiI9MZEozLnzmkmIiIiIqIqECAy6FTbMdEgIiIiIqIaxzYaREREREQGYA6lDobEEg0iIiIiIqpxLNGojKOjqSMgIiIiIjNU33udYqJRmblzTR0BEREREZHZYaJBRERERGQA9X1kcLbRqMw332gmIiIiIiLSG0s0KnPxoqkjICIiIiIzxF6niIiIiIiIahhLNIiIiIiIDEDNEg0iIiIiIqKaxRKNyri7mzoCIiIiIjJD9b2NBhONykyfbuoIiIiIiIjMDhMNIiIiIiIDEEwdgImxjUZlvvxSMxERERERkd5YolGZa9dMHQERERERmSH2OkVERERERFTDWKJBRERERGQAgsASDSIiIiIiohrFEo3KNGxo6giIiIiIyAxxHA2q2JQppo6AiIiIiMjsMNEgIiIiIjIA9jpFFVu9WjMREREREZHeWKJRmTt3TB0BEREREZmh+t5GgyUaRERERERU41iiQURERERkABxHg4iIiIiIqIaxRKMyjz1m6giIiIiIyAzV916nmGhU5oUXTB0BEREREZHZYaJBRERERGQAgqkDMDG20ajM0qWaiYiIiIiI9MYSjcpkZJg6AiIiIiIyQxxHg4iIiIiIqIbViRKNqKgoJCcnG2bn2dmav3/8YZj9mwlBECAS1e+s3NC8vb2xfft2U4dBVKMMen8mk6urnw28H1NNUdfzcTTqRKKRnJyMU6dOGWbnt29r/jZqZJj9mwmVSgWJRGLqMOq04OBgU4dAVOMMen8mk6urnw28H1NNqe9Vp+pEomFQ1tamjoCIiIiIyOww0aiMu7upIyAiIiIiM2ToEo3aXl7CxuBERERERFTjWKJRmZJGjN7epo2DiIiIiMyK2sBlDrW9hRRLNCqjUmmmB4SHh+Po0aNlrn7mzBmMGzcOQUFB6NixIyZNmoSrV68CAGbMmIG5c+fqrH/ixAl07twZaWlpAIDjx4/Dz88Pa9eu1Vnv9u3b8PPzg1KprDTkOXPmwN/fH0FBQdrpiSee0NnPCy+8oLPNjBkzsGrVKvz222/abdq1a4dWrVppX0tQUFC5r3/Lli0YM2aM9rmfnx9u3ryps86qVaswY8YM7fM1a9YgPDwcQUFB6NGjB1599VXtsrFjx+Lnn3/W2T4xMRGtWrXCO++8U+o17927F9HR0ejQoQM6d+6McePGITExEfPmzdO+Hn9/f7Rt21b7fMKECQCAn3/+Gf3790dQUBC6du2KF154AXl5eZWeZyKqXcLDw9GuXTvtv+U5c+YgPz8fgOaeEhAQgKCgIHTu3BlTpkzR3ncBzf3pwftDUFCQToNgPz8/dOnSRecerFAo0KVLF/j5+WnnPXjvevi++GCcJffQOXPmwM/PD3v37tVZ54MPPoCfnx+2bNlS5mu9d+8e5s6di27duiEoKAj9+vXT+dzQ5x4sCALWrVuHvn37ol27dujZsyeWLl0KuVyuXefBz5OQkBA8++yz+Pfff7X7KznfwcHBGD16NOLj47WvvXXr1jrnMygoCKmpqaXeq27duum8VwCQkpKCV155BZ07d0bHjh0xaNCgcs8FEdVeTDRqUHx8PJ5//nlERETg8OHD2LdvH/z8/DBmzBgkJibizTffRFxcHP78808AQHFxMd5++23Mnj0bnp6eAICYmBg4Oztj27ZtjxTL888/j/j4eO3022+/6SxPSEjAmTNnSm33xBNPaLf58ssv4enpifj4eJw+fVr7AVITtm7dim3btuHrr79GfHw8fv31V3Tp0qXCbbZt2wYnJyfs2rVL54Pw5s2bmD17NubMmYPTp09j3759eOqppyCRSLBw4ULt63nxxRcRGRmpfb5u3TqcOHECy5YtwyeffIL4+Hjs3LkTAwYMqLHXSUTGtWbNGsTHx2Pr1q3466+/8Pnnn2uXzZs3D/Hx8fjjjz9QUFCADz/8UGfbB+8P8fHxpXrLcnR0RFxcnPZ5XFwcHB0dHznmpk2b6tzzlUoldu3ahcaNG5e7zaJFi1BQUICdO3fi9OnT+OyzzypcvyzvvfcefvrpJ3z44Yc4c+YMvvzySxw7dgzTpk3TWa/k8+TQoUNwdXXV+cGsf//+iI+Px7Fjx9ChQwe88sorEAQBABAYGKhzPuPj4yGTybTblrxXMTEx+Pvvv3USpZkzZ8LLywsHDhzA8ePHsWTJEri5uVXp9RHVBoJg2Km2Y6JRgz766CNER0dj/PjxsLe3h7OzM1577TW0b98eq1atgouLC9566y28/fbbKCgowOrVq+Hj44OhQ4cCAAoKCrB7927MmzcPN2/exPnz5w0W6/PPP49ly5YZbP+VOX/+PLp37679YPTw8MCoUaPKXV8QBMTExGDatGmwsLDA/v37tcv++ecfNGrUCF26dIFIJIK9vT369euHBg0a6BVHYGAg2rRpAwBwdnbGkCFDYG9v/4ivkIhMSSaT4fHHH8eVK1dKLXN0dERERAQuXrxYpX1GR0cjJiZG+3zbtm0YPHjwI0aq+XX/9OnTyMnJAQAcPnwYfn5+cK+gM5Lz588jKioKTk5OEIvFaN68Ofr376/3MW/cuIHvv/8eH3/8MYKCgmBhYYGWLVti1apVOHz4MI4dO1ZqGxsbG0RFRZV5Ti0tLTFkyBCkp6cjKytL7zgAzf2/e/fu+Oeff7Tz/vrrLwwdOhS2trawsLBAmzZtEBYWVqX9EpHpMdGoIYWFhYiPjy/zRh8ZGaktJo+MjETbtm3x+uuv46effsK7776rXW/Pnj2ws7ND//790b17d50PtJr25JNP4saNG+VWATO09u3bY9u2bVi3bh3Onz8P1UPV0x52+vRppKSkYODAgYiMjNQ5N23btsW1a9fwwQcf4H//+59O8bs+cRw5cgQrV67E6dOndUpKiMh8JScnIy4uDq1bty61LCsrC3/88UeVSwB69+6NU6dO4d69e8jJycGpU6cQERHxyLFKpVJEREQgNjYWgKZku7IEpn379li2bBl+/fVX3Lhxo8rHPHbsGLy8vNCuXTud+d7e3ggMDCzzsyE/Px/bt28v85zK5XJs2bIF3t7ecHV1rVIsKSkpOHz4sM770b59eyxYsACxsbFISkqq0v6IahMBIoNOtR0TjcrY2mqmSuTk5ECtVsPDw6PUMg8PD51feN555x0cP34ckydPhvcDjcxjYmIQGRkJiUSCQYMGITY2FgqFolphf/XVVwgODtZOs2fP1llubW2NSZMmYfny5dXa/8svv6yz/wULFlRp++joaLz11ls4cuQIxo4di65du5Zql/KgrVu3okePHnBycsKgQYNw+PBh3L17FwDg4+ODTZs2ITU1Fa+++ipCQ0NL1fctT3BwMFatWoW///4bL774Ijp37oxFixZVmvgQUe1Ucm968skn0alTJ0yaNEm77L333kPHjh0RGhqKrKwsvP322zrb7t69W+e+NnbsWJ3lVlZW6NWrF3bu3ImdO3ciPDwcVlZWNRJ3dHQ0tm3bhnv37uHkyZPo3bt3heu//fbbiIqKwnfffYeBAweiT58+OHTokM46Q4YM0Xk9D95js7Kyyvy8Akp/ZpV8nvTt2xf5+flYvHixdlnJOQsLC8OFCxewevVq7bJz587pHP/h1/Tyyy8jKCgIYWFhcHV1xdSpU7XLVqxYgeDgYHz22WeIiIhAdHQ0EhISKjwnRFT7sNepyuj5y4yjoyPEYjHS09PRvHlznWXp6elwcXHRPnd3d4eLiwtatmypnZecnIzjx4/j9ddfBwBERETg7bffxqFDhyr9wCnLc889h9dee63CdUaMGIH169frVEPS16effoquXbtqn2/ZskWn8bZEIinVcF2pVMLS0lL7/IknnsATTzwBhUKBvXv3YubMmWjdujUef/xxne2Kioqwe/duvPfeewCAoKAgeHt7Y/v27XjmmWcAaOoCr1ixAoCm/clrr72GNWvWYPr06ZW+lrCwMISFhUGtVuP48eOYNm0amjVrhtGjR1ftpBCRyT18b3rQW2+9hREjRuDSpUuYNGkSUlJSdKpY9u/fHx9//HGF+x88eDCWLl0KADoNq8tS1n0Q0DQit7DQ/fgNDg5GZmYmPv/8c/Ts2RPWlQwWW/Jj0aRJk5CXl4e1a9fi1VdfxYEDB+Ds7AxA8wNNkyZNtNusWrVK20DcxcUF6enpZe47PT0djRo10j6v6POkf//+2vPxsPbt22Pz5s3lvoaS9+rEiROYPn06srKytG1enJycMGPGDMyYMQOZmZlYsmQJXn75ZcTFxUEkqv2/4hKVMIdSB0NiiUYNsbW1RWBgIHbv3l1q2a5duxAaGlrh9tu2bYNarcZLL72Ebt26oXfv3pDL5di6dauhQoZUKsWUKVOwYsUKbeO9muLt7Y3bt2/rzLt9+3aZ7SYsLS0RGRkJX1/fMuv+/vHHH8jLy8OCBQvQrVs3dOvWDampqeVWLWvXrh369u1b5r4qIhaL0aVLF4SGhlZ5WyIyH35+fnjppZewcOHCKt/7goODkZ6ejoyMDHTs2LHCdRs0aIDk5GSdYxQWFiIzM7PMe+ETTzyBDRs2VLndh729PV588UUUFBSUuu+WJzQ0FMnJyaVKCZKTk3H27NlKO+eoSSEhIRg6dGipxvklXF1d8dxzzyEtLQ3Z2dlGi4uIHh0TjcokJWmmhygUChQXF2snpVKJ6dOnIyYmBhs3bkReXh5ycnKwbNkynD17FlOmTKnwMFu3bsWUKVMQExOjnVauXIlDhw7pFGHL5XKd46rV6kd6edHR0SguLsaRI0ceaT8PGzBgAD7//HOkpKRArVbj6NGj2L9/P/r16wdAUwJy8OBB5OXlQa1W49ChQ7h69Wqp+sKApkrZsGHDsH37du252bx5My5evIhLly7h1KlT+Omnn7RVqf7991/s378f7du3rzTOvXv3IjY2Fjk5ORAEAQkJCThx4oRe2xKR+Ro8eDAyMjKwb9++Km0nEomwZs0afP7555X+st6+fXtIpVKsXbsWxcXFKCgowNKlS+Hv74+GDRuWWn/s2LHYsGEDOnXqVGkcn376KRISErSfCRs3boSjoyOaNWum1+soKbWdMWMGzp49C5VKhStXruCVV15B165dyy0VMpTx48fj6NGj2gb6H330ES5fvgylUom8vDxs3rwZTZo00akdQGQO1BAZdKrtWHWqMuV8kZ84caLO80mTJuG1117DunXrsGLFCixbtgwikQjBwcH4/vvv0bRp03IPcfbsWSQlJeGpp57SaUQXERGBJk2aIDY2Fj179gQA7VgWJTZs2FDmB8L69euxceNG7XOpVIrjx4+XWk8ikWDq1KmVVrOqqpdffhkrVqzAk08+iZycHDRu3Bgff/wxfH19AWh+gVuzZg3+/fdfqFQqNGzYEPPnz9fptx4AUlNTcezYMWzdulWnPrGHhwcef/xxxMTEYMiQIdi/fz+WL1+OwsJCuLi4IDIyUjtORkWcnJywevVqLFy4EHK5HJ6ennj++ee1444QUd0klUoxbtw4fPbZZ9rqqbt27SqVeOzdu7dUt6oPVnut7Bhr167FokWL8NVXX0EikSA4OBjLly8vM0lxdnbWuyRBJBLhjTfeQFJSEiwsLODn54cvvvgCdnZ2em0PaLr7XbduHWbOnInU1FS4uLhg4MCBpbq3ra6zZ8+W+sz65ptvyvxBydXVFdHR0fj000+xatUqFBUVYcqUKUhPT4eVlRXat2+v01UxEZkHkVDTdWYM7PTp06WKq4ODg0v1d15jSoqhH6ivWh+pVCpIJLV9/EnzZtDruIbk5ubCwcHB1GFQLaDvtWAO1zVVX139bOB1WzWm+Gwo6/tgbXP69GkU+vxT+YqPwCaxda0+D6w6RURERERENY5Vp4iIiIiIDMCsqg0ZABONylShvisREREREWkw0agMe7ggIiIiomrgOBp12NKlS/H111/rvf6pU6e03a9W5vjx4+jRo0c1I6tcUlISgoKCTD5CtSHPSUZGBp566ikEBQXpjDRbV23atAkfffSRqcMgqhV4f65drl27hujoaAQFBen0WFhXLV68GN9//72pwyCq8+psopGZmYmYmBjt6M7lffCMHTtWO6J1cHAwfv/9d90Vbt/+r+cpI2rQoAHi4+MN2ptHtc9JDfnxxx/h4uKCM2fOYM6cOQY5Rm0ycuRIbN++XTveB1F9VWP3ZxMx5f3ZUNatW4fOnTsjPj4e48aNM9pxTeW5557DF198AblcbupQqI5TCyKDTrVdnU00tmzZgrCwMFhbWz/SflSCCmrh0QbFqyqlUmnU45lKUlISmjdvXu6gV3XtPFhZWaFHjx7ljmhOVF/U1P3ZFOrafalEUlJSheOD1KXSGwDw9PTEY489hv3795s6FKI6rc4mGnFxcXqNrvqgB39BKlTew+H43Rjy4kR0jIrCpCnPY+q0qVi2bJnONl999RW6dOmC7t2749dffy1332PHjsXSpUsxfPhwdOjQAS+99BKys7MBALdv34afnx9+/vln9OzZE+PHj9fOK/lQy87Oxty5c9G9e3d06tQJkydP1u77wIEDiI6ORnBwMEaPHq0dWbUmPPyr2oULFzB48GAEBQVh6tSpePXVV6t1TubMmYOYmBisX78eQUFBOHr0KFatWoWpU6dixowZ6NChA7Zu3Yrc3Fy88cYb6N69Ox5//HEsW7ZM+4GnUqnw4YcfonPnzoiIiMB3332nc87Cw8Nx9OhR7TFXrVqFGTNmaJ+fPXsWo0ePRnBwMJ544gmdAQ3Hjh2L5cuXY/To0QgKCsJzzz2HzMxM7fJTp05ptw0LC8OWLVuQkJCArl276nwg79mzR2fwv5CQEBw8eLAqbwFRnfOo92eg5u5FgPndn//991+MHTsWwcHBGDhwoHaQwcTERAQHB0N9f6DZt956S2cAwJkzZ5ZZXW3cuHE4fvw4Fi5ciKCgIFy/fh1z5szBO++8gxdeeAGBgYE4fvw4UlNT8corryA0NBTh4eE6VayKioowZ84cdOrUCQMGDMC6det03i8/Pz/cvHlT+3zOnDk671dF5yk8PBzr169HVFQUOnbsiFdffRXFxcXa5Xv37kV0dDQ6dOiA3r17Iy4uDrt27cLQoUN1XueGDRvw0ksvaZ+HhITg0KFDep93ouoQIDLoVNvV2UTj8uXLaNasWbW2VaiLkFmQiDdfew9RfXrhwC9fI7z/49i3V3fE2IyMDOTm5iIuLg7vv/8+Fi5ciJycnHL3GxMTgw8++ABHjhyBhYUF3nvvPZ3lJ0+exM6dO7F+/fpS286aNQuFhYWIjY3F0aNH8cwzzwAA/v77b7zxxhtYuHAhjh8/jlGjRmHy5MkGKQ6Wy+WYMmUKhgwZghMnTmDQoEHYu3evzjr6npPFixcjKioKzz//POLj47Wjm+/btw/9+/fHqVOnEBUVhTlz5sDCwgJ79uxBTEwM/vzzT21Vip9++gkHDhxATEwMfv31V+zevVvv15KamooXX3wRL730Ek6cOIHZs2dj6tSpOsnEjh07sGjRIhw7dgwKhQJfffUVAODOnTt44YUX8PTTT+PYsWOIiYlB69at0a5dOzg7O+PIkSPafWzbtg2DBw/WPm/evDkuXbqkd5xEddGj3J+Bmr0XlTCX+7NCocCkSZPQrVs3HD16FG+99RZmzJiBa9euwcfHB/b29vj777+1Mdva2uLff//VPg8JCSm1z40bNyI4OBjz5s1DfHy89r3ZsWMHJk2ahDNnziAoKAgvvfQS/Pz8EBcXh2+++QbffPON9n63evVq3Lp1C3/88QfWr19fpZJbfc7Trl27sG7dOuzbtw+XLl3Cli1bAAAJCQmYPXs2Zs2ahVOnTuG7775Dw4YNERERgdu3b2tfO1D2/bgmf5gjotLqbKKRm5sLu4e6pk1LS0NwcLDOdPr06VLb5ivu4q+ES1ApVRgzeAAsLSzQM6IbWvu3hFL9368oFhYWePnll2FpaYmwsDDY2tri+vXr5cYUHR0NX19f2NraYtq0adi9e7fOr9+vvPIKbG1tS1UnSEtLQ1xcHBYsWAAnJydYWlpqPyx+/PFHjBo1Cu3bt4dEIsGQIUNgaWmJs2fP6nWe9D0nAHDu3DkolUqMGzcOlpaW6Nu3LwICAnTWqeo5eVhgYCB69+4NsViMvLw8HDp0CG+88QZsbW3h5uaGZ555BrGxsQA0Hzzjx4+Ht7c3nJ2d8eKLL+p9nG3btqFHjx4ICwuDWCxGt27d4O/vr/Pr1tChQ9GsWTNYW1ujf//++OcfzeieO3bsQNeuXTFo0CBYWlrCxcUFrVu3BgAMHjwYv/32GwDNr5xHjhzBoEGDtPu0s7NDbm6u3nES1UWPcn8GDHMvqo335/Jee0FBASZOnAipVIouXbqgV69e2vtip06dcPLkSaSnpwMA+vXrhxMnTiAxMRF5eXlo1aqV3seKiIhAx44dIRaLcfnyZWRmZmLKlCmQSqXw8fHByJEjsXPnTgCa+/GkSZPg7OwMb29vjB07Vu/j6HOexo4dC5lMBmdnZ/Tq1Ut7P/7ll18wbNgwdOvWDWKxGDKZDM2bN4dUKkVkZKT2fnzlyhXcuXMHvXr10u7Tzs4O9+7d0ztOouqo7yUadbZ7W0dHR+Tn5+vM8/T0RFxcnM68sm6GKihxNz0THp5uUNpbamaKAE8vD6jx3wePs7MzLCz+O4U2NjYoKCgoNyZvb2/t4wYNGkChUCArK0s7z8vLq8ztUlJS4OTkBCcnp1LLkpKSEBMTg2+//VY7T6FQIC0trdw4HqTvOQE0H6gymUynTcWDrwmo+jl52IPnICkpCUqlEt27d9fOU6vV2mOmpaWVOqf6SkpKwu7du3HgwAHtPKVSic6dO2ufe3h4lPk6kpOT0bhx4zL3Gx0djcjISBQUFGDXrl0IDg6Gp6endnl+fj4cHBz0jpOoLnqU+zNgmHtRbbw/lyUtLQ1eXl4Qi//7nbBBgwZITU0FoKkOtG/fPshkMnTq1AmdO3fGtm3bYGVlheDgYJ3tKvPgOblz5442GSyhUqnQsWNHbVyPcj+u7Dw9fD8uWZacnIywsLAy9ztkyBC8/vrrePXVV7Ft2zZERkZCKpVql+fn58PR0VHvOImo6upsouHn54cbN26gXbt2Vd7WQmQFN3cXpKfdRbG9RPNhJgBpKel4rEn5jeUqk5ycrPO45NfwkvnlNYr28vJCTk4O7t27V+qm6O3tjUmTJunUOzUUDw8PpKamQhAEbazJycnw8fGpsWM8eA68vLwglUrxv//9T+cLw4PxPHxOH2RjY4PCwkLt85Jf+ADNeYuOji5VPUIf3t7eSEhIKHOZTCZDUFAQ9uzZg23btmHMmDE6y//991/4+flV+ZhEdcmj3J8Bw9yLzOX+7OnpiZSUFKjVam3SkJycjKZNmwLQlGgsWbIEXl5e6NSpEzp27Ih33nkHVlZWVW4X8yBvb280atQIe/bs0ZlfUupTcj8uaVCuz/1YJpNp913d8+Tt7Y1bt26VuSwwMBCWlpY4deoUduzYgY8//lhn+b///lulEh6i6hDq+dDgdbbqVFhYGE6ePFmtbe0t3eAf2AZiiRi/fr8dSrkScQeO4Z+/rkAisqx2TL/99huuXr2KwsJCrFixAv369dOre0RPT0/06NEDCxYsQE5ODhQKhfa1jRgxAj/88APOnTsHQRBQUFCAgwcPIi8vD4CmwV1NdR0bGBgIiUSCb7/9FkqlEnv37sX58+drZN9l8fT0RLdu3bB48WLk5eVBrVbj1q1bOHHiBAAgMjISmzZtQkpKCnJycrB27Vqd7Vu1aoWdO3dCoVDg/PnzOl1jPvHEEzhw4AAOHz4MlUqF4uJiHD9+HCkpKZXGFRUVhaNHj2Lnzp1QKpXIysrSFuMDmlKN9evX4/Lly+jbt6/OtidPnjRql5VEtdGj3J8Bw9yLauv9ubi4WGdq164drK2tsW7dOigUChw/fhz79+/HgAEDAABNmzaFlZUVfvvtN4SEhMDe3h5ubm74/fffHynRaNeuHezs7LB27VoUFRVBpVLh8uXL2vMeGRmJtWvXIicnBykpKdi0aZPO9q1atcKOHTugUqkQFxen8/5Xdp4qMnz4cGzZsgXHjh2DWq1GamqqTruMwYMHY+HChbCwsNApjQE09+PHH3+82ueEiCpXZxON6OhoHDp0CEVFRVXeViKyhKfdY1i8bD52/bIHAx4fjX07j6Bnr546xa7ViWnOnDno1q0b5HI53nzzTb23XbJkCSwsLBAZGYmuXbvim2++AQAEBATg3XffxcKFC9GpUyf07dtX20gO0Pyq1KFDh2rH/CCpVIpVq1bhl19+QadOnfDbb7+hZ89HOyeVWbJkCRQKBQYMGIBOnTph6tSp2pKJkSNHonv37oiOjsaQIUNKfal/9dVXcevWLYSEhGDVqlWIiorSLvP29sZnn32GL774Al26dEFYWBjWr1+v7a2lIg0aNMCXX36JDRs2ICQkBIMHD9ZpUNinTx/cuXMHffr0gY2NjXZ+cXExDh06hCFDhjzqaSEya49yfwYMcy+qjffn1NRUtGvXTmdKTk7GmjVrEBcXh9DQUCxYsABLlixB8+bNtduFhIRo20qUPBcEAW3btq3qadGSSCRYs2YNLl68iIiICISGhuKtt97StjmbMmUKGjRogIiICDz33HOIjo7W2f7NN9/EgQMHEBwcjO3bt6N3797aZZWdp4q0a9cOixYtwgcffICOHTvi6aefRlJSknZ5dHQ0rly5otP7H6Cp6nX16lWdOIgMQQ2RQafaTiQI5lWoc/r0aW2d0BLBwcE4depUqXU/+eQTuLq6ansAqZaSwfoaNcKIESMwevRoDBs2rMq7GTt2LJ544gmMGDGi+rFUkVwuR3R0NH777TdYWla/JAbQFI+X9eveo5yTmnb79m1ERETgwoULZVa1MqbevXtj4cKF2t60AM3I4MnJyZg1a1aZ25R3Hdcmubm5bGNCAPS/Fgx6f35Afb4/m1J5nw3Hjx/HzJkzS7W7MbaioiJ06dIFW7du1VYvAzQ9H/r4+OCpp54qcztzuB/XJqb4bCjr+2Btc/r0aWQ2vGrQY7jeaVHqPJT0tqdWqzFixAhMnDixzG1///13TJ06Fb/88kupDjVqSp1towEAr7/++iNtf+LECTSztoaLkxO2b92KS5cumVUxq1Qqxa5du2p0nydOnECzZs3g4uKC7du3m905MYbff/8dIpEIoaGhOvOr0gsLUV1XI/dnM74XGeL+TKVt3rwZAQEBOkkGgBqrUkxUGWP3DKVSqbBw4UJs2LABMpkMw4cPR3h4OFq0aKGzXl5eHjZu3Ij27dsbNJ46nWg8quvXr+PVTz5BYVERGjVujJUrV+r0IFQfXb9+Ha+++ioKCwvRqFEjnpOHjB07FlevXsWSJUuq1LsLEVUN70VUmfDwcAiCgE8//dTUoRAZTUJCApo0aaLtHKNkUM+HE40VK1bghRdeKHNsoJrERKMCo0aNwqhu3TRPGjV6pH093DDOXI0aNQqjRo0ydRhlatSokckHw6sr7zNRbVeT9yL+u615nTt3Nnm1qf3795v0+ESA8Us0UlNTdbrjlslkpXrKvHDhAlJSUtCzZ08mGibHPraJiIiIqA5Qq9VYvHgxFi1aZJTjMdGoDBMNIiIiIqoGY3e5JJPJdLrqT01N1Y5ZA2gGqrx8+TLGjRsHQDOmzUsvvYTPP//cIA3C60Si4e3tXap/7BpT0t1pPa9v/+DAWGQYD49sTFQXGPT+TCZXVz8beD8mcxUQEIAbN24gMTERMpkMsbGxWLp0qXa5g4MDjh8/rn0+duxYzJo1i71OVWT79u0G27dwv2cK0eLFBjuGOWC3pkRUHYa8P5Pp8bOBqGLGbqNhYWGBefPmYcKECVCpVBg2bBhatmyJFStWwN/fHxEREcaNx6hHMyP5ynu4kHMMjrlnIBaJUZz9J1o5doKl2HCD0xERERERPYqwsDCEhYXpzJs2bVqZ6xq6MwwmGmWQq4txKG0LilUF8BBbQ4CAhHunkKvIQhf3gXWymJiIiIiIapYg1O/vjPW74UE5kgr+RYHqHhwtXSGCCGKI4WzpiaSi67inuGvq8IiIiIiIaj2WaJThnjILkodOjUgkgggi5Kty4QR3E0VGREREROZCbeoATIyJRhmcLN0gVxcjuegWcrrYQQwJiouTIRZJYG/hZOrwiIiIiIhqPaNVnYqLi0O/fv3Qp08frF27ttz1fv/9d/j5+eH8+fPGCq0UTysfZMrTkFp0EynBTXAn2Bu3Ci5BJajgaOlqsriIiIiIyHwIEBl0qu2MkmioVCosXLgQ69atQ2xsLHbs2IGrV6+WWi8vLw8bN25E+/btjRFWudKLk+BkKYOHVWNIM+/BJqsIDW18IcAC9xRZJo2NiIiIiMgcGCXRSEhIQJMmTeDj4wOpVIqBAwdi3759pdZbsWIFXnjhBVhZWRkjrHJlydMhlVjDy6YZwr+7g57f3oK7dSNIRBLkKbNNGhsRERERmQdBEBl0qu2M0kYjNTUVXl5e2ucymQwJCQk661y4cAEpKSno2bMn1q9fX+H+cnNzDRJnCQuFFEXyIliri6FWqQAAxUVFkKuKoS4SIVdp2OPXRgUFBaYOgWoBXgdUgtcCAbwOSIPXAZWnVjQGV6vVWLx4MRYtWqTX+oYehbSlrT+uKf5CkboAYokYAgQUiO+hsW0LNHRuUm/H0eDorwTwOqD/8FoggNcBafA6KJtg6gBMzChVp2QyGVJSUrTPU1NTIZPJtM/z8/Nx+fJljBs3DuHh4Th79ixeeuklkzUIl0qs0ctzCLysfVCsLoRCLUdLh/bo4t633iYZRERERERVYZQSjYCAANy4cQOJiYmQyWSIjY3F0qVLtcsdHBxw/Phx7fOxY8di1qxZCAgIMEZ4ZbK3dEJ3jwFQOxyCCIDI5XGTxUJERERE5scceoYyJKMkGhYWFpg3bx4mTJgAlUqFYcOGoWXLllixYgX8/f0RERFhjDCqRTx0mKlDICIiIiIyO0ZroxEWFoawsDCdedOmTStz3U2bNhkjJP2EhJg6AiIiIiIyQ+bQM5QhGW3APrN1545mIiIiIiIivTHRqMzq1ZqJiIiIiKgKBANPtR0TDSIiIiIiqnG1YhwNIiIiIqK6pr73OsUSDSIiIiIiqnEs0SAiIiIiMgDBHBpSGBATjcqMGmXqCIiIiIiIzA4TjcoEBpo6AiIiIiIyQ2yjQRW7dk0zERERERGR3liiUQ6lWol/867DYtlbEEMCiw8/QiObBhCJ6ndmSkRERET64cjgVIpaUOOP1P3Yn3YIBapC5CpzEZu0C2eyz5o6NCIiIiIis8BEowy3C+/gZn4iPK3cIRVLYSWxgpuVK05nnkW+Mt/U4RERERGRGeDI4FRKcmEKLMQSnWpSEpEEIgAZxZmmC4yIiIiIyEywjUYZbC1soRbUpeYLAKwlUuMHRERERERmp773OsVEowzN7JrgZOZpFCgLcGtYTwiCgCx5DlylzvCw8jB1eEREREREtR6rTpXB3sIeA7z7QSKywPXGdrjRxA4eVu7o59UHYhFPGRERERFVThAMO9V2LNEoh5e1DKMaD0NuwklYiCSwfawju7YlIiIiItITE40KiEViOP0Qo3nSLtiksRARERGReanvbTRYD4iIiIiIiGocSzSIiIiIiAzAHNpRGBJLNIiIiIiIqMaxRIOIiIiIyADqexsNJhqVeeEFU0dARERERGR2mGhU5rHHTB0BEREREZmhet5Eg200KnX2rGYiIiIiIiK9sUSjMj/+qPkbGGjSMIiIiIjIvAhC/W6jwRINIiIiIiKqcSzRICIiIiIyALbRICIiIiIiqmEs0SAiIiIiMoD63kaDiUZlpkwxdQRERERERGaHiUZlGjY0dQREREREZIbqexsNJhqVOXFC8zckxLRxEBEREZFZEcCqU1SRrVs1f5loEBERERHpjYkGEREREZEBCPW87hS7tyUiIiIiohrHEg0iIiIiIoOo3200WKJBREREREQ1jiUalZk+3dQREBEREZEZqu9tNPRKNJKTk3Hx4kXcu3cPjo6OaNWqFby9vQ0dW+3g7m7qCIiIiIiIzE65iYZCocCPP/6IH3/8EYmJiWjcuDHs7OyQn5+PW7duoVGjRhg9ejRGjhwJqVRqzJiN6/Bhzd/HHzdtHERERERkVjiORjmio6MRGhqKBQsWoH379pBIJNplKpUKCQkJ2L59O4YMGYLY2FijBGsSO3dq/jLRICIiIiLSW7mJxqZNm+Dm5lbmMolEgqCgIAQFBSEzM9NgwRERERERmav63kaj3F6nyksyHubq6lpjwRARERERUd1QYfe2P/74IxYvXlzmsg8//BA///yzQYIiIiIiIiLzVmGi8fXXX2PSpEkAgMmTJ+sse+aZZ7B+/XrDRUZERERERGarwu5tMzMz4ejoCAA4deoUAGDo0KHYsmUL3Nzc6kf7jLlzTR0BEREREZmh+t7rVIUlGq1bt8aWLVt05iUmJgIAtm3bhtatWxsuslogqzAXu3Ov4XDBHRSrFKYOh4iIiIjIbFRYojFz5kxMmDABcXFxkMvl+OWXXyCXyzF16lScOnWqTledWnVxF364+ScCz1wDALzV0RcL241AmFdbE0dGREREROaAvU5VoG3btoiJiUGbNm2gVCqxbds2qFQq+Pv7Y+vWrXW2RONo2iV8e+MIFIIanc/eROezN1GoluONcz+gUF5k6vCIiIiIiGq9ChMNAJDJZJg0aRLCw8OxadMmhIeHY+LEiZDJZMaIzyS+vLIXAgRYiiQQARABsIAYCkGFDTfiTB0eEREREZkBASKDTrVduYmGXC7Xeb5y5Uqdv+WtVxfcleeXmicSad7MpIJ60ACeiIiIiOgRlZtoREdH48svv0RqamqZy9PS0vDll19i8ODBhorNZPydGgEAhAcq1qkFNUQAwjzbmCgqIiIiIjIrgoGnWq7cxuDfffcdvvzyS0RHR8PJyQnNmjWDnZ0d8vPzcf36deTm5mLIkCH49ttvjRmvUbzWeiAOp19EsaCE+v67qIIALysn9GnQzsTRERERERHVfuUmGq6urpg9ezZee+01JCQk4NKlS8jNzYWjoyNeeOEFtGvXDpaWlsaM1Wg8bJywqevLeCfhZ2x4qgfEIjF6uLfC/MCRpg6NiIiIiMyEGRQ6GFSF3dsCgFQqRXBwMIKDg40RT63R1EGGb7pNMXUYRERERERmqdJEo97buVPzd8AA08ZBREREROZFqP09QxlSpd3b1nuHD2smIiIiIiLSG0s0iIiIiIgMoL630WCJBhERERER1Ti9Eg25XI5ly5YhIiICHTt2BAAcOXKkTnZtS0RERERUEwTBsFNtp1ei8cEHH+Dy5cv4+OOPtSNkt2zZEps3bzZocEREREREZJ70aqOxd+9e7NmzB7a2thCLNbmJTCYrd9TwOmXRIlNHQERERERmib1OVcrS0hIqlUpnXmZmJpydnQ0RExERERERmTm9Eo3+/ftj9uzZSExMBACkpaVh4cKFGDhwoEGDqxW2btVMRERERERVwDYaenjttdfQqFEjPPHEE7h37x769esHT09PvPzyy4aOz/ROnNBMRERERESkN73aaEilUrzxxht44403kJmZCRcXF22jcCIiIiIioofplWiUVJkqkZ+fr33s4+NTsxEREREREZHZ0yvR6NOnD0QiEYQHKoOVlGj8888/homMiIiIiMiMCfW81ym9Eo2LFy/qPE9PT8fq1asRHBxskKBqFSsrU0dARERERGR29Eo0Hubh4YE333wT/fr1Q1RUVE3HVLvMn2/qCIiIiIjIHJlBz1CGpFevU2W5du0aCgsLazIWIiIiIiKqI/Qq0XjyySd1epkqLCzE1atX60f3tj/8oPk7erRp4yAiIiIiMiN6JRojRozQeW5jY4NWrVqhadOmhoipdjl3TvOXiQYRERERkd70SjSGDBli6DiIiIiIiOoUcxi925DKTTRWrFih1w6mTZtWY8EQEREREVHdUG6ikZKSYsw4iIiIiIjqGI6jUaZFixYZM47ay9HR1BEQEREREZmdKo2jkZeXh6ysLJ15Pj4+NRpQbZJZlI+9IyNhY2GBfioVpBKJqUMiIiIiInNhgjYacXFxeP/996FWqzFixAhMnDhRZ/nmzZvx/fffQywWw9bWFu+++y5atGhhkFj0SjSuXr2KGTNm4OLFixCJRBAEQdvd7T///GOQwEztswtH8OWl41AJagAC3j+7Dx92GoiwBoZ5I4iIiIiIHoVKpcLChQuxYcMGyGQyDB8+HOHh4TqJRFRUFMaMGQMA2LdvHxYtWoT169cbJB69BuxbsGABOnfujBMnTsDe3h4nT57EqFGjsHjxYoMEZWon0m5hzcVjkIrFGHX4HEYdToBcpcSsE9uRJ5ebOjwiIiIiMgOCgaeHJSQkoEmTJvDx8YFUKsXAgQOxb98+nXXs7e21jwsLC3XGyqtpepVoXLx4EV999RUsLS0hCAIcHBwwa9YsDBo0CNHR0QYLzlQ2/3sGgloNhUgN2c07AEQQoQMKFHLsuHUBo1sEmTpEIiIiIiIdqamp8PLy0j6XyWRISEgotd53332HDRs2QKFQ4JtvvjFYPHqVaFhZWUGpVAIAXFxckJSUBLVajezsbL0PFBcXh379+qFPnz5Yu3ZtqeWbN29GVFQUoqOjMWbMGFy9elXvfde0HHkBitUCilUqlPQWUKRSQiEIyFUUmiwuIiIiIjIjxi7S0NNTTz2FvXv3YsaMGfj888+rv6NK6JVodOzYEbt27QIA9OvXDy+88ALGjh2L0NBQvQ5SUl9s3bp1iI2NxY4dO0olElFRUdi+fTu2bduGCRMmmLTXq+YOHoAgQAIRRLifaggC1GoB7V0bmiwuIiIiIqLyyGQynSEqUlNTIZPJyl1/4MCB2Lt3r8HiqbDq1KFDh/D444/rDN73+uuvo2XLlsjPz8fgwYP1OsiD9cUAaOuLPdgwxZj1xSrT1sUbTlIr3FMU328MDigFNXzsXWAvtTZZXERERERkToz7fTYgIAA3btxAYmIiZDIZYmNjsXTpUp11bty4gaZNmwIADh48iCZNmhgsngoTjblz50IsFiMqKgqDBw+Gn58fxGJxldtl1HR9sdzc3Codv6pcxZYIdW+CzOICFDs7QywSoYdHM9hZSiFVqA1+/NqooKDA1CFQLcDrgErwWiCA1wFp8DqoPSwsLDBv3jxMmDABKpUKw4YNQ8uWLbFixQr4+/sjIiIC3377LY4dOwYLCws4Ojriww8/NFw8FS08fPgw4uLisG3bNowcORLNmjXD4MGDERUVBTc3txoP5qmnnsJTTz2F7du34/PPPy/3hTs4ONT4sR8UYvMYjmbehq2VFYpfexUqQQ3Hwny0d/NGcw8vk5a2mJKhzzuZB14HVILXAgG8DkiD10E5TDCORlhYGMLCwnTmTZs2Tfv4rbfeMlosFbbRkEgk6NWrF5YvX44///wTTz75JPbu3YuePXti0qRJ2L17t14HqW31xSpjbWGJSW26ItijETKLClCoVKBfI1+Mbh5Ub5MMIiIiIqKq0KsxOKBpQzFy5Eh8++232LRpEy5fvozXXntNr20frC8ml8sRGxuL8PBwnXVu3LihfWzo+mL6cLaywYjHAvFBwh3Mj7+Fvj5+HBmciIiIiPRWSzudMhq9xtEAALlcjj/++AMxMTE4duwYOnTogFdeeUW/g9Sy+mJVcu2aqSMgIiIiIjI7lSYaJ0+eRExMDH7//Xe4ubkhOjoa8+fPR8OGVevmtTbVFyMiIiIiMjhzKHYwoAoTjfDwcOTl5aF///5Yu3YtOnToYKy4iIiIiIjIjFWYaMyYMQO9e/eGVCo1VjxERERERHVE3ehEqKCgAFZWVpBUsb1yhYnGgAEDHimoOqGKVcSIiIiIiMyZWq1GbGwstm/fjvPnz0MqlUIul8PFxQVhYWEYPXq0Xh036d0YvN6aMsXUERARERERGc24cePQpUsXvP766/D19YVYrOmoNjs7G8ePH8fHH3+M3r17VzqINxMNIiIiIiLS2rBhAywtLUvNd3Z2Rr9+/dCvXz8oFIpK96P3OBr11urVmomIiIiIqCrMdCCN5ORkHD16tNT8o0ePIjExEQDKTEQepneJxpEjR/DPP/+goKBAZ/6DXdTWSXfumDoCIiIiIiKjmT9/PhYsWAAA2L9/v3ag7UaNGmHevHnYsGGDXvvRK9FYuHAhdu3ahc6dO8PGxqaaIRMRERERUW2XmZkJHx8fAMDKlSsRHx+P6dOno3HjxsjKytJ7P3olGjt27MC2bdvg7e1dvWiJiIiIiMgseHp6YteuXYiMjASgqdk0ffp0xMbGwt3dXe/96JVouLi4wMHBoXqREhERERHVR2Y6Mvi7776L6dOnY+XKlcjMzAQAREZGws3NDR9//LHe+9Er0Xj22WcxY8YMvPjii6WymJJilTrrscdMHQERERERkdHIZDJ8++23SExMxPjx4yEWi7F27doqf+/XK9GYP38+AODgwYM680UiEf75558qHdDsvPCCqSMgIiIiIjI6Hx8fbcPv6hQu6JVoXLx4sco7JiIiIiIi8/PWW29h7Nix8PPzKzUCeEFBAXbu3AmpVIonnniiwv1UacC+pKQkpKamwsvLq/40DF+6VPN3+nTTxkFERERE5kUQmTqCannqqafw2Wef4fLly2jZsiVcXV1RXFyMmzdvIi8vD8OGDas0yQD0TDTS0tLw+uuv4+zZs3B2dkZ2djbat2+PTz75BDKZ7JFfTK2WkWHqCIiIiIiIjKZ169ZYsWIF8vPz8ddffyE9PR3W1tZ47LHH8FgV2i/r3UajVatWWLt2LWxtbVFQUIBPPvkE77zzDtasWVPtF0FERERERLWTnZ0dOnfuXO3t9Uo0Tp8+jRUrVmiHGre1tcWsWbPw+OOPV/vARERERERUd4n1WcnJyQn//vuvzrxr167B0dHRIEEREREREZk9wcBTLadXicaECRPwzDPPYPjw4WjQoAGSkpKwZcsWTJs2zdDxmV6rVqaOgIiIiIjI7OiVaIwcORI+Pj7YsWMHLl26BE9PTyxduhRdunQxdHymN368qSMgIiIiIjKaSZMmVbhc3zbaendv26VLl/qRWBARERER1WPPPfccAGDPnj3IyMjQdmUbGxsLNzc3vfdTbqLx+eef46WXXgIArFixotwd1PnqU4sWaf7OnWvaOIiIiIjIvBi6HYWBhukICQkBACxevBhbtmzRzg8PD8fQoUP13k+5iUZKSkqZj+ude/dMHQERERERkdEVFhYiMTERPj4+AIDExEQUFhbqvX25icaCBQu0jxeV/KpPRERERET1wty5czF27Fj4+PhAEAQkJSXp5AiV0auNRkhICE6cOFFqfpcuXXDs2DH9oyUiIiIiqi/MoAvaivTo0QN79uzBtWvXAACPPfYYpFKp3tvrlWgoFIoy56nVar0PRERERERE5uWvv/7CnTt3oFKpcPHiRQDA4MGD9dq2wkTjySefhEgkglwux1NPPaWzLCUlBUFBQdWL2Jy0b2/qCIiIiIjILBmotbaRzJw5E4mJiWjVqhUkEgkAQCQS1UyiMWLECAiCgPPnz2P48OHa+SKRCG5ubggNDa1+5OZi9GhTR0BEREREZHR//fUXdu7cCZGoeglThYnGkCFDAADt27dH8+bNq3UAIiIiIqL6SGTmbTRatmyJ9PR0eHp6Vmt7vdpobN68GQMGDECHDh20886cOYNdu3bhzTffrNaBzcb8+bp/iYiIiIjqgaysLAwcOBDt2rWDpaWldn6Njgy+Y8cOzJo1S2eev78/Xn755bqfaBQXmzoCIiIiIiKje+WVVx5pe70SDZFIBEHQLftRqVTsdYqIiIiIqI4KCQnBnTt3cPPmTXTt2hWFhYVQqVR6by/WZ6Xg4GAsX75cm1io1WqsWrUKwcHB1YuaiIiIiIhqtZ9++glTp07FvHnzAACpqal4+eWX9d5erxKNN998Ey+++CK6d++OBg0aIDk5GR4eHnrXzzJX19NSce3fq7C1lKJtcTEcraxMHRIRERERkVF89913+PnnnzFy5EgAQNOmTZGZman39nolGl5eXti6dSvOnTuHlJQUeHt7o127dhCL9SoQMTuCICDim69wIycHfR3sAQB71nyK0W3a4oM+/UwcHRERERGZBTPvdUoqleqMBK5UKqu0vV6JBgCIxeL6MUAfgIUH9uNGTg4AYE+7AO38H/6+gOmdOsPN2dlEkRERERERGUenTp2wZs0aFBUV4c8//8T333+P8PBwvbfXK9HIy8vDqlWrcPLkSWRlZek0DD948GCVg67tNp4/V24GOmLrL9j/7ATjBkREREREZGQzZszAL7/8Al9fX/z4448ICwvDiBEj9N5er0Rj/vz5SE1NxeTJkzFz5kx89NFHWL9+Pfr1q5vViB7sYGvmjlgAwEeDBgIA7hYVmSIkIiIiIiKjEovFGDx4MNq1aweRSIRmzZpVaZRwvRKNP//8Ezt37oSLiwskEgl69+6NgIAATJo0Cc8880x1Y6+1LAEoylnWUeZtzFCIiIiIyFyZeRuNgwcP4p133kHjxo0hCAJu376NBQsWICwsTK/t9Uo01Go1HBwcAAC2trbIzc2Fh4cHbt68Wf3Ia7GXO4di+fH/lblsRvfHjRwNEREREZHxLV68GBs3bkSTJk0AALdu3cLEiRNrNtFo1aoVTp48iS5duiA4OBjz58+HnZ0dmjZtWu3Aa7MujRvj0M0biE9J0c4TAejfoiWcrK1NFxgRERERkZHY2dlpkwwA8PHxgZ2dnd7b65VovPfee9oG4G+++SaWLl2Ke/fuYcmSJVUM1zy09ZQhyLsBfN090PF0PNSCgCGt26C1hzsa3C/ZISIiIiKqy/z9/fHCCy8gMjISIpEIu3fvRkBAAPbs2QMA6Nu3b4Xb65Vo+Pj4aB+7ubnhgw8+eISQaz9bS0tM6hSC2MuX8JdfS4hFEvRo0hR9WzSvUgMYIiIiIqq/RGbeRkMul8Pd3R0nT54EALi6uqK4uBgHDhwAUEOJxo4dO9C6dWs0b94c165dw7x58yASiTB//nw0b978EV9C7eRua4vxgUFQtmsPsUgEMRMMIiIiIqpHFi1a9Ejb6zW09/Lly+Hk5AQAWLJkCQICAhASEoIFCxY80sHNgYVCAbFcbuowiIiIiIiM4qeffsKNGzcAAIIgYO7cuejYsSOioqLw999/670fvUo0MjMz4e7ujuLiYpw+fRorV66EhYUFQkNDqxW8WZk/X/P3ETM6IiIiIiJzsHHjRgwZMgSApmbTpUuXsHfvXvzzzz9477338P333+u1H71KNFxdXXHz5k3ExcUhICAAUqkUxcXFOiOEExERERHRAwQDTwYikUhgaWkJQDOWRnR0NFxcXNC1a1cUFhbqvR+9SjQmT56MoUOHQiKRYNmyZQCAo0ePolWrVtUInYiIiIiIaiuxWIy0tDQ4OTnh2LFjmDRpknZZUVGR3vvRK9EYOnQoIiMjAQA2NjYAgMDAQHzyySdViZmIiIiIiGq5qVOnYtiwYVCr1QgPD0fLli0BACdOnNDpjbYyeiUagCbBuHv3LjIyMqoeLRERERERmYVevXrhwIEDyM/P13YIBWjG1Sip3aQPvRKNuLg4vPnmm0hPT9eZLxKJ8M8//+h9MLPUu7epIyAiIiIicySY7/AIFhYWOkkGANja2lZtH/qstHDhQkyePBlDhgyBtbV1lQ5g9iIiTB0BEREREZHZ0SvRuHfvHkaPHl0/R8W+d0/z19HRtHEQEREREZkRvRKNYcOG4ddff8Xw4cMNHU/tUzJ+BsfRICIiIqJ64MKFCxUub9u2rV770SvROHfuHDZt2oQvv/wS7u7uOsu+++47vQ5ERERERFSfiMx0yLnFixeXu0wkEmHjxo167UevRGPEiBEYMWKEfpEREREREZHZ2rRpU43sR69Eo2QI8vpGrVYjp6AQFmIxHEwdDBERERGRkV2+fBlXr16FXC7Xzhs8eLBe2+o9jkZGRgYSEhKQlZUFQfivHKiuttv4341ELDvwJwb/cwUAcPDHGLzVtxd8XJwq2ZKIiIiIyPytXr0ax48fx7///ouwsDDExcWhY8eONZto7N27FzNnzkSTJk1w9epVtGjRAleuXEGHDh3qZKJxJzsHC3bvh4VIhMvBnQAAN+5mY8723/HN08NhIRabOEIiIiIiqvXMtI1Gid9//x3btm3D4MGDsWjRImRkZGDmzJl6b69XorF8+XJ88MEHiIyMRKdOnRATE4Nff/0VV69erXbgtVnshUtQqFRwdbDH5VZtAADuAFLv5eHUzdsIbdbYtAESERERERmYlZUVxGIxLCwskJeXBzc3NyQnJ+u9vV4/zSclJSEyMlJn3pAhQxATE1OlYM1Fen4+JPfHDLHPvQf7XM1YGiIRkFlYZMrQiIiIiIiMwt/fH/fu3cOIESMwdOhQDBkyBEFBQXpvr1eJhpubGzIyMuDu7o6GDRsiPj4eLi4uUKvV1Q68Nmvf0Bv7L1+DoBYwcNcOAMD3w0dDANBG5mHa4IiIiIiIjGD+/PkAgDFjxuDxxx9HXl4eWrVqpff2epVojBgxAqdPnwYAPPPMMxg3bhyio6MxZsyYqkdsBnr7tcBjbi5IycuDXKVCsVKJtLx8RLR8DE3dXEwdHhERERGZA8HAk4GNHz9e+7hRo0Zo1aqVzrzK6FWiMWHCBIjvN4AePHgwQkJCUFhYiObNm1cxXPNgbWGBZUMG4uezf8FmTywkYjFe79kNA9r4mjo0IiIiIiKDKi4uRmFhIbKyspCTk6PtcTYvLw+pqal676fSREOlUiEoKAinTp2CVCoFADRo0KCaYZsPe2srOEotcDc3HxKxCEHO9tpki4iIiIioMiJTB1BNP/zwA7755hukpaXpjKdnb2+Pp59+Wu/9VJpoSCQSNG3aFFlZWZDJZNWL1gz5L1gGJYDXlUoAwND1P8PXwxW/Tda/uIiIiIiIyNyMHz8e48ePx6ZNmzB27Nhq70evqlNRUVGYNGkSxo0bBy8vL51lXbp0qfbBa6txG36E8v7jP1oFaOdfTs9E/O3bCGrUyDSBEREREREZyahRo7Bx40acOnUKABASEoJRo0bB0tJSr+0rTDQmTpyItWvXYvPmzQCAVatW6SwXiUTYt29fdeKu1U7cStI+Pt+oic6ylzdvx9GZLxk7JCIiIiIio1qwYAGUSqW2A6jffvsN8+fPx/vvv6/X9hUmGiXZy/79+x8xTDMlAJ73sgEAaY7OgAgoVigr3ISIiIiICIDZjgyuVCphYWGB8+fP47ffftPO79KlC5544gm998PWzWVwsbHSXhhPnziCp08c0TwRgNEdAsrfkIiIiIjIzI0YMQKApq32rVu3tPMTExMhkUj03k+FJRpyuRyzZs2qcAdLlizR+2DmYv344Rj62Xe6MwUAYmB63zCTxEREREREZAwl3dnOmjUL48aNg4+PDwDgzp07+OCDD/TeT6WNwRs3blzNEM1XZm4BujXzwbGbidqSDWsLCSJatcCtrGwO2kdEREREdVZmZiY2bNgAQNMgXKVSAdCUcPzzzz8IDQ3Vaz8VJhpSqRRTpkx5xFDNT9q9fCTn5KGtTAYvJwcAwGNurriWdhcFcoWJoyMiIiIis2CmbTTUajXy8/NLzVepVGXOL0+FiUZJsUl9o1SroVSpYG1poR1oxUZqiYzcArO9YIiIiIiI9OHh4VEjhQ0VJhpVaVVel9hLLeFiZ4t7hUWICwqBWgDyiuVo4OwAschcx3gkIiIiIqpcTRU2VJhoLFiwoEYOYm6aebiiiZszLMRipDnYw0IsRntHOyiUasic7E0dHhERERGRwXz99dc1sh92b1uGlp7uaOnpDpVaQAdlIdoW5aJYoUKYXzO42NqYOjwiIiIiMgMiwbCToTg7O9fIfpholMFCIkZP36ZIy8mF/Tcb4fztd1CrVOjWvP71wEVEREREVB1MNMqQmVeAN375A6k5+XC2tYaDtRXO3UrBm7/ugVqtNnV4RERERES1nl6JhiAI+OmnnzBu3DhERUUBAE6ePImdO3caNDhT2f3XZdwrLIK7vS1EIhEkYhFkjva4lJKBC3fSTB0eEREREVGtp1eisWLFCvzyyy8YNWoUkpOTAQBeXl5Yt26dQYMzlRvpWZCIdXuXEolEEIuAxMxs0wRFREREROZFMPBUy+mVaGzduhVr1qzBwIEDIbrfvWujRo2QmJho0OBMpbmnG1QPdeslCALUAtDUnaOCExERERFVRq9EQ6VSwc7ODgC0iUZ+fj5sbW31PlBcXBz69euHPn36YO3ataWWb9iwAQMGDEBUVBTGjx+PO3fu6L3vmtYvwBcuttZIz83DoU7dsb9TN6Tcy0NAQxnaNJSZLC4iIiIiInOhV6IRFhaGRYsWQS6XA9D8ur9ixQr06tVLr4OoVCosXLgQ69atQ2xsLHbs2IGrV6/qrNO6dWv8+uuv2L59O/r164ePPvqoii+l5jjbWuOj0QMR3LQRLrl44Ka7Fwa1b4UFQ/qYLCYiIiIiInOiV6Ixd+5cpKeno2PHjsjNzUVQUBCSkpIwY8YMvQ6SkJCAJk2awMfHB1KpFAMHDsS+fft01gkNDYWNjWaMisDAQKSkpFTxpdQsH1cnPNcjGC97O+Flbyc83TUIdtZSk8ZERERERGaknrfRqHBk8BL29vb49NNPkZGRgaSkJHh7e8PDw0Pvg6SmpsLLy0v7XCaTISEhodz1f/nlF/To0aPc5bm5uXofu7q+OXwW289dwrO7twAAxl+/i5fDO6G7XxODH7s2KigoMHUIVAvwOqASvBYI4HVAGrwOqDx6JRolY0e4urrC1dVVO08srvlhOLZt24a//voL3377bbnrODg41PhxH3TuRhJiz1+Bu4Md7O+XYthILfHFoTN43L8l7K2tDHr82srQ553MA68DKsFrgQBeB6TB66BsospXqdP0SjTatGmjbQT+IIlEAk9PT/Tt2xevvPKKtsH4w2QymU5VqNTUVMhkpRtVHz16FGvWrMG3334LqdR01ZQO/P0vxAAsJRLtPDsrKdLu5eHE1USE+7cwWWxEREREROWJi4vD+++/D7VajREjRmDixIk6yzds2ICff/4ZEokErq6u+OCDD9CwYUODxKJXkcTbb7+N0NBQfPXVV9i5cyfWr1+PLl26YObMmZg/fz7i4+PxwQcflLt9QEAAbty4gcTERMjlcsTGxiI8PFxnnb///hvz5s3D559/Djc3t0d7VY9IU+2tdGIlAFCbQ4U4IiIiIjI9I7fRqG0dMOlVorFhwwZs3bpVWyzWrFkz+Pv7Y+jQodi7dy/8/PwwdOjQ8g9iYYF58+ZhwoQJUKlUGDZsGFq2bIkVK1bA398fERERWLJkCQoKCjBt2jQAgLe3N9asWVMDL7HqHm/VDHsSrkCpUmvnFcgVsJRIEPKYj0liIiIiIiKqyIMdMAHQdsDUosV/tXFCQ0O1jwMDA/Hbb78ZLB69Eo28vDwUFhbq1L8rLCzUNsp2d3dHUVFRhfsICwtDWFiYzrySpAIAvv76a31jNrgOTRugX3tf/H7uMn5pr3kzCuQKvNK3CxxtrU0cHRERERFRaTXdAdOj0ivRGDx4MJ577jmMGzcOXl5eSE1NxcaNGzFkyBAAwJEjR9CsWTODBWlsYrEYr0Z2R9+Aljj5byKspJYIa9UM3i6Opg6NiIiIiOiR6dMB06PSK9GYNWsWmjRpgtjYWKSlpcHDwwNPPvkkRo4cCUBTBNO5c2eDBWkqbRrJ0CYjGYAAMMkgIiIioqowctPe2tYBk16JhlgsxpgxYzBmzJgyl1tZ1eHuXn/8UfM3MNCkYRARERERVeTBDphkMhliY2OxdOlSnXVKOmBat26dwTtg0ivRAICMjAwkJCQgKysLgvBfejZ8+HCDBEZERERERPqrbR0w6ZVo7N27FzNnzkSTJk1w9epVtGjRAleuXEGHDh2YaBARERER1RK1qQMmvRKN5cuX44MPPkBkZCQ6deqEmJgY/Prrr6X65SUiIiIiIg1RPR9+Ta8B+5KSkhAZGakzb8iQIYiJiTFETEREREREZOb0KtFwc3NDRkYG3N3d0bBhQ8THx8PFxQVqtbryjc3dlCmmjoCIiIiIyOzolWiMGDECp0+fRr9+/fDMM89g3LhxEIvFePbZZw0dn+k1bGjqCIiIiIiIzI5eicaECRMgFmtqWQ0ePBghISEoLCxE8+bNDRpcrXDihOZvSIhp4yAiIiIi88I2GhVTqVQIDAyEXC7XzmvQoEH9SDIAYOtWzURERERERHqrNNGQSCRo2rQpsrKyjBFPraJQqpBTUITcwmKo1fUzJU0rysKxjAs4kXURqUWZOmOoEBERERGVR6+qU1FRUZg0aRLGjRsHLy8vnWVdunQxSGCmdvlOOn798zy6X0+GIAhIiD2KUT3aw8PJ3tShGc2puxexL/UMRCIRFAoFTuVdQZhne4S6tzV1aERERERUy+mVaGzevBkAsGrVKp35IpEI+/btq/moTCwztwDfH4xHXmExcvILIRKJcDMtC98eiMfUJ7pBItarV2CzliPPw/60eLhbOcFCLEGxSA6JpQRx6Qlo6eADNytHU4dIRERERLWYXonG/v37DR1HrXLhVgrOXruDu/cKEJhfBAA4fukWmslckZiejaYyVxNHaHi3C9MBABZiiXaehVgCQRBwuyCNiQYRERERVUivRAMAFAoFzp07h7S0NAwYMAAFBQUAAFtbW4MFZyoJ15KRlpMHRxtrbO/eHwBgZWmBf1PuIj07v14kGhKRGOU1x3gw+SAiIiKistX3kcH1SjQuXbqEl156CVKpFKmpqRgwYABOnjyJrVu3Yvny5QYO0fhSc/IAQQQAuGfrAAAQCwIEQUBK9j1ThmY0TWy9IJVYoFBZDBsLKwBAoaoYFmILNLHzqmRrIiIiIqrv9GpsMH/+fEydOhW7d++GhYUmN+nUqRNOnz5t0OBMReZkD6mFBHKlCn7XL8Lv+kUolCrYSi3hZGdt6vCMwsbCCkMadkeRWoHUomyky7NRqJRjcMPusLewMXV4RERERFTL6VWicfXqVURHRwPQNAAHNFWmiouLDReZCUUEtsTOk/9ApRbQ8VICRCLgUhM/ONrZoJOvj6nDM5qm9t6Y3CIatwvTkZ9fAF/3xrCSSE0dFhEREZF5qOdVp/Qq0WjYsCH++usvnXkJCQlo3LixQYIytRbe7nCzs0NaRh4UChWK5SpkZBcg6DFv2Ejr1xdtqcQSXtZu8JQ6M8kgIiIiIr3pVaIxbdo0vPjiixg9ejQUCgW++OIL/PDDD3j33XcNHZ9JHP37Ov66nqJNQkUAlEo1fjqQgOf7dYaHc/0YSyNbno/YO2dwNTcVCoUCvs4NMahRB7ha1Y/XT0RERETVp1eJRq9evbBu3TpkZmaiU6dOuHPnDlatWoXu3bsbOj6TePWz3wBoEowSJY9XffOj0eMxBaVahW+vH8aNvHTIrJ3gKXXEnYK72HgtDnKV0tThEREREVEtp1eJRmZmJtq0aYP58+cbOJxaRnjosQjY8c89LDRVPEZ0Iz8dd4vz4G3jDEDTNsfNygFJhdm4lpeKVk4NTRsgERERUW1Xz9to6JVo9OrVCyEhIYiKikLv3r3r5NgZpdy/MDYE9tadJypz7TonT1FU5j8OkSBolhERERERVUCvqlMHDhxAz549sXnzZnTr1g2vv/469u/fD6WyjlahUUP7JTtfao186f0ubQXUm8zUw9oRamjGDikhCAIEAB42TqYLjIiIiMhMiAw81XZ6JRqurq546qmnsHnzZuzYsQOtWrXCsmXL6mwbDYuSsyIAIXcuI+TOZW2CsfiFASaLy5ga2LjA39kHdwqzkKcoQr6yGHcKs+Dn2AA+tnV/ZHQiIiIiejR6VZ160N27d5GRkYGsrCw4OjoaIiaT69q2KeLO3wAAhNy+DAA40cAXEAGpd/NMGJnxiEQiDPHphMfsPXEm8zqKBTHCZQEIcm0KsUiv/JSIiIiofqsnNWHKo/eAfTt27EBsbCyKiooQGRmJzz77DO3atTN0fCbR1MsVh/+6AZEgaIqmRIAIAsQiMdo08zR1eEZjIZago9tj6Oj2GHJzc+Hg4GDqkIiIiIjITOiVaIwZMwZ9+/bFwoUL0blzZ4jFml+01Wq19nFdIrUQQ6QWoBYA4f4EARDUagj1PDMlIiIiItKHXonGn3/+CekDI2JfunQJMTEx2L59O44cOWKw4EzlZko2RNA0YBHdb2mjeS7C7fQcBPv5mDA6IiIiIqLaT69EQyqVIjMzE9u3b0dMTAwuXryI4OBgvPnmm4aOzyQKi+UAAIlIpG0tLxGJoBYEFBbKTRcYEREREZmPel4TpsJEQ6FQYP/+/di6dSuOHDmCxo0bY+DAgUhKSsLy5cvh5uZmrDiNysXBDiIAagj4smN/AIBaECAWieBsb23a4IiIiIiIzECFiUa3bt0gEokwdOhQvPLKK2jbti0AYPPmzUYJzlQay5xhZWkJQIBCJYZIBNhIJBCLRfB2r5s9bRERERER1aQKW3L7+fkhNzcX586dw/nz55GTk2OsuEyqTRMZGns6QyFXovO/FxBy9QJUSgVaN/aEi4OdqcMjIiIiIqr1KizR2LRpE+7cuYOYmBh89dVXeO+999C9e3cUFBTU3VHBAbRu6oXLN9IhAAhMvQYA+LNRa5y+cBuNPDkqNhERERFVTlTP22hU2jdtw4YN8fLLL2PPnj34+uuv4eHhAbFYjCeeeAJLliwxRoxGN2z2eggoPcS7AGDv0Qsmi4uIiIiIyFxUaRCM4OBgvPvuu/jzzz/x9ttv4/Lly4aKy6RyC+SaE/NAFioSNAnH2+v+MFFURERERETmQ6/ubR9mZWWFQYMGYdCgQTUdT+0h/FeSAdx/XFLMQUREREREFapWolHnVVSfrp7XtSMiIiIiPQn1+4sjE41KfNZhoM5zZ3tpOWsSEREREVGJKrXRqC9aNCpjIML7CemU4d2MGwwRERERkRliolGGpyKDNQ8EoOfN8+h58zwgAqwsxQhq3dSksRERERERmQNWnSqDi4MNPF3sUVisQLusREAkwulWwfB0tYNEUn9ys0KFAj9cOYs/Eq9CqVSiT1M/POkbCDtLVh8jIiIiqgzH0aBSCooU8PXxgJ2VJUQiEcQA3Jxs0ayBO/IKik0dnlGo1WrMOroLX/1zGtnFhciRF+Gbi2cw/UgsVGq1qcMjIiIiolqOiUYZHGytcDMpEx7O9nBztIOrox2sLS1w485duDjZmjo8oziVfgfnMpLhZWMPB6k1HCyt4G1jj78zU3E05aapwyMiIiKiWo6JRhkUChVsrS1RJFdCpVZDpVZDqVLD3sYKhYVyU4dnFBez0iESCRCL/7tESh5fzEwzVVhEREREZCbYRqMMcoUKLXw8IFeqoLKUQiwCWjWVAYKAYrnS1OEZhbu1LcoenVAEdxt7Y4dDREREZH7YRoMe1rShKyAA7o62OPrEOPxv8Hg42VpBLBbB28PJ1OEZRc+GzeEstUFKfi6yCwqRU1SEtPw8OEmt0NunhanDIyIiIqJajiUaZWjSwBXFxQrsOHkFgAgiCBCJRBg3uDPsba1MHZ5R2Fpa4lm/jlh86hAy5IUQBAGOVlZ4yT8UDtL6cQ6IiIiIqPqYaJThyo10HDx2BWoAvW/FAwD2NQ7C2u8PY1ifQNha1/3uXXOKi3A0KRGDH2uDQqUSxXI5XGztcDL5DiIat4CbTf1oFE9ERERE1cOqU2V49d3vIAiavo99s5Phm50MCIBSDZy5cMvU4RnF1ey7KFIq8M/dDJxMvoP4tBRcyEhHoVKBf7MzTR0eERERUa0nEgw71XZMNMqQk1/OOycAM5dsM24wJiIIAi5lZiCjIB/2llLYW1gis7AAlzPvQimoTB0eEREREdVyTDTKI1Qw1QMikRhypQrWFhYQiUQQiUSwsrBAsVIFsVBWb1RERERERP9hG42yCA8+0M0szKGYqiao1Wo0c3ZFan4u1IICarUaFhIJmjk515dci4iIiIgeARONMogACBAgApBvaX1/nvDA0rrP09YeLlbW8HV2Q1ZxIRQKBTzsHZFRmA9PO46jQURERFSpev7rLBONcogEACJgU6vw/2YKQIsm7iaLyZgaOzrB30OGhLRUuFrbQAkx0gvz0drVA82cXEwdHhERERHVcmyjUQZ35/tdtz6Yhd5/3KqFzOjxmIJIJMJTbQIR1dwPOUWFyCoqRGTTlhgXEASxqH6U6hARERFR9bFEowxO9lbIyMwHREDkjVMAgF1NggEBaODhaOLojOdcSjJWHDuK5Lw8CIKA65k5sLeUootPE1OHRkRERES1HEs0yqBWCRCJNNWnmuamoem9NE1/xSLgbma+qcMziuyiIrz++05czMhAbnExcouLcfnuXUzfsxt3C+rHOSAiIiJ6FBxHg0rxcHf8r9rUQ9WnmjRyNUVIRrf90t9Izc+HpUQCS4kE0vt/MwoK8Ms/f5s6PCIiIiKq5ZholKFxgzIaO98v0WjsXT8SjfiUZAiATnsMsUgEQRCQkJxkusCIiIiIyCww0SiDGCKIVQJEKkE7lIZILcDBRorc/GJTh2cU3vZOAAQIwn9FOoKgybZk7N6WiIiIiCrBRKMMgqpYU2NKAHIsbZFjaQsIQG5uMdzd6seX7KGtW8NGYoEilRKFCiUKlUoUK5Wwlkgwom2AqcMjIiIiqv0EA0+1HBONMsTsvqB9835oEYYfWoRpngjAlu0nTReYET3m4oouDRtDAjFKToZYJEZHWQO08vAwbXBEREREVOsx0SiDWq35W1bL/v1/XjVdYEZ05949OEqtEeHzGBraOMLLyh7hPs3gbmOPm9nZpg6PiIiIqPar5yUaHEejHCWJRdTN4wCA7U06a+bVk9QsJTcPV9Pu4t+MTChUagiCgCN5t9DM1RnJublo6sLRwYmIiIiofEw0yvJA17YN8jP/mycCoDZRTEaWW1yMf1LToRYEbeWpIqUSF9PvIjO/wNThEREREdV6ospXqdPqye/zVSPSKY564ImZDI5SE07fugP1/R6ntGdAANRqAadvs3tbIiIiIqoYSzTKIXqo4psI97u6FdWP3DQ5L1ebX5UU4pS88pTcXFOERERERGRehHryC3U5mGiURRDqfVlXU2dnCAAkYhHEEEG4n3Uo1QIaOzubNDYiIiIiqv2YaJRFJNJmoBnWTpp59+sPtW4pM11cRtSugTesJRIUq1QQRIBm8D7ASiJBhwYNTB2e0RUoi6FQq+BoaQNRPSnVIiIiInoUTDTK4GBridxcOQBgS5OumiTjfv0hT/f6MWCfh70dQnwa4UJqGvIVCgiCADupFG08PeHl6GDq8IwmX1mMnXfi8U/OHQgQ4GnthKhGHdHI1tXUoRERERHVakw0ymBvY6VNNB7uo9inUf3o1rWFuxtauLvB28EBSrUacoUcdtY2sLKQwNfD3dThGYUgCPjl5v9wMz8dntaOEEGEe4pCbLoWh8m+feEktTV1iERERFSb1e8mGux1qjyaQfoEDL15FENv/gmRIEAkANnZhaYOzSikEgmeD+0ImaM9IAJEIhHc7W0xITQY1pb1Iz9NLcrBjfx0yKydIBaJIRKJ4CS1hUKtwoWcRFOHR0RERFSr1Y9vjFUmQkkK6l6Y899sQYBEJDFNSCbgaW+PKd1DkVVQiNy8PDT29KhX7RPylcUQQVTqNVuKxciS55soKiIiIjIX9edbU9mYaJRBqVT+N0DfQ9zc6kcbjRIikQiudrawVKvqVZIBAJ7WjgAAlaCGRPRf4V+RSokmtvWj+hgRERFRdbHqVBky0u//Wv1gvbr7vU7t+eO8KUIyCblSiYOXruGNX3/HgtiD+OOvyyhSKE0dltE4WNrgcU8/JBdmI0degDxlEZIKstDI1hV+TvWv5y0iIiKqIsHAUy3HEo0yiFDG+Cr3h9ZIS8spY4u6RxAEfLjrEGJO/63p4hYC9l+8gUHt/TA/ug/E4vpRutFT1hZe1s44mnEF+Ypi9PEOQEe3x2Ap5j8dIiIiooqwRKMswv3G4BCQbOOCZBsX7cjgSpWpgzOOv++k46eT51GoVEItaMbQKFIqseXM3zh7646pwzOaApUCCZlpuJqdi6R8Oc5kpCKjqMDUYRERERHVekw0yqVJLGIbhCC2Qcj9IioBUsv68Uv+N0dPQaUuXSanFgRsOHLaBBEZnyAI2HztNOIzE+Fp4wBvG0dkFhfgy0tHkSOvH72PEREREVUXE40yWEnFpeu+3X/cu2drU4RkdLfu3q8ipn5oApCYlW2aoIwstTAXV+6lwdvGCZL73du6WNmiWK1EQmb9KdUhIiKiaqrnbTSYaJRBXqwC1JrqUyNvHMbIG4chuv+G7vr9gqnDMwqZox2gwn+joqvvP1ZpRg2vD3KVRRBDXEb3thJkFLN7WyIiIqKKGC3RiIuLQ79+/dCnTx+sXbu21PKTJ09iyJAhaNOmDXbv3m2ssMqm1rTPAAQ4KfLhpMgHIEAkCNpf9es6Jyur/7JlEf4bWkQAHKRSk8ZmLJ7WDhAgQCXovunFKiWa2buZKCoiIiIyFyIDT7WdURINlUqFhQsXYt26dYiNjcWOHTtw9epVnXW8vb2xaNEiDBo0yBghVUwQtO+eObyJhnAjI1vzoIwiusSse6YJysicpDYI82qBO/nZyJEXIl8px+38bDS0dUIbZy9Th0dERERUqxmlj86EhAQ0adIEPj4+AICBAwdi3759aNGihXadRo0aAQDEYtPX5irp3lb0QLJR8oO+qFS/t3WTtYWFtvRGdP8lC/f/JxXXn9HR+zVsjQY2jjiadgNFKgUiG7ZGZ8+mkErYvS0RERFVop58byyPUb4tpaamwsvrv1+AZTIZEhISqr2/3NzcmgirfCVJxkONwUUALCxFhj9+LdDU1QF/PjSvpHSnmatTvTgHJR6TOuGxRu21z1WFxchFsQkjMp2CAnbtSxq8FgjgdUAavA6oPGb5s6yDg4PhD6ISADFwy9Zd8/x++wwHZxvjHN/EikoagpehsFhZL85BCUEQkJyfC7lahQZ2jpBK6k+JTlnq03tPFeO1QACvA9LgdVCO+l2gYZxEQyaTISUlRfs8NTUVMpnMGIeunpJiLhWwx6OD9jFEQGGBwmRhGdO15AyI1Pf/fZQUZdw/LTdL2m/UAxmF+dj4zxkk5edCDEBqYYnRLQPg7842GkREREQVMUqDiICAANy4cQOJiYmQy+WIjY1FeHi4MQ5dLSKgzAxUJADFhfUj0VCoBG11MZF2pHTNX4WqfqTnakHAhr9PI6OwAA3sHOBt7whbCwtsvBiPtII8U4dHREREVKsZJdGwsLDAvHnzMGHCBAwYMACRkZFo2bIlVqxYgX379gHQNBjv0aMHdu/ejXfeeQcDBw40RmhlE/5rAP7krUN48tah/3qfqh/fseFkY1XuMger+tG97e28HKQW5MHD1k47loaNhSUEATiXnmzi6IiIiIhqN6O10QgLC0NYWJjOvGnTpmkft2vXDnFxccYKRw+ajMJWVfTA8/rT2a21hUXZSZUA2EgtjR6PKRSrlBCV8ZZLxCLkKuTGD4iIiIjMSz35gbo8ZtkY3OBK2mg8/CXzwT5v6zhbqVTTre3DAxSKACuL+tEYuqGdIyQiMeQqlbYBuCAIKFYp0drVw8TREREREdVuTDTKooamUllJFvrAgHWiepKaqgUBUD3Uza8IENSA2HgDypuUraUUg5u3wc+Xz8NCLIGFWIRCpQLt3b3h6+xu6vCIiIiolqsfP0+Xj4lGGTQD9t0vvRAenF9/SjQcrCw16cSDJRr3X76dVf2oOgUAoV6N0dDOEafTklCoVCDATYZWrp6Q1IKBJY0tV1GIDPk92KhtYVGPBm0kIiKi6mGiUSZB2/PUNTtNN6YitaaFeMMGNiaNzFgsJBJNkvFwXqWuXyODA4CPgzN8HJxNHYbJFKnk2JV0Gv/cS4RCoYB9ui36eXeAv1MTU4dGRERUu9WPijDlYqJRBpGgqSIEkYCDrgGamfd/2ZdI6keicSUxA1CX0UwFwJU76aYIiUxkd/IZ/J1zC57WTlCKlVCLgZjb/4OLpT0a2rqZOjwiIiKqpepf/Q99CLg/Erig+VsyAcjNKap42zoi816B9nFJV78lUjNzjB6PqRUqFLhXXKypUleP5CkLtUmGIGh64rISW0IqkuB05lVTh0dERFTLCQaeSouLi0O/fv3Qp08frF27ttTykydPYsiQIWjTpg12795dY6+0LCzRKMsDXybHJe4HAGz0CYdIEJB9N99UURlVRnZuqQSj5HF+PRkdHQDy5XJsu3gR51KSIQhAA0cHDG/TFo2cnEwdmlEUqeRQC2pczU3HnYIcKFRK2Ftao5GtE3IU9ePfAhERkblQqVRYuHAhNmzYAJlMhuHDhyM8PBwtWrTQruPt7Y1Fixbhq6++Mng8LNEoR8mXbEtBBUtBdf9LtqCThNRlBcWqcpcVK+vHORAEAd8mnMPZ5GR42tnB28EeWYWFWHPyJHKK6kfJlrOlPVIK8nAt9y5sJBZwsLCCSlAjITsJ7lJnU4dHRERUuxm5QCMhIQFNmjSBj48PpFIpBg4cqB0cu0SjRo3QqlUriI3QsQ1LNMpS3ngZ9WvMPojUwMNXsQgiiOpJepqSl4fLGXehVKlw9OYtKNVqeDnYw8bSEmdTkhHWtJmpQzS4YrUSlmIpLMUiFKkUEAmAUiTAxsIS+cr6U7JFRERUHSIj/zabmpoKLy8v7XOZTIaEhATjBvEAJhrlKTfZqB+/5jtZi5FdoCnVKDkLwv3/W4vrR7aVW1yMxOxs5BYXQyqRQATgds49CACS7+WaOjyjKFAWw1lqjwY2rkguykSBvAgeNs6wlVjjnrJ+lOoQERFR9TDRKIt2wL4HkoqSx/Ujz4DUwgoioUCnBKeky19rS6mpwjIqC7EEqXm5UKkEFCmVgCCCpYUYYrEISnX5VcvqEmepLSzFFpCKLeDr0BByuRzS/7d33+FRlOvDx7+zu9lUQkggDQEBaYLU0FGkC9JVrKhYjvg7ilhQEdvB3g4qckQEUc9rRTF0RIpSpTcVDh0CpADpbcvMvH9sSZYUQEI2ZO7PdS3szuzO3vNk9pl55mlWKykFmTQKjfZ3eEIIIYQoJiYmhpSUFO/r1NRUYmJi/BaPQRrBXBjXBbWrRPG/0Lr8L7Ru0czgBiloZOfaQMX10NwP9+ucPLtfY6ssdtWJ06lzpqCAfLuDAoedzIJC8grt2J3GKGgEmCz0j7uG07ZcMu15FKh2UgqyCA8IpkNU9W86JoQQQlxOrrnmGo4cOUJSUhJ2u51FixbRu3dvv8UjNRql0XXXXBrorKvZ3LVMc0/iZ5CZwT1pgFZUuNLdPeQN0nKKQoeTggI7ISYLqklH1yEABbtT43Re/rk3UE0kRDUkwhrC+lP7OJWbRbfajehS5ypqBAT5OzQhhBCiaqvkJvcWi4UXX3yRBx54AFVVuemmm2jSpAkffPABrVq1ok+fPuzatYtHHnmE7OxsVq1axdSpU1m0aNGlieeSbLVa0FFKm67OIDUaAeg43JMUelPBU6ujGSMRcgptBJgsoECQYkIxgVPT0BTILzRWR+irasRwVY0YcnJyqFGjhr/DEUIIIUQZevbsSc+ePX2WPfbYY97nrVu3ZvXq1ZUSixQ0SqPrrqtrXee+E8sB+OyKfkXrDMBu1121GWf10dB10Jx+C6tShQcFERIQQL7NTlZhAToQGGAhNCiA2mFh/g5PCCGEEKJKk4JGWc4uT3hmBzdI0ylNLX0kX0XB1V/DABpH1QJNJ6fA5mo+pigU2uyg63SoG+fv8IQQQgghqjTpDF4aT6GiFIpBajQ8FF33eRhpLpH0/AKcDg2TiqvVnKqj6CZwQlJ6pr/DE0IIIURVV8kT9lU1UtAohXdkqbOGtzXI9TUAYYFmlFKOYAUdq9kPAfnBvtTT5NvsWBQTqqqjaTqKpqPrOluOnvB3eEIIIYQQVZo0nSqN7rqgRlG8pcWiu/nGKG7kFapFJWXfGfuwG2N0W5xOlQKbg+J93x26jtPuJKdAJqsTQgghRPmMMi1CWaSgURpPTYam80dIPfdz/4XjF5q7YKXhW9AwGaf5mKppaJp7WN/ilVtATr7NX2EJIYQQQlwWpKBRFncNxuYaVxW9PuuCszozuUeXKjHArwYYpOnUsTNZrpG3cBc2wF3bBadyjDOPhnDJcRTwZ+ZxTtmyqRsSydU16xJktvo7LCGEEFWaQS4cyyAFjdIUu2Mf4B7L1WEyl7y1XY0p7kJGqSNPGWR423y7wzUbuumsdNCgoNAg7ccEAKkFWXxx6DcKVDtWk4Wt6YfYcOp/3NPoesJk4kIhhBCiVNIZvCzuwsZdqau5K3U1oBhmDg1w11zopQ9xYJRU0J0qiu4udBV/aGBW5KdjJEtP7kDTNeKCI4gKDCM+uBZnbLlsOLXP36EJIYSoymTUKXE2bx+Es0ad8llX3em6q9/7WQe0gnFmBo+NqIlJB5MKJieYHK7/FRVqhwb7OzxRSWyqgyO5p6hlDfVZXssayh+ZSX6KSgghhKj6pKBRmjKGsjXGeFNuno7gZ9O4LErQFaHLVfUxaa4RIxT3/2iu51fHxfg7PFFJzIoJs8mEqvv+IJy6RpAlwE9RCSGEEFWfFDTK4TNZHZQ7kV91o+h4O8R7uZcZZai2AydPo2gUFa50d6FDh1MZuX6OTlQWi8lMh8hGpBVmo7t//5qukWHLo1Ptq/wcnRBCCFF1SWfw0mi4ria9E/cBqvuFQYpmnrv3KBTts/uC2ygFjSOnMtC1kvur63AiI8s/QQm/6B3bkmxHPnuzTqAoJnR0ukU3o12tK/0dmhBCiKrMIDeoyyIFjbLoOqCwPeRK3+VGmU+jeC2Ow73MXLTOCMwoJTtcKa6yl91mlANBAASaA7j1ym6cLswmx1lIpDWMmtYQf4clhBBCVGlS0CiNZ84MdHaENfQsdP9vjJ4aiu4aecq1t+59VxUjTY6OzekE1dOMrNg0Kgpoqurf4CrZkfQM1hw+yskzGSRcWY/ODeoTFmi8OSRqB4VTm3B/hyGEEOJyYYx7s2WSgkZZXBUahKiFAOSbA12zZRvkIhvN3UfFZ389o3EZIxECFMXVCbzYMgVXOTSvwDgzg285lsS/f9tAel4+uq6z+mgSreMOMqlfL0MWNoQQQghxfgzS4+ACeTp963Dr6Q3cenpDsf4axiiaKpqn6VRRB2jvc4MMb7vuzyNljj6Wm2eMWQsdqsrUtRvJLCggIiSIiKBAggMsbE46wbJ9+/0dXqVyaCp70tP4PfkYh7LS0QySFwghhPj7lEv8qOqkRqM8Z8+joevGaTfkKVgUmwxdMdachZw4k+2t2fJhoDQ4npnFyawcaoeG4FQ17E4nwYFWAs1mVu07xMhrWvo7xEqRZSvkk92bSM3PxXNQNK1Vm3tatCfIItmoEEIIURo5Q5bG00SqlCtro9zNV3TQXf8ULdRBQTdM06maQYGczirw7acC4OkkbgA6oOk6yVk52BxOdF3DZDJjDTAb6o7+/EN7OF2YxxVhrv4Zuq7zv/RTrDt5hD71ZYhbIYQQZTDQubI00nSqFIq36VQpNRpGoeuuOSSKzSWCrruHuDVGOlxRO6Jov4vTdUzGKGtxRc1wdE0jIzuP/Dwb+XkOCvLtpOfk06xObX+HVynsqsrO0ylEBxfNDK4oClHBIWxMkZnBhRBCiLJIjUYZzp6gT/FcbBrkIts1d4RvuyFvmlwWrQIvXn5+IThx/Uo8u+2ZX8QgNVv5DidBuhmnXUdHR9fB6dSwWEyoTmONvFU6Y/wWhBBCiL9DChqlKTYj9uaQRq4nngtLI/XRKNY/o8Q6A/jf0dOYNNBtFPW68oxCZZC6wMz8Ak5n52M1m3E6Ve/wxmZdYVdSir/DqxRWs5k2tWPZnHIc1a6Ra3dQMygQzawz4qqr/R2eEEIIUWVJQeMc/gy+wneBYWo0XHewS3aEdjepMgBboaNoxC0omrhPAd0gN/PzbXbsThWnQ0Vz77OigMOkkpFb4N/gKlGH2nX5f9t2kJ5fiKZrmEwm6oXXpGWnGH+HJoQQoiozxmVjmQxyX/YCFWsmFe7MI9yZ57PMEFTdPZRt0fC2rufGGXoq0KJ4CxYK7gKHu5ZHMUYSEGCy4LSraA7cTcZchSzNCU7VGImg6zo//PknmgMirEFEBYUQERBEToGdZQcO+Ds8IYQQosqSgkZZ3BfTIzO3MDJzi2uZZpBb+RRdSHsusBVv5YZumIts1aG7a3B0V9M593MFd6d4A3CoDldNhqeg6S5soEF2jjFqNGxOJ78fT8JiMuGwq+Tm2dEcruaVyw8e9Hd4QgghqrLiAwxdikcVJ02nSlN8eNvS1hmBp4nUWUmguMY79UdElc5pB5P74rp4MqgKKCZjpMGh1HQUJyVrcRTIyzfG7OhOXScrv4C8PLu7FkchGxsWi4lAkzHv1eiXwclNCCGE/0lB43wZ7MSq6KBruP7xFLjcExYapUZD0XTXRTZFBQ0dMGOYshY1gwJdHeDPLmiYQHMao1onyOwadcvmULFazCiKgq5Dod1pmL46HvvST7Hk8D6ScrKpZQlgSLNWXFM7BsUog2QIIYS4IMa8HXcuuubu+Fty/gTX1bcB6DqK6qrVUFTf54YpdLn/1EppD4McBtl5NhTVXaujuh4mDVBBdfo7usphc6pYdBMBZhOaDqquo+k6VrPZUAWNg5npfLJzM+mFhcSH1qDQ6WT27q3sSEv2d2hCCCGqKKnRKI3uvn2rFbuoNsi1tYeigY7uqszw7Lv3uTHuXpo8aVBsmScJFIPMjn78TJbPgAAeJpOxfhKhVivBARZyHHY0XcesmAgNCCDMavV3aJVm2ZH9hAZYiQgMAiDMasWKwtIj+2gbHSe1GkIIURqj3JwtgxQ0yqK5xjJdH9zY/dpAty7BVaOhnNVcxjO9iFF+NMXnJiy2y8rZC6oxp6qdNRiAO1k04xwGIdYAWsZG80dKGvVr1gRc+55RUECPhvX9HF3lOZGTTXhgILk2OwUOByZdIzIsjJN52Th1jQDF7O8QhRBCVDFS0CiN5pkwAfYFxBRbBpgMcteuvAnADXKBiaq7On2ffafWQMPbBpotxWozXDvtqtVRMMplpaIo/F+3zry6/FdSc3K8y5pH1+GO9m38HF3liQurwdrDR8kqsKEooKoaNUOCuCYuBosirXCFEEKUJGeHc4hy5hLlzC1aYJBewIqmuYZxPXs5OopBhvn1NBlC188qc+lgkDkkaoUF+zYhdFNKpEn11qROFPd3aE+cNRSlQOeqsEge7tyR2qGh/g6t0kQFhHAyOxvQMbmLmyk5udS0BEmzKSGEEKWSGo3S6EV3sYfk7gTg84juFLUdqv4UDXRVL1kU1Ywzj4ai6a5DwQJ4+mroeOeRMAKzu/mcctY8jQqA0yAHArD5UBKTv19Bem4+OjppKTkcO3GGqWOGUz8qwt/hVYoDZ9KJCQzjaFYWDlXFrCjUi4jgeGY2mq5jksKGEEKUZJxTZamkRqNMBj8ydHeBQnV3incNt2OoeTQUDUzo4NDBpoPd9dykUmptT3VkK3S4Rtgq1k9D8RS2DNJtSdd1XvlxBadycjGZwGpxNRo7kpbJO/N/9W9wlehYRian8woIUiwEYCYQM1n5hRzLyEIzSocdXMfD0axMfj+RxO60VGxOgwy/JoQQf4PUaJTGW6Nxdk9o49RooOvg1FHMiu8+G6TJEOCduNF81gW1bjJOrc72fcmuAoWG67aE4n6uu4a6NYKsPBtJZ7IwKwp2h4quq5gUUEwKmw8d93d4lSa3wE5abq5rXhUFNF1HsdsIslgMU5vh1DS+/XMXO1KT3acJhZpBgTzUriPRoWH+Dk8IUQUpBroRUxqp0SiN7hnaFtwTanj/MwrFM7W9U/N96LphfjSKBorDdSx45hJB1VGcOopBanVqhQZgsuuYVPfDoWPSXP8bZS6RAqcDVdOx2zU01TWVjqqC06ljdxiktAVk5hagqRqaouNER0dHUzVycgtRDdJva0dqMltOnsDp1EjNySWroJCswkK++2u3IWdLVzXNULVZQogLJzUa5VHVomZCqlpy9KHqTAPFRMnCleeOtgF4ChNnz6NhoK46hAQEYNZBt5cchEwzSLVO7dBgV38l8E0EHcM0HwPIK7RjcironvZzOph0hUJFNcxF9vqkY+xMSSEjv8A7p06AyUSbunFk2QqJCAr2d4iVIjUvl4WH9vJXehqKptHnyqb0qd8Yq9koY9EJIc6XFDRKU+zu3Oqgq1xPPHf4TQapBNJ1V2GjlMVGucpWXDPzoZQcc8owk0gcTs4AHczu5lJeCoapDz2dk49JBdVT8C7eqtJATQktutndV8f392A2yOSVAH+kpHI6L5+agYHezLHA7mBXSgqaQWo5s2yFTNv5Ow5VIz40nPzCApYd3U9GYQF3tDDOcM9CiPNjkEuFv8FdsDhkieKQJarowtIgTQS8TadKeRil6VRZF5GuIX6NkQa6Q3U1GfNcYBeftc8gd/ODrGbMKJhUikYd08GkYqg7uOFWK5pdQ7WpaDYNzaah2zVCzQGYDDKPxqncPEwmV4dwTdPRdR2z2YTDqZFVaPN3eJVie1oy+Q4H0SGhmBSFALOZK8JqsjXtBGcK8v0dnqhkqq6RlJfB0bwM7Eab2Ph8lXM9VSGPKk5qNEpT7A8X68wGIMUS7jPsbbWn66WOja+AcQpbmo6uUaJaRzdQtU7N4OCiyfrco07p7jv6xri0hIjQEGoEB5KZX+g7MIACDQwytC2AVVUwqZ7x1jzNChUsDuNkixHWIAJ0ExmFhd7mYoFmCzUCrJgNMplrcl42gWcVsE2KglkxkWkrJCo4xE+RicqWnJ/Ffw9uIsOej9PuICwlhNuubE+ziFh/hyaqEKNcK/xtNxT8xQ0FfxUtuAxKjxVC0139UnT3/07Pc80o19gouqsDtKJq3s7giqpj0kAxyIiWNpsDNNc+m1T3kL+qu1mZQebRsDlU6gSGuPbXPcwzmmuo4zohxrmoys93EGw3E1yoEJCvEFhoIsRhwlHoNEyzoQ5xcdgKVGpgJdwcSE1zENg0wkxW6tWs6e/wKkW9GhEUqr4ZoKq7OoVHGaSPigCHpvL5/t+xqU7ig2sSGxxOkMniKnjYpGbLh36JH1WcFDRKU1qV1GVUTVURFE13NY1xaN6mIjg091waBkoDp+47l4jmGn3LKE2nbPl2TBpFo7DpeEfhMhmjYgsFOHEyA2uWTkCWjiVHJyBTx5oD+w6d8nd4lUZR3Q9NIUAxYdIBp4KiK4YZeaiGJYi40Bo4VA27Q8PuUAm2BtKoRiT5Doe/w6sU7aLjqBUYTFJOFmm5uZzKy+N4Thbd6zYwTGd4AUdyz5DtKCTCWvQ3D7FYUXWdPZkpfoxMVDXSdEqUTteLmkOcfQ1hlAtM98zoigN8EkG5LG4iVIj0zDwUu+tY8PTV0E3uh7+DqyTZeQVoeSrKWc3FdHSy0/P8FldlCwkIQNFAd+qoqobJpGCyQqDJQoDZGPescgvttImKYW/aKTJthQSYLFwdWZswq5VCh5NQq9XfIV5yoQFWetS5khnbNpFmz8Ok6bSKjKN7TH1/hyYqkV0tuz9GoWqMQvf5M8rZsnRS0CiNpoPJd+5nHU8HaX8FVck0Hcy4GuR79tkzrKVBChro7rk0PB2h3ctcL41xIOjOYk2lcCeDCrpqnOFtHU4nxWdGL+oZDxikCR1AWIAVW77DNVGjDio6qk0jNCoAVdcNUT1eJzSE+dv+IiI4iBohVnRcM8THR9YgIjjI3+FViuSsHJb+sY/2kfEEWizYbDZyHE6+2bqLcT27ltq3T1Q/9UJroaDg0FQCTK4+O5ruml+ncXgdP0cnqhIpaJRC1zXQFPcQr+6rak1zX14YJBPVdVcagO9IQzoGaj6moZtMJSfS8HSONoDIiGAO65prSFPvfitg0ksMc1pdqU53Mzp3wRMddEV3zTNjkA7AAMdOZmBWiwYEUABdg5MpmZgNcnFpK1RRnHAyOQtwZYWBgWYCatbE7lQJtlb/4taOE8mYFYVAS9HlQ1RoCCezcziZlUPdiHA/RicqS7g1iEH1WrIwaTcWkxnV4URzKnSpcyX1Q2v5O7yqxRiXC2WSgkZZ3BfTywOb+LzWjXLE6Lr7aqKUWhyDFDRQdTBp7mGWikpbrpG3jJEGWafz3LU6vvV7ioFqNJyqw1XIcNdeeCZtdNVuGSMNAHKyC1AUMJlM3vK2punYC53k2+yEGeCO/onTmVgdJqzBwdg0FYuiYMFEXq6NfLuDYGuAv0O85PLtdixnNZVTFAWTUn5zGlH99IhpTIOwSHZnnCQ7L5cOcQ1pXKOO1GoJH1LQKI3mbSNBksVdMvdcaBnkB6ToOrqmue/Yem5fujpEG6YzuK4XzRXhOa965hIxyhC/usnVbKqUP7lRjgPV6SpkKODNFzw/B8VA11UmRcGimAAFzV3gtiiumi6TQfLFQpurtBkVVjTamN2pkpFTSIBBJnNtERPNxiPH0YsNgV7ocGIxmYmvWcPP0YnKVi+0FvVCa5GTk0ONGvL3L5VBzpVluTwLGhMn+r6+9loYNAhsNnj55ZLv79sX+vSB7Gx4442S6wcNcm3j9Gl47z3GFGz2rqqhF7LdEs+awMZEqXkMtf1V8vtvvRXatoVDh+DTT0tu/+67oUUL2LMHvvyy5PoHH4RGjWDHDvjuu5LrH3kE6taFTZvgp59Krn/ySahdG9asgcWLS66fOBHCw2HFCli+vOT6l1+GwEDXZ9esAeDe06u9harZUdeBAt1z9tHUluL60XjSIDCwKM2//RZ27vTddnh40Xu/+AL27vVdX7u2K35wpd2hQ77r69Z17T/ARx/BiRO+6xs1cqUfwHvvuf6GxTVvDvfc43r+xhuuY6C4Nm3gttuK0sFWNOnW/Ulr2BtWl3VRV4Oqc1+SJ+3co49NtFf4sVfCiBHQqZNrvz/6qOT6S3zsWZODQQugeXYS16b+5duMTNfh9IMVfuz58KTZTz+5jv/iKunYKygo5OYDa6lTmO2z/ydDoph3ZWfXiwo+9gDX333ECNfzs/McqPRj79ndf3ImOw+TezSEFY3bsad2PG3NNoJffqnkTZjLMN/zUcqxN3h/Eq3PZFGoKXzVYyiYFHrt20LrrDQCTu8GT43GZZzvAeUee811nQExdfm5YRNC0bj2y9mYTCZaxEYTuHaF602Xeb5XFY89ryp6zrXa7WC1Vm6+Jy4LxrgFc6GKTch2pTODTo7jnhV+C6ny6a4G2LhqMLzDueqesW4NwLPf7mF9vcMbezqIG4DDpoKqYXK4anEU97wieGYLN4CQkGJNgoqPXa7rhjkOANo0jseMgq7paLqO06kRoCuM6NbKME0laoWFgENDd+o47CqqzQk2DavZ5NNnoTozKQrXN2nImC7taVM3jro1w0mofwUxNcL8HZoQVZR+iR9Vm6Lrl1edztatW+nQocMl/Y4baj3gHmFJYUy+q3ZjdnCCa6UOSzNmXtLvrwoG1h/vukNpUoruVLqbTgEsOTrFf8FVkgGtn0c3K+4+GsX6gSuAprFs56t+jK5y3HrTFE6n5fkMtOTJ13QFVq553l+hVZrMrDwG3/2R+3fgU6UDusLaeRP8FVql+mnZDtbvPExSZjZZeYWEWC00iomiZYMY7r25q7/DqxQ/b9zLzEW/YwkwY7VYUDWVQpuDZnWjmfzgQMwGaT5VnDSZEeCf46Ayrgcv1tatW9mz5tLOt9Ti2jpVOh2McQvmQmma+yIbfEqLmm68tnaq5ts/RVGMkwaqe5wx73GgFHUEV42RBrqn9kJRfFvG6LiODQPQNR3FoaArumvIZw9Nx2qMG/kAHDp2hsZ1a9O8QQyarmO32QgMDOR4SiZOp4rFYj73Ri5zSamZdLjqCjLzC0nPzSfYGkTdK2tSWOggO7eQWuHGmSleCHGejHG5UCYpaJSneK2U0Q4UT2fnswsWumactNA013wZumeIW9273CijTlncwzy7Cli+k4kY5RrbbDETZDLhLHCgKaCYdNAUFB3CahnnwjI8LIj8QjsBFjMmRUFRFOwOlZBgK2aDTNgXHhLI6cxcGsVG0ohIADRNo7DQQaBVTqdCCHG2apUzDhkyhOTk5IveTlrQGe+19MsBrg5HucoK74VVQkLCRX9HVZfmTC93fULC+kqKxH/SsjLLLFMpQELCLxXyPXFxcSxYsKBCtlXRIiNDSUvLdZezfIe41Q1S2AoNCSQ82Epmod01d4iKayA2BeLqGGfOgK7tG/Lj0h1YA8xYAyw4nRqZOQX0u7b5efXRqKj82Z+cqkZuvg1d14tGXVIUAgPMzP+4+s8KXprio09VB1U5PxaXKaO0AilDtSpoJCcns2XLlovezr5th73PA9zTYDuK9Ztv2r7hRX9HVbdv51HKvmet07RNg8oMxy/27T5e7m37pq2uqJDvqcoF16jaoa4O8a5RTYv6augYZohfp1MlMjyEzDO5xYa+dqVJVE3j1Gi0bBJHXr6N1ZsO4FQLcDqd9OzclE6trzyvz1dU/uxPqqqRciqbQofTW9lrNilER4YREhzo7/D8QlVVzObq02yuKufHQlyOqlVB41JwyMBc+LaVqj53rs5Nd3cELzbCkncyBWPcoTh1MhtFdaJjxnUbv2huEcVmjEkkTCYTGadysACaWXHNn6GASdc5lZLl7/AqjaIodG7bkHYt65GbZ0NT7dSOMtYMwPkFdkyKQnhIIJpWdCc/J9dGcJC1Wt3ZF0KIiiBX0ecQqDsJ1J3+DqPy6Z5/zr6gNs6wpp4hTNHPsawai42rCYUaSr4DxamiODUUu+p6bZCmUzabA3u+HRMKQWYTIQFmgswmFF0h+0yev8OrdNYAC5ERoYbsk2CzOzGbFBQUzCYTJkXBpChomo5qkMERhBDiQhjvTHGBamAHwGbEpCo+pGnxZYZRWgIYi9lkQkFH0YBiNRg6umE6xOs6mHQIDDDjdA/CpigKVrMJs7EPD8OxmE0UOlWfO3S6O1M0meRgEEKUwuB9NKRGozQGPyhc9KL/PBPV6Wetq+7K3U1jpEGtyFDffgnuh3J5zBNUIYKDA4iJqYlJg1CrhbAgC8FmEyYdGjWO9nd4ohKFBFtd0wlpGprm6hDudGqEBFsxGXAODSGEOBcD3qZ36d27N6dPn/bpxLZ06VIcDgdD7hhIUKBrNuCIGjUY0XcAg4bd6b2wKu2zI0aM4MUXXwQgJSWFd955h7Vr12Kz2bjqqqt49NFH6dmzJwDHjx+nT58+/Pnnn1iKzSb77LPPEhMTw+OPP87cuXOZNGkSQUHFZiV2xxgTE0Pv3r0pKChgxYoVhIS4OqTOmTOH+fPn89Zbb3HjjTd6P5Ofn09wcLC3/fCnn35aosPb6NGj2bFjBxaLBUVRiI2Oo3uX6xg+aAQBAa7RVL6e8yXJqSd58pFnAFi+fDlTp04lKSmJgIAAmjVrxmuvvUa9evUAOHz4MFOmTGHjxo04nU7i4+MZOXIkd999N2azGbvdztSpU1mwYAHp6enExsYyatQo7r//fm+svXv35tVXX6Vbt27eWOfOncucOXP45ptvvGl53XXX8emnn3rf89RTT9GgQQMaNGjASy+9BLg6LdrtdoKDg73v2759e5l/z9uG3cvyVT8z9eP3sFqtKCYTMdGxjL79Pjp16Ox975w5c5g1axapqakEBwfTsmVLpkyZQljY5T9Tbqt2DZj/xXrQwGciDc+QtwZgsZi5cXh7EudsIjfXhtOhERBgJjomhCE3d/R3eKIMxX/XFouFdu3a8a9//Yu4uDif902dOpWPPvqI77//njZt2niXF8+DFUXhiiuu4PHHH6dD+85kpOehaToOh4OfEr9l5aplpKamUqNGDZo1a8a9995Ljx49fL5n9OjR7N27l3Xr1mG1Fo1QVTzfP1d+9uijj5bYz+L54dn778k7p06dytGjR3n33Xd93tOsWTOWLVtGgwYNvOeAZcuWedNo/fr1PP/886xcuZJ27dp5P1dQUIDVasVsNqPrOpMnT+bo0aNMnz7dZ9/MZrN3AIBmzZp5z0NhYWEMGjSIp59+2pvv7t+/nzfeeIM//vgDTdOoX78+jz32mPe8KYS4PBm2oAEwffp0nwtYcBUCAL6d+QNmi5lTB3fzf6+8QFzDFrS7pn25nwXIzMzkjjvuoHPnzixcuJAaNWqwfPlyHn/8cd5++2369u173vG1bdu2xMmjOE3T+PLLLxk7dqzP8vj4eLZv3+593axZM+bNm0eDBuWPFPXiiy9yyy23kJ+fz5K5v/Dpl9PZsWsbr77wZolOjkePHuWZZ57ho48+okuXLuTl5bFu3TrvSePYsWOMGjWKkSNHsmDBAqKjozl06BDTpk0jLy+P8PBwxo0bx+nTp5kxYwaNGjXijz/+4OmnnyYlJYXnn7+wGad37drFtm3baN++vc/yoUOHMnToUAA2btzIhAkTWL16dYnPl/b3dI28pdOsaQvefvV9NE3j5xWLeWfKq8ye7vq7bNq0iSlTpjBz5kyuvvpqMjMzWbVq1QXFXpVFRdUovYZP1wmvGVRyeTXV98Y2ZGcXcOB/ya6ChtVC+45X0qFzY3+HJsrh+V3bbDZefvllXnnlFf7zn/941+u6TmJiIhERESQmJvoUNKAoD9Y0je+//57HH3+cOd/Np2bNmigKPPPsc5w6lcZLL04moaPrQvz333/n119/9SloHD9+nC1btlCjRg1WrFjBwIEDy427rPzsUgsJCeE///kPr7zySol1xc8pxQsxnlGnpk6dysCBA0sUZorznIeOHj3KXXfdRePGjRk1ahQAY8eO5fbbb2f69OkA7N69G11aFwhx2ZO63vLo0KLRVTSsW4/DRw6d10c+//xzQkJCeO2116hTpw5BQUEMHjyYsWPH8sYbb1Roxnn//ffz2WefkZ2dXWHbBNfJ5pqWrXl+wr/Yu38Pm7duLNFMZs+ePVxxxRV07drVe4dqwIABxMfHA/Dhhx/Srl07Jk6cSHS0q3lJo0aNeO+99wgPD2fDhg2sW7eOqVOn0rRpUywWC23btuWdd97hq6++4ujRoxcU8/3338+UKVMqZP+9zmoeZDKZ6HVtXwpthZw86SqQ7t69m7Zt23L11VcDEBERwYgRI6pFbQZARJ0ahAQH4G4v4n2YFLiqedy5N1BNhIQGcsd91/HguP7c/Y/refiJAQy+uaMhZsOuDgIDA7nhhhs4ePCgz/ItW7Zw6tQpJk2axOLFi7Hb7aV+3mQyMWzYMAoKCjhx8jhms8LWrZvYvGUTb735Ho0auvIwq9XKddddV+JGiacQM2LECBITE88Z7yXJz87D6NGjWbhwIceOHbuk39OgQQPat2/Pnj17AEhPT+f48eOMGjUKq9WK1WqlQ4cOMtSsqB68zc8v0aOKk4LGOWzYf5hDx5OIiz2/i6r169fTv3//Eu11Bw4cyPHjxy/4Aro8rVq1olOnTsyaNavCtumlQ3RUHZo0asJfe/8ottx1YLds2ZJDhw7x+uuv8/vvv5OX5zv6zoYNGxgwYECZm1+3bh1t2rQp0YyhTZs2xMbGsmHDhgsK94477uDIkSOsX3+JJhLUdFSnkxWrfsZithBdx1V4atOmDWvXruXDDz9k69atZV6oXK7i6kfRok0DwsODCAo0E2g1ExIcQERECANv6+Lv8CqVyaRQt14kTa+OJzq2pgxlehkpKChg8eLFJWosfvrpJ3r16uWtYSirNlJVVebOnYvFYiHefS7YvGUTLa9uSUxMDABaOYMjzJs3jyFDhjBkyBDWrl3L6dOny433kudnZYiJiWHUqFF8+OGHl/R7Dh48yNatW7217LVq1aJBgwZMmDCB5cuXnzN9hBCXD0M3nfrnP//pberTqVMnnyr1Ox+6FYfDgd1hZ/iNI+mS0K3MzwI8/fTTjBo1ioyMDOrUqVPiuzx39dPT073Pz2Xnzp0+d3QiIiJYvny5z3vGjRvH7bffzj333HNe27xQkbWiyMnNcZeai06k9erV47///S+zZ89m/Pjx5OXlceONN/LCCy8QGhpKZmZmqengUVY6AdSpU4eMjIwLijMoKIixY8fy/vvvl9qk7VxK+3u2a+bqh/G//Xu4bcwICm2FmE1mnnj0GSJqRgCuyZ2mTp3KN998w5dffomqqowaNcqn7fHlzGQy8dDzQ5n28lxST2SiqSqBwVY69WpBlz4t/R2eEOXy/K4LCgqoVauWz02ZgoICli5dyttvv01AQAADBgwgMTHR5waJJw8uKCjAbDbzyuTXCHf/9rOysoiMikLTdEwmhZycbPr164eu69jtdnbv3g24ak1OnjzJwIEDiYyMpF69eixcuJB77723zLgvND87+1wBkJubewEpVeShhx6iX79+7N+//4I/u3TpUn799Vfv6xYtWvDf//7X+3rEiBFomkZBQQE33ngjd9xxB+Aaxe3LL79kxowZvPnmmxw/fpwOHTrw2muvceWVV/6t/RCiyrgMah0uJUMXNKZNm1ZmJv7VJ9+CAkuWJLJy/W84VQcBloBzfrZWrVqcOnWqxPK0tDTvek8HcKfT6dMZ3OFwEBBQ9B1t2rQpt48GQNOmTbn++uuZMWMGjRtXZHtx19CuZ9JP06Lp1aWsc7Vf/uCDDwBXm+LHH3+c6dOn8+STTxIREVFqOnjUqlWrzNqdU6dOUauWayIws9mMw+HwWX92unnccsstzJo1i5UrV57nPhYp7e956E9X86hmTVrw9uQpFBQW8OH0f/PXnj+4tst13vf17NmTnj17omkaGzdu5LHHHqNhw4bcdtttFxxHVVS/SQzP/+ce9mw9QsqJ07Rs35grm8VilmZDoorz/K5VVWXFihWMHj2aRYsWUadOHX755RcsFgvXXef6LQ8ZMoQxY8aQnp5OZGQkUJQH5+XlMWnSJHb/sYse3XvhcKjUqBHOsaRjqE6NmrVCCQ6xsmXLFo4ePUr//v29MSQmJtK9e3fvNgcPHsxPP/1UbkEDLiw/K+1c0bt3b+9zs9mM0+k7H5QnXz07L42MjOSuu+7iww8/5Pbbbz/ndxd3ww03lNtH46effqJ+/fosWbKE9957j/z8fG/n8djYWO+AKsnJybzwwgs888wzfPfddxcUgxCiapGmU+Uwm8zcO2gQwQEWFv+y6Lw+07VrV3755Rc0zXfypiVLlhAbG0uDBg2oU6cOAQEBnDhxwuc9J06c8PZxuBDjxo3j+++/JzU19YI/WyYdTp05xYHDB7i6easS687WunVr+vfv770L1rVrV5YtW1bm5rt168bOnTtJTk72We5Z1qWLq1lOXFxciXQ6fvw4devWLbFNq9XKI488wgcffFAhfWECgwIovrPBQcH83wOPsmrNcg4eOVDi/SaTia5du9KlS5e/dTewKqtRM4ROva+m1/B2NG5ZVwoZ4rJiNpu9TVq3bt0KuAoA+fn59OrVi+7du/PYY4/hcDhYsGBBic+Hhoby8ssvs2DBfFJPHSM0LIiEhE7s3fsXNmcuwSHWEp8BKCwsZMmSJWzevJnu3bvTvXt3vvjiC/bu3cvevXvLjbki87P4+PhS81GLxeJt+lXc/fffz8aNG/njjz9KrLtYiqIwaNAg2rZty7Rp00p9T1xcHHfeeSf79u2r8O8XQlQuKWich9FDRjB3wQ/YbfZzzh1w7733kpOTw6RJkzh16hQ2m42FCxfy8ccf8+ijj2IymbwnvSlTppCRkYHD4WDhwoUcOHDAe3ftQjRo0IBBgwb5VFFfjIKCAnbv2cWr775M08ZNSWhbcgjPLVu28P3333PmzBnA1eZ25cqV3jbQ48aNY/v27bz11lvemo2jR4/y1FNPkZ2dTbdu3ejatSuPPvoo+/fvR1VVduzYwYQJE7j99tu91eWDBg3iiy++4ODBg+i6zu7du/nxxx8ZNGhQqbEPGzYMm83G2rVrLzodAgItJeYOqRFWg369buC7uV8DriF+Fy1aRFZWFrqus2vXLjZt2lSiLbgQwn90XWf58uVkZ2fTuHFjUlNT2bBhA9OnTycxMZHExETmzZvHgw8+yLx580rdRkREBLfccgvTp0+nRngwNw7uT5cuXXj88cfYuXMndrsdh8PBjh07vJ9Zvnw5ZrOZRYsWeb9n8eLFJCQknFen8IrKz6699loOHTpEYmIiDoeDzMxMpkyZQv/+/UutHQ4PD2fMmDGXpv+f2z/+8Q/mzJnDqVOnyMrK4sMPP+To0aNomkZ6ejo//vgjbdu2vWTfL4SoHIZuOlUud5cEHejWrgOhoWH8vGopQwa4hkodO3asTxv8bt26MW3aNGrVqsXXX3/Nu+++y4033khubi6KovDqq68yYsQI7/tfeukl3n77bYYOHUphYSGNGzfmk08+oXbt2t737Nixw2fscoAvvviC1q1blwj3n//8Z5knyPM1efJkXn/9dQBi68TSrXMPRtx4U6kTUYWHh7Ny5Uref/99b/vngQMH8sADDwBQv359vv32W95//30GDx6M0+mkbt26jBw5ktDQUMA1fv2HH37IAw88QEZGBjExMdxyyy3ebQCMGjWK7OxsHn74YU6fPk1sbCzjx48vs0BmNpsZN24cjz/++AXte2l/z3feLNYEQPf+w7BBI/jH+DHs3buXmjVr8tFHHzF58mTsdjvR0dHcf//93iF1hRD+U/x3XbduXd58802aNGnCjBkzaNGiRalzXcyePbvMO+n33HMPffv2Ze/evTRv3pyPPvqITz75hAkTJpCamkrNmjVp2rSp9wL9p59+YuTIkSVqqu+8805ee+01nnrqqXLj/7v52dmioqL49NNPeeedd3jttdcIDAykZ8+ePP3002V+5u677+bLL7+8oO9ZsmQJK1as8Fm2fPlyoqKiSry3WbNmJCQkMGvWLMaNG8eJEycYM2YMGRkZhISE0LlzZ1544YUL+n4hqiSD99FQ9MtsoOqtW7fSoUOHUtclJCR4Jwe6GPu2FA2BGEUBAGcomuStacL594XIzc3l9ttvp2/fvjz22GMXHVtl2be1/OF8m3ZoVEmR+I+maiTtT8Ze4PCpyDKbTcQ3jiY4tGLmkaio47Yy5OTkUKNGDX+HIaqACz0WLqfjXJw/zzwa1YUcp3+PP84N5V0PVhVbt25lz4qTl/Q7WvSJr9LpUGlNp1avXs2AAQPo168fM2bMKLHebrczfvx4+vXrxy233OKdOO9yFxYWxowZMzCbzeV2jq5qgmuUfREdWEZ75OrGZDZROz6S4LBArFYLAVYzQSFWakWHExQS6O/whBBCCFHF6bp+SR9VXaUUNFRVZfLkycycOZNFixZ5+yMUN2fOHMLDw/nll1+49957yx25ojJlEEQGF3fnOi4ujkceeaTc4V6rmuh6Jau6PWIaXD77cbFCw4OJrlebyNia1IquSZ0rIqkVLXMoCCGEEEKcS6UUNHbt2kWDBg2oV68eVquVG2+8sUQ7zpUrV3r7MAwYMIANGzZUiZKahoKG8S4qrUFWIuMiUExF+66YFGrF1CQw2Bg1Gh7WoADCo2oQUSec4NAgnzQRQgghhCiTfokfVVyldAZPTU0lNjbW+zomJoZdu3aVeI9nlmiLxUKNGjXIyMjwjj1eXE5OTqnfo+s6qqpWYOQQjGvs8QJ3UlkCzRX+HVVVRHQ4QaGB5GcXoOs6oTVDCAoNLDF0r7g4uq6XeUxXNfn5+f4OQVQRF3osXIr8WfhfdTsfXE75cVUi5wZRlsty1KmyOhwpilJqp7T33nuPqKioc06Q5FG/VV2O/eEaczwE16RGnoJGo2uuvPCAL8CWLVuYNGkSP//88yX9nnOZP38+iYmJfPbZZ4TVDC23w9/cuXOZM2fOOScX9Dh06BCPP/44x44d4/HHH+fuu++uyNCrnDfffJP69et7Z8E9m6Iol1UH68spVnFpXcixUFH5sz9Vlfy5Im3dupWJEydy6tQp3nnnHfr27XvB27icOoM/+uij3HzzzfTs2bPU9ZdbflyVSLqV5TKodriEKqXpVExMDCkpKd7XqampJSYJiomJ8U7e5nQ6ycnJ8c4OfTHS09NJTEz0ztK8cePGc85VERQURMM29X0XKtCkEkZaSkhIuOQnsblz55Y642vv3r1Zv349AEOHDuWzzz67JN8/c+ZMOnfuzPbt26t9IQPgvvvu45NPPsFut/s7FCGqlL+TP/uTP/PnS+XDDz/kzjvvZPv27X+rkHG5efDBB/nggw/8HYYQhlEpBY1rrrmGI0eOkJSUhN1uZ9GiRfTu3dvnPb179+ann34C4Oeff6ZLly4V0uF27ty59OzZk6CgC+vQHRAQQNOExkTFRhAVG0HTDo0veQdgp9N5SbdfVZw8eZImTZqUub66Na+Ijo6mUaNGrFy50t+hCFGl/N382R+qa/5cXn6s63q1axrVunVrcnNz2b17t79DEUah65f2UcVVSkHDYrHw4osv8sADDzBo0CAGDhxIkyZN+OCDD7ydwm+++WYyMzPp168fs2fPPudERudr9erVdOxYcmbr0hw8eJDRo0eTkJDg02E9KTmZhIQEb4b7/PPP07VrV+/nJkyYwOeff17qNnv37s0nn3zCoEGD6NixIxMnTsRmswFFd+9mzJhB9+7dmThxYok7esnJyTzyyCN06dKFzp07M3nyZO+6H374gYEDB9KxY0fuv/9+Tpw4cUFpU56z76qtW7eOAQMG0KFDB15++WXuuusu5syZ4/OZt956i44dO9K7d29+++23Urd79913s3HjRiZPnky7du04fPgwzz77LC+99BIPPvggbdu2ZePGjaSmpvLoo4/SpUsXevfu7TNxVGFhIc8++ywdO3Zk0KBBzJw50yfNmjVrxtGjR72vn332WaZMmeJ9vWrVKoYNG0ZCQgK33XYbe/fu9a7r3bs3s2bNYsiQIXTo0IHx48d7/17gmnxq2LBhtG/fnr59+7J69WqWLFnCyJEjffZz9uzZPPzww97XnTp1KjNNhDCqCsmfk5IMkz9v27aNm266iQ4dOnDTTTexbds2AH7//XeGDBnifd+YMWO46aabvK/vuOMOli9fXmJ7ffv2JSkpibFjx9KuXTvsdjujR49mypQp3HbbbbRp04akpCQOHjzImDFj6NSpEwMGDGDx4sXebWRmZjJ27Fjat2/PzTffzPvvv+89dxw/fpxmzZr5FNJGjx7tc+4oL52aNWvGN998Q//+/UlISOBf//qXzyAx33//PQMHDqRdu3YMGjSIP//8k5kzZ/Loo4/67Oerr77Kq6++6n0t+bEQlafS5tHo2bMnP//8M8uXL/degD322GP06dMHgMDAQD788EN++eUXfvjhB+rVq1ch37tv3z4aNmx4zvc5HA7Gjh1L9+7dWb9+Pc8//zxPPfUUh5KSqBcXR1hYGH/99RcAmzdvJiQkhIMHD3pfd+rUqcxtL1iwgFmzZvHLL79w+PBh/vOf/3jXnT59mqysLFatWsUrr7zi8zlVVXnooYeIj49n5cqVrF69mkGDBgGuC95PPvmEjz76iA0bNtChQweefPLJC06f85Gens748eN58skn2bhxIw0bNmT79u0+79m1axcNGzbk999/54EHHmDSpEmljhr25ZdfkpCQwIsvvsj27du9f5uFCxcyduxYtm3bRrt27Xj44Ydp1qwZq1ev5osvvuCLL75gzZo1AHz00UccO3aMX375hVmzZpGYmHje+/LXX3/x3HPPMXnyZDZu3Mitt97K//3f//k0a1qyZAkzZ85kxYoV/O9//2Pu3LnefXzmmWd4+umn2bJlC1999RV169alT58+HD9+3Hs8AMybN4/hw4d7Xzdu3NinQCOEqID8+dAh6tWrZ4j8OTMzk4ceeojRo0ezceNGxowZw0MPPURGRgZt27blyJEjpKen43A4+N///kdaWhq5ubkUFhbyxx9/lDqh1/Lly4mPj2f69Ols374dq9U1ouC8efN45ZVX2LZtG5GRkdx3330MHjyY9evXM2XKFP71r395h6h/5ZVXCAwMZO3atbz++uv8+OOP571P55NOv/76Kz/88APz589nyZIl3vPAkiVLmDp1Km+99Rbbtm3j448/JiIigqFDh7JmzRqys7MBV03UokWLJD8W/mPwUacqraDhLzk5OYSGhp7zfTt37iQ/P59//OMfWK1WunbtSq9evVi0aRPExdGxY0c2b97snXRvwIABbNq0iaSkJHJzc2nevHmZ277zzjuJi4sjIiKChx9+mEWLFnnXmUwmxo0bh9VqLdF8YNeuXaSlpfH0008TEhJCYGAgCQkJAHz77bf84x//oHHjxlgsFsaOHcuePXvO+67Zzp07SUhI8HmcPFn67JWrV6/mqquuon///lgsFu6++25q167t8574+HhGjRqF2WxmxIgRnDp1itOnT59XLAB9+vShQ4cOmEwm9u3bR3p6Oo888ghWq5V69eoxatQo7120JUuWMHbsWCIiIoiLi2P06NHn/T3fffcdt956K23atPHGGhAQwI4dO7zvGT16NDExMURERNCrVy/27NkDuO683XTTTXTv3h2TyURMTAyNGzfGarUycOBA5s+fD8D+/fs5ceIEvXr18m4zNDTUe+ITQrhcdP7szkurW/5cml9//ZUGDRowfPhwLBYLgwcPplGjRqxatYqgoCCuueYatmzZwp9//knz5s1p374927ZtY8eOHTRo0OCC+jyOGDGCJk2aYLFYWLNmDXXr1uWmm27CYrFw9dVXM2DAAJYuXYqqqvzyyy+MGzeOkJAQmjZt6h2m/nycTzo9+OCDhIeHEx8fT+fOnb0FhB9++IEHHniA1q1boygKDRo0oG7dukRHR5OQkMDSpUsBWLNmDbVq1aJVq1bebUp+LCqVwZtOXZajTl2I8PBw8vLyzvm+tLQ0YmNjMZmKyl7x8fGknjoFZjOdOnVixYoVxMTE0LFjRzp37sy8efO8J5finzubZ9hezzbT0tK8r2vVqkVgYOmzTCcnJxMfH4/FUvLPdPLkSV5//XXeeust7zJd10lNTaVu3brn3N82bdqUGCXq7H4zHp608VAUxec14FPwCA4OBi5suLviaXTixAnS0tK8J21w3T30vE5LSyuRpufr5MmTJCYm8v/+3//zLnM4HD5/k+ITKwYHB3vXJScnlzlSyYgRI3jiiScYP3488+bNY+DAgd67gwB5eXmEh4efd5xCGMFF58+pqQDVLn8uTVpaWom8rngadOzYkU2bNnnTIDw8nM2bN2O1Wsut0SnN2fnxrl27SuTHQ4cOJT09HafTeVH58bnS6ez82HO8JCcnU7/+WYO2uI0YMYJvvvmGUaNGMX/+fIYNG+azXvJjISpPtS9oNGvWjCNHjtC6dety3xcdHU1KSgqapnlPSsnJyVwZFwfZ2XTs2JG3336b2NhYOnbsSIcOHXjppZcIDAw8Zxtjz2ha4MpYo6Ojva/L62AeFxdHcnIyTqezxMksLi6OsWPHMnTo0HK/uyLUqVPHezID14mg+ChiFS0uLo4rrriCZcuWlRlPcnKytwNj8fQF18mooKDA+/rUqVPeUc486Va8/8SFxHXs2LFS17Vt25aAgAC2bNnCwoULS8xsf/DgwXLvqgphRBedP195JYAh8ufo6OgStc7Jyclce+21gKuw9eabbxIfH8+DDz5IzZo1eeGFFwgICODOO++8oO8qvt9x7hr92bNnl3ifqqpYLBaSk5Np3LixNyaPkJAQwNWvLiwsDMBb6+TZ9t9Np/Ly4759+/Lyyy+zb98+fv31VyZMmOCzXvJjUbmqfq3DpVTtm0717NmTzZs3l1hus9l8Hq1btyYoKIiZM2ficDjYuHEjK1euZFC3bpCdzZVXXklgYCDz58+nU6dOhIWFERUVxc8//3zOE9nXX39NSkoKmZmZTJ8+3duO91xat25NnTp1eO+998jPz8dms7F161YAbrvtNmbMmMH+/fsBVxOEJUuWeD87evRopk6der7JVK6ePXuyb98+li9fjtPp5KuvvrqgZlEXqnXr1oSGhjJjxgwKCwtRVZV9+/Z5J3kcOHAgM2bMICsri5SUFP773//6fL558+YsXLgQVVVZvXq1z9//lltu4dtvv2Xnzp3ouk5+fj6//vorubm554zr5ptvZu7cuWzYsAFN00hNTfXplzF8+HAmT56MxWLxufsHrnbingsCIYTLRefP7ry0uuXPuq6XSIOePXty5MgRFixYgNPpZPHixRw4cIDrr78ewDu4xq5du2jdujVNmjTx1kacb4f70lx//fUcOXKExMREHA4HDoeDXbt2cfDgQcxmM3379uWjjz6ioKCAAwcOeEePBIiMjCQmJoZ58+ahqio//PADSUlJ3vXnSqfy3HzzzXz22Wf88ccf6LrO0aNHvU2uAgMDGTBgAE8++STXXHNNiVqWzZs3V+lhlIWoTqp9QWPYsGH89ttvFBYWepelpqbSunVrn0dycjLTp09n9erVdOnShX/961+8/fbbNC5WNdupUydvvwDPa13XadmyZbkxDB48mPvuu4++fftSv379876bbjabmT59OkePHqVXr15cd9113ky4X79+PPDAAzzxxBO0b9+ewYMHs3r1au9nk5OTad++/XmnU3kiIyOZMmUK77zzDp07d+bAgQO0atWKgICACtn+2Tz7vXfvXvr06UOXLl14/vnnvYWBRx55hPj4ePr06cN9991Xolp80qRJrFq1ioSEBBYsWOAzNvw111zDK6+8wuTJk+nYsSP9+/f3dvY+l9atW/PGG2/w+uuv06FDB+666y6fO4zDhg1j//79Je7OpaWlceDAAUOMUS/Ehbjo/Nl9Fx2qV/68ffv2EmlQo0YNpk+fzuzZs+ncuTMzZ85k+vTpREZGAq7ag5YtW3LVVVd5m222a9eO+Ph4oqKizmufShMWFsasWbNYvHgx1157LT169ODdd9/1DqDx/PPPk5+fT/fu3Xn22WdLjMD3yiuvMGvWLO+5o127dt5150qn8gwcOJCxY8fy5JNP0r59e/75z3+SlZXlXT98+HD27dtX4vywa9cuQkJCzlmLJkSFMXhncEUvbWigKmzr1q2ljp4BrsmUtmzZUmL5v//9byIjI//ezLPHj7v+v+KKC/8srn4Pr776Kt26dftbn/87UlJSGD9+PN9++22FbbP4zOCapnHdddfx7rvv0qVLlwr7jr9r48aNTJgw4bxPUJdKYWEhXbt25aeffvI26QDXzOD16tUrs/lCWcdtVZSTkyOzvwrgwo+FS5I/X6Tqkj/7U/FzA7iGRp8zZ06JPoCV7eTJkwwcOJB169Z5m23BuWcGv5zy46rEH+eG8q4Hq4qtW7fy15Kj537jRbh6YIMqnQ7Vvo8GwBNPPOHvECpVbGxshZ/E1q5dS7t27bzNF8DVL0EU+eabb7jmmmt8ChngmsdDCFE6yZ9FRdM0jdmzZzNo0CCfQgZQYU2KhThvl9f9/ApniIKGuHg7duzg6aefxm63c9VVVzFt2rTLYjbfytK7d290XWfatGn+DkUIIQzL04wrPj7ee1NMCOE/UtA4lwsYqq80K1eurKBA/OuRRx7hscce83cYpercubPfm01Vl7+zEEYiv9uKN3LkyBL9NCpTSEhIiQllhfCny6yHQoWTgsa5lDP+uhBCCCGEEKJ0UtA4F88oFjVr+jcOIYQQQghxmZEajWojLi6uxPwFFy0z0/V/RETFbvcyo+t6uZNXib+v+Ky6QlRXlyR/Fn5X3c4Nkh8LUbGqVUFjwYIFFb/RiRNd/7/xRsVv+zIiw5oKIS7GJcmfhd/JuUGIczB2hUb1n7BPCCGEEEIIUfmqVY2GEEIIIYQQVYbBR52SGg0hhBBCCCFEhbssazS2bt1aeV92882eL6287xRCCCGEEJc1q9VKyyGNL/l3VGWKbvSZRIQQQgghhBAVTppOCSGEEEIIISqcFDSEEEIIIYQQFU4KGkIIIYQQQogKJwUNUa7k5GRGjx7NoEGDuPHGG/niiy/8HZLwI1VVGT58OA899JC/QxF+kp2dzbhx47jhhhsYOHAg27dv93dIwg8+//xzbrzxRgYPHswTTzyBzWbzd0iikkycOJGuXbsyePBg77LMzEzGjBlD//79GTNmDFlZWX6MUFQlUtAQ5TKbzTz77LMsXryY7777jq+//poDBw74OyzhJ19++SWNG1/aETRE1fbaa69x7bXXsnTpUubNmyfHgwGlpqby5Zdf8uOPP7Jw4UJUVWXRokX+DktUkpEjRzJz5kyfZTNmzKBr164sW7aMrl27MmPGDD9FJ6oaKWiIckVHR9OyZUsAwsLCaNSoEampqX6OSvhDSkoKv/76Kzd7hnwWhpOTk8PmzZu9x4DVaiU8PNzPUQl/UFWVwsJCnE4nhYWFREdH+zskUUk6duxIzZo1fZatWLGC4cOHAzB8+HCWL1/uh8hEVSQFDXHejh8/zp49e2jTpo2/QxF+8PrrrzNhwgRMJsk2jOr48eNERkYyceJEhg8fzqRJk8jPz/d3WKKSxcTEcN9999GrVy969OhBWFgYPXr08HdYwo/OnDnjLWzWqVOHM2fO+DkiUVXIFYM4L3l5eYwbN47nnnuOsLAwf4cjKtmqVauIjIykVatW/g5F+JHT6eSvv/7i9ttvJzExkeDgYGkiYUBZWVmsWLGCFStWsGbNGgoKCpg3b56/wxJVhKIoKIri7zBEFSEFDXFODoeDcePGMWTIEPr37+/vcIQfbNu2jZUrV9K7d2+eeOIJfv/9d5566il/hyUqWWxsLLGxsd5azRtuuIG//vrLz1GJyrZ+/XquuOIKIiMjCQgIoH///jIogMFFRUWRlpYGQFpaGpGRkX6OSFQVUtAQ5dJ1nUmTJtGoUSPGjBnj73CEnzz55JOsXr2alStX8u9//5suXbrw7rvv+jssUcnq1KlDbGwshw4dAmDDhg3SGdyA4uPj2blzJwUFBei6LseBoHfv3iQmJgKQmJhInz59/BuQqDIs/g5AVG1bt25l3rx5NG3alGHDhgHwxBNP0LNnTz9HJoTwhxdeeIGnnnoKh8NBvXr1eOONN/wdkqhkbdq0YcCAAYwYMQKLxUKLFi249dZb/R2WqCRPPPEEmzZtIiMjg+uuu45HH32Uf/zjH4wfP54ffviB+Ph43n//fX+HKaoIRdd13d9BCCGEEEIIIaoXaTolhBBCCCGEqHBS0BBCCCGEEEJUOCloCCGEEEIIISqcFDSEEEIIIYQQFU4KGkIIIYQQQogKJwUNIYQ4T8ePH6dZs2Y4nU5/hyKEEEJUeTKPhhCiWujduzenT5/GbDYTHBzMddddxwsvvEBoaKi/Q6tQc+fOZdKkSQQFBXmXjRgxghdffNGPUQkhhBAlSUFDCFFtTJ8+nW7dupGamsr999/Pxx9/zFNPPXVB23A6nVgsVTtrbNu2Ld98802577kc9kMIIUT1Jk2nhBDVTkxMDNdeey379+8vtbnT6NGjmTNnDuCqIbjtttt4/fXX6dy5M1OnTqWwsJA333yTXr160aFDB26//XYKCwu9n1+wYAHXX389nTt35uOPP/Yu37VrF7feeisJCQn06NGDyZMnY7fbAdB1nddff52uXbvSvn17hgwZwr59+wCw2+289dZbXH/99XTr1o0XX3zR5/vOx9SpUxk3bhxPPfUU7du356effiInJ4fnnnuOHj16cO211zJlyhRUVQVAVVXeeustOnfuTJ8+ffjqq6980ql3796sX7/eZ/vFC207duzgtttuIyEhgaFDh7Jx40af9H3//fe57bbbaNeuHffddx/p6ene9Vu2bPF+tmfPnsydO5ddu3bRrVs3b3wAy5YtY+jQoReUDkIIIaoOKWgIIaqd5ORkVq9eTYsWLc7r/bt27aJevXqsW7eOhx9+mLfeeos///yTb7/9lk2bNjFhwgRMpqLscuvWrSxdupQvvviCadOmcfDgQQBMJhMTJ07k999/59tvv2XDhg18/fXXAKxdu5YtW7bw888/s3XrVt5//30iIiIAePfddzl8+DCJiYksW7aMtLQ0pk2bdsH7vWLFCm644Qa2bNnCkCFDePbZZ7FYLCxbtozExETWrVvnLWB9//33rFq1isTERH788UeWLl163t+TmprKQw89xMMPP8ymTZt45plnGDdunE9hYuHChbzxxhts2LABh8PBZ599BsCJEyd48MEHueuuu9iwYQOJiYm0aNGC1q1bExERwdq1a73bmDdvHsOHD7/gdBBCCFE1SEFDCFFt/POf/yQhIYE77riDjh07Mnbs2PP6XHR0NKNHj8ZisWC1Wvnxxx+ZNGkSMTExmM1m2rdvj9Vq9b7/kUceISgoiObNm9O8eXP27t0LQKtWrWjbti0Wi4UrrriCW2+9lc2bNwNgsVjIy8vj0KFD6LpO48aNiY6ORtd1vv/+e5577jkiIiIICwvjoYceYtGiRWXGu3PnThISEryPHTt2AK4mVX379sVkMpGbm8tvv/3Gc889R0hICFFRUdx7773e7S5ZsoR77rmHuLg4IiIieOihh847nefNm8d1111Hz549MZlMdO/enVatWvHbb7953zNy5EgaNmxIUFAQN9xwA3v27AFcBZBu3boxePBgAgICqFWrlrdAOHz4cObPnw9AZmYma9euZfDgwecdlxBCiKpFGvAKIaqNadOm0a1btwv+XGxsrPd5RkYGNpuNevXqlfn+2rVre58HBweTn58PwOHDh3nzzTf5448/KCgoQFVVWrZsCUDXrl258847mTx5MidOnKB///4888wz2Gw2CgoKGDlypHebuq6jaVqZ39+mTZsSfTTWrFnjsx8nT57E6XTSo0cP7zJN04iLiwMgLS3N+xwgPj6+zO8728mTJ1m6dCmrVq3yLnM6nXTu3Nn7uk6dOt7nxdMoOTmZ+vXrl7rdYcOGMXDgQPLz81myZAkJCQlER0efd1xCCCGqFiloCCGqtZCQEAAKCwsJCwsD4NSpUz7vURTF+7xWrVoEBgaSlJRE8+bNL+i7Xn75Za6++mree+89wsLC+Pzzz/n555+96++++27uvvtuzpw5w/jx45k5cybjxo0jKCiIRYsWERMT83d3s8R+xMbGYrVa+f3330vtFF6nTh2Sk5O9r4s/B1fhoKCgwPu6eJrFxcUxbNgwXn311QuOMS4ujl27dpW6LiYmhnbt2rFs2TLmzZvH7bfffsHbF0IIUXVI0ykhRLUWGRlJTEwM8+bNQ1VVfvjhB5KSksp8v8lk4qabbuKNN94gNTUVVVXZvn27t1N3efLy8ggNDSU0NJSDBw/61Drs2rWLnTt34nA4CA4Oxmq1YjKZMJlM3HLLLbz++uucOXMGcPWBWLNmzUXtd3R0NN27d+fNN98kNzcXTdM4duwYmzZtAmDgwIH897//JSUlhaysLGbMmOHz+ebNm7N48WIcDge7d+/2KTANHTqUVatWsWbNGlRVxWazsXHjRlJSUs4Z15AhQ1i/fj2LFy/G6XSSkZHhbVYFrlqNWbNmsW/fPvr3739RaSCEEMK/pKAhhKj2XnnlFWbNmkXnzp05cOAA7dq1K/f9zzzzDE2bNuXmm2+mU6dOvPvuu+U2ZSr+uYULF9K+fXteeOEFBg0a5F2Xl5fH888/T6dOnejVqxcRERHcf//9AEyYMIEGDRowatQo2rdvz7333svhw4cvbqeBt99+G4fDwaBBg+jYsSPjxo3z1kyMGjWKHj16MGzYMEaMGFHion78+PEcO3aMTp06MXXqVIYMGeJdFxcXx3/+8x8++eQTunbtSs+ePZk1a9Z5pVF8fDyffvops2fPplOnTgwfPtzbxwWgX79+nDhxgn79+hEcHHzRaSCEEMJ/FF3XdX8HIYQQwr+OHz9Onz59+PPPP/0+/0bfvn2ZPHny3+pvI4QQouqQGg0hhBBVxs8//4yiKHTp0sXfoQghhLhI0hlcCCFElTB69GgOHDjA22+/7TNviRBCiMuTNJ0SQgghhBBCVDi5ZSSEEEIIIYSocFLQEEIIIYQQQlQ4KWgIIYQQQgghKpwUNIQQQgghhBAVTgoaQgghhBBCiAr3/wFu/eSkEEX6mQAAAABJRU5ErkJggg==\n"},"metadata":{}}],"execution_count":43},{"cell_type":"markdown","source":"## Purchase Category Preferences by Age Group","metadata":{}},{"cell_type":"code","source":"# Join customer age with product category data\nage_category = df.groupby(['age_group', 'product_group_name'])['article_id'].count().reset_index()\nage_category_pivot = age_category.pivot(index='age_group', columns='product_group_name', values='article_id')\n\n# Normalize to show preference strength (percentage of purchases in each category)\nage_category_pct = age_category_pivot.div(age_category_pivot.sum(axis=1), axis=0) * 100\n\n# Heatmap of preferences\nplt.figure(figsize=(14, 8))\nsns.heatmap(age_category_pct, cmap=\"YlGnBu\", annot=True, fmt=\".1f\", linewidths=.5)\nplt.title('Product Category Preferences by Age Group (% of Purchases)', fontsize=15)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:40:00.470943Z","iopub.execute_input":"2025-06-15T12:40:00.471577Z","iopub.status.idle":"2025-06-15T12:40:01.52113Z","shell.execute_reply.started":"2025-06-15T12:40:00.471505Z","shell.execute_reply":"2025-06-15T12:40:01.520038Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x576 with 2 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\n"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom scipy.stats import chi2_contingency, pearsonr, spearmanr\nimport statsmodels.api as sm\nfrom statsmodels.formula.api import ols\n\n# Set the aesthetic style\nplt.style.use('seaborn-whitegrid')\nsns.set_palette(\"viridis\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:43:26.082931Z","iopub.execute_input":"2025-06-15T12:43:26.083331Z","iopub.status.idle":"2025-06-15T12:43:26.091773Z","shell.execute_reply.started":"2025-06-15T12:43:26.083253Z","shell.execute_reply":"2025-06-15T12:43:26.089756Z"}},"outputs":[],"execution_count":18},{"cell_type":"code","source":"print(\"\\n\" + \"=\"*70)\nprint(\"CORRELATION ANALYSIS: AGE VS. PURCHASE BEHAVIOR\")\nprint(\"=\"*70)\n\n# Create customer metrics dataframe\ncustomer_metrics = df.groupby('customer_id').agg({\n    'price': ['sum', 'mean', 'count'],\n    'product_type_name': 'nunique',  # Product diversity\n    'age': 'first'\n}).reset_index()\n\ncustomer_metrics.columns = ['customer_id', 'total_spend', 'avg_price', \n                           'purchase_count', 'product_diversity', 'age']\n\n# Remove outliers for cleaner correlation\nlow = customer_metrics['age'].quantile(0.01)\nhigh = customer_metrics['age'].quantile(0.99)\ncustomer_metrics_clean = customer_metrics[(customer_metrics['age'] >= low) & \n                                         (customer_metrics['age'] <= high)]\n\n# Calculate correlations\ncorr_metrics = ['age', 'total_spend', 'avg_price', 'purchase_count', 'product_diversity']\ncorrelation_matrix = customer_metrics_clean[corr_metrics].corr()\n\n# Show correlation matrix\nplt.figure(figsize=(10, 8))\nmask = np.triu(np.ones_like(correlation_matrix))\nsns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', \n            mask=mask, vmin=-1, vmax=1, cbar_kws={'label': 'Correlation Coefficient'})\nplt.title('Correlation Between Age and Purchase Behaviors', fontsize=15)\nplt.tight_layout()\nplt.show()\n\n# Test statistical significance of key correlations\nprint(\"\\nStatistical significance of correlations with age:\")\nfor metric in ['total_spend', 'avg_price', 'purchase_count', 'product_diversity']:\n    corr, p_value = pearsonr(customer_metrics_clean['age'], customer_metrics_clean[metric])\n    significance = \"Significant\" if p_value < 0.05 else \"Not significant\"\n    print(f\"• Age vs {metric}: r = {corr:.3f}, p = {p_value:.4f} ({significance})\")\n    \n    # Create scatter plot for significant correlations\n    if p_value < 0.05:\n        plt.figure(figsize=(10, 6))\n        sns.regplot(x='age', y=metric, data=customer_metrics_clean, \n                   scatter_kws={'alpha': 0.3}, line_kws={'color': 'red'})\n        plt.title(f'Correlation: Age vs {metric} (r = {corr:.3f})', fontsize=15)\n        plt.xlabel('Customer Age')\n        plt.ylabel(metric.replace('_', ' ').title())\n        plt.grid(True, alpha=0.3)\n        plt.tight_layout()\n        plt.show()\n\n# Explain the strongest correlation\nstrongest_corr = correlation_matrix['age'].drop('age').abs().idxmax()\ncorr_value = correlation_matrix.loc['age', strongest_corr]\ncorr_direction = \"positive\" if corr_value > 0 else \"negative\"\n\nprint(f\"\\nKey Finding: The strongest relationship is between age and {strongest_corr} \" +\n      f\"(r = {corr_value:.3f}, {corr_direction} correlation)\")\n\nif strongest_corr == 'avg_price':\n    print(\"As customers get older, they tend to purchase higher-priced items.\")\n    print(\"Business opportunity: Consider premium product lines targeted at older demographics.\")\nelif strongest_corr == 'purchase_count' and corr_value < 0:\n    print(\"Younger customers tend to make more frequent purchases than older customers.\")\n    print(\"Business opportunity: Implement loyalty programs to increase purchase frequency in older segments.\")\nelif strongest_corr == 'product_diversity' and corr_value < 0:\n    print(\"Younger customers tend to explore more diverse product categories.\")\n    print(\"Business opportunity: Create focused, curated collections for older customers.\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T12:43:26.954978Z","iopub.execute_input":"2025-06-15T12:43:26.955389Z","iopub.status.idle":"2025-06-15T12:44:00.603729Z","shell.execute_reply.started":"2025-06-15T12:43:26.955356Z","shell.execute_reply":"2025-06-15T12:44:00.598716Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nCORRELATION ANALYSIS: AGE VS. PURCHASE BEHAVIOR\n======================================================================\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x576 with 2 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\n"},"metadata":{}},{"name":"stdout","text":"\nStatistical significance of correlations with age:\n• Age vs total_spend: r = 0.041, p = 0.0000 (Significant)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"• Age vs avg_price: r = 0.048, p = 0.0000 (Significant)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"• Age vs purchase_count: r = 0.003, p = 0.3742 (Not significant)\n• Age vs product_diversity: r = 0.001, p = 0.8154 (Not significant)\n\nKey Finding: The strongest relationship is between age and avg_price (r = 0.048, positive correlation)\nAs customers get older, they tend to purchase higher-priced items.\nBusiness opportunity: Consider premium product lines targeted at older demographics.\n","output_type":"stream"}],"execution_count":19},{"cell_type":"code","source":"print(\"\\n\" + \"=\"*70)\nprint(\"CORRELATION ANALYSIS: PRICE SENSITIVITY BY CUSTOMER SEGMENT\")\nprint(\"=\"*70)\n\n# Create dataframe with customer attributes\ncustomer_attrs = df[['customer_id', 'age', 'club_member_status', 'fashion_news_frequency']].drop_duplicates()\n\n# Join with purchase metrics\ncustomer_price_analysis = customer_metrics[['customer_id', 'avg_price', 'total_spend']].merge(\n    customer_attrs, on='customer_id', how='inner'\n)\n\n# Drop any NaN values before analysis\ncustomer_price_analysis = customer_price_analysis.dropna(subset=['avg_price', 'age', 'club_member_status'])\n\n# Create age groups if not already present\nif 'age_group' not in customer_price_analysis.columns:\n    customer_price_analysis['age_group'] = pd.cut(\n        customer_price_analysis['age'], \n        bins=[0, 20, 30, 40, 50, 60, 100],\n        labels=['<20', '20-29', '30-39', '40-49', '50-59', '60+']\n    )\n\nprint(f\"Number of customers after cleaning: {len(customer_price_analysis)}\")\n\n# ANOVA: Does average price differ by club membership status?\n# Check if we have enough data in each group\nmembership_counts = customer_price_analysis['club_member_status'].value_counts()\nprint(\"\\nCustomers by membership status:\")\nfor status, count in membership_counts.items():\n    print(f\"• {status}: {count:,}\")\n\nif len(membership_counts) >= 2 and all(membership_counts > 10):  # Ensure we have at least 2 groups with enough data\n    model = ols('avg_price ~ C(club_member_status)', data=customer_price_analysis).fit()\n    anova_table = sm.stats.anova_lm(model, typ=2)\n    print(\"\\nANOVA: Average Price by Club Membership Status\")\n    print(f\"F-statistic: {anova_table['F'][0]:.2f}, p-value: {anova_table['PR(>F)'][0]:.6f}\")\n    print(f\"Result: {'Significant price differences' if anova_table['PR(>F)'][0] < 0.05 else 'No significant price differences'} across membership status\")\n\n    # Create box plot\n    plt.figure(figsize=(10, 6))\n    sns.boxplot(x='club_member_status', y='avg_price', data=customer_price_analysis)\n    plt.title(f\"Price Sensitivity by Club Membership Status\\nANOVA: p = {anova_table['PR(>F)'][0]:.6f}\", fontsize=15)\n    plt.xlabel('Club Membership Status')\n    plt.ylabel('Average Price Paid (€)')\n    plt.grid(True, alpha=0.3)\n    plt.tight_layout()\n    plt.show()\nelse:\n    print(\"\\nInsufficient data for ANOVA by club membership status\")\n\n# ANOVA: Does average price differ by fashion news frequency?\n# Drop NaN values in fashion_news_frequency\nfashion_analysis = customer_price_analysis.dropna(subset=['fashion_news_frequency'])\nfashion_counts = fashion_analysis['fashion_news_frequency'].value_counts()\n\nprint(\"\\nCustomers by fashion news frequency:\")\nfor freq, count in fashion_counts.items():\n    print(f\"• {freq}: {count:,}\")\n\nif len(fashion_counts) >= 2 and all(fashion_counts > 10):  # Ensure we have at least 2 groups with enough data\n    model = ols('avg_price ~ C(fashion_news_frequency)', data=fashion_analysis).fit()\n    anova_table = sm.stats.anova_lm(model, typ=2)\n    print(\"\\nANOVA: Average Price by Fashion News Frequency\")\n    print(f\"F-statistic: {anova_table['F'][0]:.2f}, p-value: {anova_table['PR(>F)'][0]:.6f}\")\n    print(f\"Result: {'Significant price differences' if anova_table['PR(>F)'][0] < 0.05 else 'No significant price differences'} across news frequency preferences\")\n\n    # Create box plot\n    plt.figure(figsize=(10, 6))\n    sns.boxplot(x='fashion_news_frequency', y='avg_price', data=fashion_analysis)\n    plt.title(f\"Price Sensitivity by Fashion News Frequency\\nANOVA: p = {anova_table['PR(>F)'][0]:.6f}\", fontsize=15)\n    plt.xlabel('Fashion News Frequency')\n    plt.ylabel('Average Price Paid (€)')\n    plt.grid(True, alpha=0.3)\n    plt.tight_layout()\n    plt.show()\nelse:\n    print(\"\\nInsufficient data for ANOVA by fashion news frequency\")\n\n# Calculate price sensitivity metric: standard deviation of prices purchased by each customer\n# Get customers with at least 2 purchases for valid std calculation\npurchase_counts = df.groupby('customer_id')['article_id'].count()\nmulti_purchase_customers = purchase_counts[purchase_counts >= 2].index\n\n# Filter dataframe to these customers only\nprice_data = df[df['customer_id'].isin(multi_purchase_customers)]\n\n# Now calculate price statistics\nprice_sensitivity = price_data.groupby('customer_id')['price'].agg(['mean', 'std']).reset_index()\n\n# Avoid division by zero\nprice_sensitivity = price_sensitivity[price_sensitivity['mean'] > 0]  # Avoid division by zero\nprice_sensitivity['variation_coefficient'] = price_sensitivity['std'] / price_sensitivity['mean']  # Normalize\n\n# Remove outliers in variation coefficient (values that are too high might be errors)\nq1 = price_sensitivity['variation_coefficient'].quantile(0.01)\nq3 = price_sensitivity['variation_coefficient'].quantile(0.99)\nprice_sensitivity = price_sensitivity[(price_sensitivity['variation_coefficient'] >= q1) & \n                                      (price_sensitivity['variation_coefficient'] <= q3)]\n\n# Join with customer attributes\nprice_sensitivity_analysis = price_sensitivity.merge(\n    customer_attrs, on='customer_id', how='inner'\n).dropna(subset=['age'])\n\nprint(f\"\\nCustomers with valid price sensitivity metric: {len(price_sensitivity_analysis)}\")\n\n# Correlation between age and price sensitivity\ncorr, p_value = pearsonr(price_sensitivity_analysis['age'], price_sensitivity_analysis['variation_coefficient'])\nprint(f\"Correlation between age and price sensitivity: r = {corr:.3f}, p = {p_value:.6f}\")\nprint(f\"Result: {'Significant correlation' if p_value < 0.05 else 'No significant correlation'}\")\n\nif p_value < 0.05:\n    plt.figure(figsize=(10, 6))\n    sns.regplot(x='age', y='variation_coefficient', data=price_sensitivity_analysis, \n               scatter_kws={'alpha': 0.3}, line_kws={'color': 'red'})\n    plt.title(f'Correlation: Age vs Price Sensitivity (r = {corr:.3f})', fontsize=15)\n    plt.xlabel('Customer Age')\n    plt.ylabel('Price Sensitivity (Variation Coefficient)')\n    plt.grid(True, alpha=0.3)\n    plt.tight_layout()\n    plt.show()\n    \n    if corr < 0:\n        print(\"• Older customers tend to be more consistent in their price points (less price sensitive)\")\n        print(\"  Business opportunity: Premium, consistent pricing strategies work better for older customers\")\n    else:\n        print(\"• Older customers shop across more diverse price points (more price sensitive)\")\n        print(\"  Business opportunity: Varied price points and promotions appeal to older customers\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:05:01.269665Z","iopub.execute_input":"2025-06-15T13:05:01.270047Z","iopub.status.idle":"2025-06-15T13:05:03.460664Z","shell.execute_reply.started":"2025-06-15T13:05:01.270011Z","shell.execute_reply":"2025-06-15T13:05:03.459389Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nCORRELATION ANALYSIS: PRICE SENSITIVITY BY CUSTOMER SEGMENT\n======================================================================\nNumber of customers after cleaning: 87872\n\nCustomers by membership status:\n• ACTIVE: 85,966\n• PRE-CREATE: 1,880\n• LEFT CLUB: 26\n\nANOVA: Average Price by Club Membership Status\nF-statistic: 10.83, p-value: 0.000020\nResult: Significant price differences across membership status\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nCustomers by fashion news frequency:\n• NONE: 50,503\n• Regularly: 36,960\n• Monthly: 31\n\nANOVA: Average Price by Fashion News Frequency\nF-statistic: 6.66, p-value: 0.001279\nResult: Significant price differences across news frequency preferences\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\nCustomers with valid price sensitivity metric: 9485\nCorrelation between age and price sensitivity: r = 0.014, p = 0.161250\nResult: No significant correlation\n","output_type":"stream"}],"execution_count":21},{"cell_type":"code","source":"df.columns","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:07:09.192306Z","iopub.execute_input":"2025-06-15T13:07:09.192624Z","iopub.status.idle":"2025-06-15T13:07:09.200078Z","shell.execute_reply.started":"2025-06-15T13:07:09.192591Z","shell.execute_reply":"2025-06-15T13:07:09.19908Z"}},"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"Index(['t_dat', 'customer_id', 'article_id', 'price', 'sales_channel_id',\n       'month_year', 'product_code', 'prod_name', 'product_type_no',\n       'product_type_name', 'product_group_name', 'graphical_appearance_no',\n       'graphical_appearance_name', 'colour_group_code', 'colour_group_name',\n       'perceived_colour_value_id', 'perceived_colour_value_name',\n       'perceived_colour_master_id', 'perceived_colour_master_name',\n       'department_no', 'department_name', 'index_code', 'index_name',\n       'index_group_no', 'index_group_name', 'section_no', 'section_name',\n       'garment_group_no', 'garment_group_name', 'detail_desc', 'FN', 'Active',\n       'club_member_status', 'fashion_news_frequency', 'age', 'postal_code',\n       'age_group'],\n      dtype='object')"},"metadata":{}}],"execution_count":23},{"cell_type":"code","source":"def analyze_numerical_correlations(df):\n    print(\"\\n\" + \"=\"*70)\n    print(\"NUMERICAL VARIABLES CORRELATION ANALYSIS\")\n    print(\"=\"*70)\n    \n    # Select potential numerical variables\n    numerical_vars = ['price', 'age', 'product_type_no', 'colour_group_code', \n                      'perceived_colour_value_id', 'department_no', 'index_code', \n                      'index_group_no', 'section_no', 'garment_group_no']\n    \n    # Filter to columns that actually exist in the dataframe\n    numerical_vars = [var for var in numerical_vars if var in df.columns]\n    \n    # Check and convert data types\n    print(\"\\nChecking data types of numerical variables...\")\n    for var in numerical_vars.copy():\n        try:\n            # Check if column can be converted to numeric\n            if df[var].dtype == 'object' or df[var].dtype.kind == 'U':\n                print(f\"• Converting {var} from {df[var].dtype} to numeric...\")\n                df[var] = pd.to_numeric(df[var], errors='coerce')\n                \n                # If conversion results in mostly NaN, exclude this column\n                if df[var].isna().mean() > 0.5:\n                    print(f\"  ✗ {var} excluded (mostly non-numeric values)\")\n                    numerical_vars.remove(var)\n        except Exception as e:\n            print(f\"• Error with {var}: {str(e)}\")\n            if var in numerical_vars:\n                numerical_vars.remove(var)\n    \n    print(f\"\\nFinal numerical variables for correlation analysis: {len(numerical_vars)}\")\n    for var in numerical_vars:\n        print(f\"• {var}: {df[var].dtype}\")\n    \n    # Create a sample if dataset is too large\n    if len(df) > 10000:\n        df_sample = df.sample(n=10000, random_state=42)\n    else:\n        df_sample = df\n        \n    # Select only numeric columns and drop rows with missing values\n    num_df = df_sample[numerical_vars].dropna()\n    \n    print(f\"\\nSample size after removing missing values: {len(num_df)} rows\")\n    \n    # Calculate correlation matrix\n    corr_matrix = num_df.corr(method='pearson')\n    \n    # Visualize correlation matrix\n    plt.figure(figsize=(12, 10))\n    mask = np.triu(np.ones_like(corr_matrix))\n    sns.heatmap(corr_matrix, mask=mask, cmap='coolwarm', annot=True, fmt=\".2f\", \n                linewidths=.5, vmin=-1, vmax=1)\n    plt.title('Pearson Correlation Between Numerical Variables', fontsize=16)\n    plt.tight_layout()\n    plt.show()\n    \n    # Find strongest correlations (positive and negative)\n    corr_pairs = corr_matrix.unstack()\n    corr_pairs = corr_pairs[corr_pairs != 1.0]  # Remove self-correlations\n    \n    if len(corr_pairs) > 0:\n        strongest_positive = corr_pairs.nlargest(min(5, len(corr_pairs)))\n        strongest_negative = corr_pairs.nsmallest(min(5, len(corr_pairs)))\n        \n        print(\"\\nTop strongest positive correlations:\")\n        for (var1, var2), corr in strongest_positive.items():\n            print(f\"• {var1} and {var2}: {corr:.3f}\")\n            \n        print(\"\\nTop strongest negative correlations:\")\n        for (var1, var2), corr in strongest_negative.items():\n            print(f\"• {var1} and {var2}: {corr:.3f}\")\n        \n        # Price correlations (business-critical variable)\n        if 'price' in corr_matrix.columns:\n            price_corrs = corr_matrix['price'].sort_values(ascending=False)\n            print(\"\\nCorrelations with product price:\")\n            for var, corr in price_corrs.items():\n                if var != 'price':\n                    print(f\"• {var}: {corr:.3f}\")\n    else:\n        print(\"\\nNo valid correlation pairs found.\")\n                \n    # Test statistical significance of selected correlations\n    print(\"\\nStatistical significance of key correlations:\")\n    key_vars = ['price', 'age']\n    key_vars = [var for var in key_vars if var in numerical_vars]\n    \n    if len(key_vars) > 0:\n        for var1 in key_vars:\n            for var2 in numerical_vars:\n                if var1 != var2:\n                    try:\n                        corr, p_value = pearsonr(num_df[var1].values, num_df[var2].values)\n                        significance = \"Significant\" if p_value < 0.05 else \"Not significant\"\n                        print(f\"• {var1} vs {var2}: r = {corr:.3f}, p = {p_value:.6f} ({significance})\")\n                    except Exception as e:\n                        print(f\"• Error testing correlation between {var1} and {var2}: {str(e)}\")\n    \n    return corr_matrix\n\n# Call the function\nnumerical_corr_matrix = analyze_numerical_correlations(df)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:19:57.689328Z","iopub.execute_input":"2025-06-15T13:19:57.689761Z","iopub.status.idle":"2025-06-15T13:19:58.904094Z","shell.execute_reply.started":"2025-06-15T13:19:57.68971Z","shell.execute_reply":"2025-06-15T13:19:58.903098Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nNUMERICAL VARIABLES CORRELATION ANALYSIS\n======================================================================\n\nChecking data types of numerical variables...\n• Converting index_code from object to numeric...\n  ✗ index_code excluded (mostly non-numeric values)\n\nFinal numerical variables for correlation analysis: 9\n• price: float64\n• age: float64\n• product_type_no: int64\n• colour_group_code: int64\n• perceived_colour_value_id: int64\n• department_no: int64\n• index_group_no: int64\n• section_no: int64\n• garment_group_no: int64\n\nSample size after removing missing values: 9953 rows\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x720 with 2 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nTop strongest positive correlations:\n• department_no and index_group_no: 0.603\n• index_group_no and department_no: 0.603\n• section_no and garment_group_no: 0.486\n• garment_group_no and section_no: 0.486\n• department_no and section_no: 0.144\n\nTop strongest negative correlations:\n• product_type_no and garment_group_no: -0.263\n• garment_group_no and product_type_no: -0.263\n• product_type_no and section_no: -0.219\n• section_no and product_type_no: -0.219\n• index_group_no and section_no: -0.217\n\nCorrelations with product price:\n• product_type_no: 0.067\n• age: 0.042\n• colour_group_code: 0.032\n• index_group_no: -0.005\n• perceived_colour_value_id: -0.049\n• garment_group_no: -0.052\n• department_no: -0.108\n• section_no: -0.175\n\nStatistical significance of key correlations:\n• price vs age: r = 0.042, p = 0.000027 (Significant)\n• price vs product_type_no: r = 0.067, p = 0.000000 (Significant)\n• price vs colour_group_code: r = 0.032, p = 0.001235 (Significant)\n• price vs perceived_colour_value_id: r = -0.049, p = 0.000001 (Significant)\n• price vs department_no: r = -0.108, p = 0.000000 (Significant)\n• price vs index_group_no: r = -0.005, p = 0.612614 (Not significant)\n• price vs section_no: r = -0.175, p = 0.000000 (Significant)\n• price vs garment_group_no: r = -0.052, p = 0.000000 (Significant)\n• age vs price: r = 0.042, p = 0.000027 (Significant)\n• age vs product_type_no: r = 0.014, p = 0.152033 (Not significant)\n• age vs colour_group_code: r = 0.037, p = 0.000197 (Significant)\n• age vs perceived_colour_value_id: r = -0.021, p = 0.035948 (Significant)\n• age vs department_no: r = 0.019, p = 0.055152 (Not significant)\n• age vs index_group_no: r = -0.016, p = 0.106107 (Not significant)\n• age vs section_no: r = -0.094, p = 0.000000 (Significant)\n• age vs garment_group_no: r = -0.034, p = 0.000636 (Significant)\n","output_type":"stream"}],"execution_count":26},{"cell_type":"code","source":"def analyze_categorical_correlations(df):\n    print(\"\\n\" + \"=\"*70)\n    print(\"CATEGORICAL VARIABLES CORRELATION ANALYSIS\")\n    print(\"=\"*70)\n    \n    # Select key categorical variables\n    cat_vars = ['sales_channel_id', 'product_group_name', 'colour_group_name', \n                'department_name', 'index_group_name', 'section_name', \n                'garment_group_name', 'club_member_status', \n                'fashion_news_frequency', 'age_group']\n    \n    # Filter to columns that actually exist in the dataframe\n    cat_vars = [var for var in cat_vars if var in df.columns]\n    \n    # Verify these are actually categorical\n    valid_cat_vars = []\n    for var in cat_vars:\n        n_unique = df[var].nunique()\n        if n_unique < 100 and n_unique > 1:  # Consider categorical if between 2 and 100 unique values\n            valid_cat_vars.append(var)\n        else:\n            print(f\"• {var} excluded: {'too many' if n_unique >= 100 else 'too few'} unique values ({n_unique})\")\n    \n    cat_vars = valid_cat_vars\n    print(f\"\\nAnalyzing {len(cat_vars)} categorical variables\")\n    \n    if len(cat_vars) < 2:\n        print(\"Insufficient categorical variables for correlation analysis\")\n        return pd.DataFrame()\n    \n    # Create a sample\n    if len(df) > 10000:\n        df_sample = df.sample(n=10000, random_state=42)\n    else:\n        df_sample = df\n    \n    # Handle missing values to avoid issues\n    for var in cat_vars:\n        df_sample[var] = df_sample[var].fillna('Missing')\n        \n    # Create Cramer's V matrix with explicit float type\n    cramer_matrix = pd.DataFrame(np.nan, index=cat_vars, columns=cat_vars, dtype=float)\n    \n    # Calculate and store Cramer's V values\n    for i, var1 in enumerate(cat_vars):\n        # Set diagonal to 1.0\n        cramer_matrix.loc[var1, var1] = 1.0\n        \n        for j, var2 in enumerate(cat_vars):\n            if i < j:  # Only calculate for upper triangle\n                # Create contingency table\n                try:\n                    # Convert to string to handle any numeric categorical variables\n                    contingency = pd.crosstab(\n                        df_sample[var1].astype(str), \n                        df_sample[var2].astype(str)\n                    )\n                    \n                    # Check if contingency table is not too large\n                    if contingency.shape[0] > 50 or contingency.shape[1] > 50:\n                        print(f\"• Skipping {var1} vs {var2}: contingency table too large\")\n                        continue\n                    \n                    # Calculate Chi-square test\n                    chi2, p, dof, expected = chi2_contingency(contingency)\n                    n = contingency.sum().sum()\n                    phi2 = chi2 / n\n                    r, c = contingency.shape\n                    phi2corr = max(0, phi2 - ((r-1)*(c-1))/(n-1))\n                    rcorr = r - ((r-1)**2)/(n-1)\n                    ccorr = c - ((c-1)**2)/(n-1)\n                    denominator = min((rcorr-1), (ccorr-1))\n                    \n                    if denominator <= 0:\n                        cramers_v = 0.0\n                    else:\n                        cramers_v = np.sqrt(phi2corr / denominator)\n                    \n                    # Store values as float\n                    cramer_matrix.loc[var1, var2] = float(cramers_v)\n                    cramer_matrix.loc[var2, var1] = float(cramers_v)\n                    \n                    # Print strong associations\n                    if cramers_v > 0.3:\n                        print(f\"\\nStrong association between {var1} and {var2}:\")\n                        print(f\"• Cramer's V: {cramers_v:.3f}\")\n                        print(f\"• Chi-square: {chi2:.2f}, p-value: {p:.6f}\")\n                        \n                except Exception as e:\n                    print(f\"• Error analyzing {var1} vs {var2}: {str(e)}\")\n                    # Ensure NaN is properly set as float\n                    cramer_matrix.loc[var1, var2] = np.nan\n                    cramer_matrix.loc[var2, var1] = np.nan\n    \n    # Verify matrix contains only floats\n    cramer_matrix = cramer_matrix.astype(float)\n    \n    # Check for any remaining non-numeric values\n    if cramer_matrix.isnull().any().any():\n        print(\"Note: Some correlations could not be calculated (NaN values)\")\n    \n    # Visualize Cramer's V matrix\n    try:\n        plt.figure(figsize=(12, 10))\n        # Use numeric data only for heatmap\n        sns.heatmap(cramer_matrix, annot=True, fmt=\".2f\", cmap=\"YlGnBu\", vmin=0, vmax=1)\n        plt.title(\"Cramer's V Association Between Categorical Variables\", fontsize=16)\n        plt.tight_layout()\n        plt.show()\n    except Exception as e:\n        print(f\"Error creating heatmap: {str(e)}\")\n        print(\"Correlation matrix:\")\n        print(cramer_matrix)\n    \n    # Analyze specific business-relevant pairs\n    key_pairs = [\n        ('age_group', 'product_group_name'),\n        ('age_group', 'club_member_status'),\n        ('sales_channel_id', 'club_member_status'),\n        ('product_group_name', 'colour_group_name')\n    ]\n    \n    # Ensure pairs exist in the data\n    key_pairs = [(var1, var2) for var1, var2 in key_pairs \n                 if var1 in cat_vars and var2 in cat_vars]\n    \n    print(\"\\nDetailed analysis of key categorical relationships:\")\n    for var1, var2 in key_pairs:\n        try:\n            print(f\"\\n{var1} vs {var2}:\")\n            \n            # Convert to strings for safe processing\n            var1_data = df_sample[var1].astype(str)\n            var2_data = df_sample[var2].astype(str)\n            \n            # Create raw contingency table first\n            try:\n                raw_contingency = pd.crosstab(var1_data, var2_data)\n                \n                # Check if we have a valid contingency table\n                if raw_contingency.empty or raw_contingency.size == 0:\n                    print(f\"• Empty contingency table for {var1} vs {var2}, skipping\")\n                    continue\n                    \n                # Get top categories for each variable to limit table size\n                top_cats1 = df_sample[var1].value_counts().nlargest(8).index\n                top_cats2 = df_sample[var2].value_counts().nlargest(8).index\n                \n                # Filter the raw contingency table safely\n                filtered_contingency = raw_contingency.copy()\n                \n                # Filter rows safely\n                if hasattr(filtered_contingency, 'loc') and filtered_contingency.shape[0] > 8:\n                    # Only include rows that exist in the index\n                    valid_rows = [cat for cat in top_cats1 if cat in filtered_contingency.index]\n                    if valid_rows:\n                        filtered_contingency = filtered_contingency.loc[valid_rows]\n                \n                # Filter columns safely\n                if filtered_contingency.shape[1] > 8:\n                    # Only include columns that exist\n                    valid_cols = [cat for cat in top_cats2 if cat in filtered_contingency.columns]\n                    if valid_cols:\n                        filtered_contingency = filtered_contingency[valid_cols]\n                \n                # Calculate chi-square on the original contingency table\n                chi2, p, dof, expected = chi2_contingency(raw_contingency)\n                \n                print(f\"• Chi-square: {chi2:.2f}, p-value: {p:.6f}\")\n                print(f\"• Association is {'statistically significant' if p < 0.05 else 'not significant'}\")\n                \n                # Calculate percentages (normalize by rows)\n                try:\n                    # Safely create percentage table\n                    row_sums = filtered_contingency.sum(axis=1)\n                    pct_contingency = filtered_contingency.div(row_sums, axis=0).fillna(0) * 100\n                \n                    # Visualization\n                    plt.figure(figsize=(12, 6))\n                    sns.heatmap(pct_contingency, cmap=\"YlGnBu\", annot=True, fmt=\".1f\")\n                    plt.title(f'Relationship Between {var1} and {var2} (%)', fontsize=14)\n                    plt.xlabel(var2)\n                    plt.ylabel(var1)\n                    plt.tight_layout()\n                    plt.show()\n                    \n                except Exception as e:\n                    print(f\"• Error creating percentage heatmap: {str(e)}\")\n                    \n                    # Alternative visualization\n                    plt.figure(figsize=(12, 6))\n                    filtered_contingency.plot(kind='bar', stacked=True)\n                    plt.title(f'Relationship Between {var1} and {var2} (Counts)', fontsize=14)\n                    plt.xlabel(var1)\n                    plt.ylabel('Count')\n                    plt.legend(title=var2, loc='upper right')\n                    plt.tight_layout()\n                    plt.show()\n            \n            except Exception as e:\n                print(f\"• Error creating contingency table: {str(e)}\")\n                \n                # Most basic visualization fallback\n                plt.figure(figsize=(12, 6))\n                sns.countplot(data=df_sample, x=var1, hue=var2)\n                plt.title(f'Distribution of {var2} by {var1}', fontsize=14)\n                plt.xticks(rotation=45)\n                plt.tight_layout()\n                plt.show()\n                \n        except Exception as e:\n            print(f\"• Fatal error analyzing {var1} vs {var2}: {str(e)}\")\n    \n    return cramer_matrix","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:27:25.403615Z","iopub.execute_input":"2025-06-15T13:27:25.403895Z","iopub.status.idle":"2025-06-15T13:27:25.438214Z","shell.execute_reply.started":"2025-06-15T13:27:25.403866Z","shell.execute_reply":"2025-06-15T13:27:25.437182Z"}},"outputs":[],"execution_count":37},{"cell_type":"code","source":"categorical_corr_matrix = analyze_categorical_correlations(df)","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def analyze_categorical_correlations(df):\n    print(\"\\n\" + \"=\"*70)\n    print(\"CATEGORICAL VARIABLES CORRELATION ANALYSIS\")\n    print(\"=\"*70)\n    \n    # Select key categorical variables\n    cat_vars = ['sales_channel_id', 'product_group_name', 'colour_group_name', \n                'department_name', 'index_group_name', 'section_name', \n                'garment_group_name', 'club_member_status', \n                'fashion_news_frequency', 'age_group']\n    \n    # Filter to columns that actually exist in the dataframe\n    cat_vars = [var for var in cat_vars if var in df.columns]\n    \n    # Verify these are actually categorical\n    valid_cat_vars = []\n    for var in cat_vars:\n        n_unique = df[var].nunique()\n        if n_unique < 100:  # Consider categorical if fewer than 100 unique values\n            valid_cat_vars.append(var)\n        else:\n            print(f\"• {var} excluded: too many unique values ({n_unique})\")\n    \n    cat_vars = valid_cat_vars\n    print(f\"\\nAnalyzing {len(cat_vars)} categorical variables\")\n    \n    # Create a sample\n    if len(df) > 10000:\n        df_sample = df.sample(n=10000, random_state=42)\n    else:\n        df_sample = df\n        \n    # Create dictionary to store Cramer's V values\n    cramer_matrix = pd.DataFrame(index=cat_vars, columns=cat_vars)\n    \n    # Calculate and store Cramer's V values\n    for i, var1 in enumerate(cat_vars):\n        for j, var2 in enumerate(cat_vars):\n            if i < j:  # Only calculate for upper triangle\n                # Create contingency table\n                try:\n                    # Convert to string to handle any numeric categorical variables\n                    contingency = pd.crosstab(df_sample[var1].astype(str), df_sample[var2].astype(str))\n                    \n                    # Check if contingency table is not too large\n                    if contingency.shape[0] > 50 or contingency.shape[1] > 50:\n                        print(f\"• Skipping {var1} vs {var2}: contingency table too large\")\n                        continue\n                    \n                    # Calculate Chi-square test\n                    chi2, p, dof, expected = chi2_contingency(contingency)\n                    n = contingency.sum().sum()\n                    phi2 = chi2 / n\n                    r, c = contingency.shape\n                    phi2corr = max(0, phi2 - ((r-1)*(c-1))/(n-1))\n                    rcorr = r - ((r-1)**2)/(n-1)\n                    ccorr = c - ((c-1)**2)/(n-1)\n                    cramers_v = np.sqrt(phi2corr / min((rcorr-1), (ccorr-1))) if min((rcorr-1), (ccorr-1)) > 0 else 0\n                    \n                    # Store values\n                    cramer_matrix.loc[var1, var2] = cramers_v\n                    cramer_matrix.loc[var2, var1] = cramers_v\n                    \n                    # Print strong associations\n                    if cramers_v > 0.3:\n                        print(f\"\\nStrong association between {var1} and {var2}:\")\n                        print(f\"• Cramer's V: {cramers_v:.3f}\")\n                        print(f\"• Chi-square: {chi2:.2f}, p-value: {p:.6f}\")\n                        \n                except Exception as e:\n                    print(f\"• Error analyzing {var1} vs {var2}: {str(e)}\")\n                    cramer_matrix.loc[var1, var2] = np.nan\n                    cramer_matrix.loc[var2, var1] = np.nan\n    \n    # Fill diagonal\n    for var in cat_vars:\n        cramer_matrix.loc[var, var] = 1.0\n        \n    # Visualize Cramer's V matrix\n    plt.figure(figsize=(12, 10))\n    sns.heatmap(cramer_matrix, annot=True, fmt=\".2f\", cmap=\"YlGnBu\", vmin=0, vmax=1)\n    plt.title(\"Cramer's V Association Between Categorical Variables\", fontsize=16)\n    plt.tight_layout()\n    plt.show()\n    \n    # Analyze specific business-relevant pairs\n    key_pairs = [\n        ('age_group', 'product_group_name'),\n        ('age_group', 'club_member_status'),\n        ('sales_channel_id', 'club_member_status'),\n        ('product_group_name', 'colour_group_name')\n    ]\n    \n    # Ensure pairs exist in the data\n    key_pairs = [(var1, var2) for var1, var2 in key_pairs \n                 if var1 in cat_vars and var2 in cat_vars]\n    \n    print(\"\\nDetailed analysis of key categorical relationships:\")\n    for var1, var2 in key_pairs:\n        try:\n            # Create contingency table\n            contingency = pd.crosstab(df_sample[var1], df_sample[var2], normalize='index') * 100\n            \n            # Calculate chi-square\n            raw_contingency = pd.crosstab(df_sample[var1], df_sample[var2])\n            chi2, p, dof, expected = chi2_contingency(raw_contingency)\n            \n            print(f\"\\n{var1} vs {var2}:\")\n            print(f\"• Chi-square: {chi2:.2f}, p-value: {p:.6f}\")\n            print(f\"• Association is {'statistically significant' if p < 0.05 else 'not significant'}\")\n            \n            # Visualization for specific relationships\n            plt.figure(figsize=(12, 6))\n            sns.heatmap(contingency, cmap=\"YlGnBu\", annot=True, fmt=\".1f\")\n            plt.title(f'Relationship Between {var1} and {var2} (%)', fontsize=14)\n            plt.xlabel(var2)\n            plt.ylabel(var1)\n            plt.tight_layout()\n            plt.show()\n        except Exception as e:\n            print(f\"• Error analyzing {var1} vs {var2}: {str(e)}\")\n    \n    return cramer_matrix\n\n# Call the function\ncategorical_corr_matrix = analyze_categorical_correlations(df)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:21:28.211033Z","iopub.execute_input":"2025-06-15T13:21:28.211428Z","iopub.status.idle":"2025-06-15T13:21:29.208272Z","shell.execute_reply.started":"2025-06-15T13:21:28.211388Z","shell.execute_reply":"2025-06-15T13:21:29.206037Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nCATEGORICAL VARIABLES CORRELATION ANALYSIS\n======================================================================\n• department_name excluded: too many unique values (233)\n\nAnalyzing 9 categorical variables\n• Skipping sales_channel_id vs section_name: contingency table too large\n• Skipping product_group_name vs section_name: contingency table too large\n\nStrong association between product_group_name and garment_group_name:\n• Cramer's V: 0.723\n• Chi-square: 57730.74, p-value: 0.000000\n• Skipping colour_group_name vs section_name: contingency table too large\n• Skipping index_group_name vs section_name: contingency table too large\n\nStrong association between index_group_name and garment_group_name:\n• Cramer's V: 0.389\n• Chi-square: 6118.57, p-value: 0.000000\n• Skipping section_name vs garment_group_name: contingency table too large\n• Skipping section_name vs club_member_status: contingency table too large\n• Skipping section_name vs fashion_news_frequency: contingency table too large\n• Skipping section_name vs age_group: contingency table too large\n","output_type":"stream"},{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_17/1922578952.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m    124\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    125\u001b[0m \u001b[0;31m# Call the function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 126\u001b[0;31m \u001b[0mcategorical_corr_matrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manalyze_categorical_correlations\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/tmp/ipykernel_17/1922578952.py\u001b[0m in \u001b[0;36manalyze_categorical_correlations\u001b[0;34m(df)\u001b[0m\n\u001b[1;32m     79\u001b[0m     \u001b[0;31m# Visualize Cramer's V matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m     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\u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msafe_masked_invalid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    476\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcan_cast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"same_kind\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 477\u001b[0;31m             raise TypeError(f\"Image data of dtype {A.dtype} cannot be \"\n\u001b[0m\u001b[1;32m    478\u001b[0m                             \"converted to float\")\n\u001b[1;32m    479\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mTypeError\u001b[0m: Image data of dtype object cannot be converted to float"],"ename":"TypeError","evalue":"Image data of dtype object cannot be converted to float","output_type":"error"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x720 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAscAAAI/CAYAAACbN3RaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAYWUlEQVR4nO3dX2zV9fnA8aejtuECiZpwykWDFxLThGZ4YYIXUldsGlqb4cDFP0OXiSYmGBbNmCbYLcw44uaW7gbSkGAmZotjmUZqwpaS0USJ3Ggq2EQx1jFdj9vEADJKKOd38XvW/Lqe/c6JnNMy9npd+eV8+u1z8QTfOXx72lAqlUoBAADEV+Z7AAAAuFyIYwAASOIYAACSOAYAgCSOAQAgiWMAAEgV4/jJJ5+MW265Je64446yr5dKpXj66aejq6sr+vr64tixYzUfEgAA5kLFOP7GN74Ru3fv/revj4yMxPj4ePz+97+PH/3oR/HDH/6wlvMBAMCcqRjHN998cyxevPjfvj48PBzr1q2LhoaGWLlyZZw6dSo+/fTTmg4JAABz4ZKfOS4Wi9HS0jJ93dLSEsVi8VJvCwAAc65xLr/Z0aNHY8GCBXP5LbnMTU5ORnNz83yPwWXGXlCOvaAce0E5bW1tX/prLzmOC4VCTExMTF9PTExEoVAoe3bBggWXNCxXnrGxMTvBLPaCcuwF5dgLau2SH6vo7OyMl19+OUqlUrz99tuxaNGiWLJkSS1mAwCAOVXxnePHHnssjhw5EidPnozVq1fHo48+GhcuXIiIiHvuuSc6Ojri0KFD0dXVFQsXLoxnnnmm7kMDAEA9VIzjn/3sZ//v6w0NDfGDH/ygZgMBAMB88RvyAAAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIBUVRyPjIxEd3d3dHV1xeDg4KzXP/nkk9i4cWOsW7cu+vr64tChQzUfFAAA6q2x0oGpqanYvn177NmzJwqFQmzYsCE6OzvjhhtumD6zc+fOWLt2bdx7771x/PjxePjhh+PgwYN1HRwAAGqt4jvHo6OjsWzZsmhtbY2mpqbo7e2N4eHhGWcaGhrizJkzERFx+vTpWLJkSX2mBQCAOqr4znGxWIyWlpbp60KhEKOjozPObN68OR588MHYu3dv/OMf/4g9e/aUvdfk5GSMjY1d4shcSc6dO2cnmMVeUI69oBx7QTltbW1f+msrxnE1hoaG4s4774zvfOc78dZbb8XWrVtj//798ZWvzHxjurm5+ZKG5cozNjZmJ5jFXlCOvaAce0GtVXysolAoxMTExPR1sViMQqEw48y+ffti7dq1ERFx0003xeTkZJw8ebLGowIAQH1VjOP29vYYHx+PEydOxPnz52NoaCg6OztnnFm6dGkcPnw4IiI++OCDmJycjGuvvbY+EwMAQJ1UfKyisbEx+vv7Y9OmTTE1NRXr16+P5cuXx8DAQKxYsSLWrFkTTzzxRGzbti2ef/75aGhoiB07dkRDQ8NczA8AADVT1TPHHR0d0dHRMePPtmzZMv3fN9xwQ/z617+u7WQAADDH/IY8AABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACBVFccjIyPR3d0dXV1dMTg4WPbMa6+9Fj09PdHb2xuPP/54TYcEAIC50FjpwNTUVGzfvj327NkThUIhNmzYEJ2dnXHDDTdMnxkfH4/BwcH41a9+FYsXL46///3vdR0aAADqoeI7x6Ojo7Fs2bJobW2Npqam6O3tjeHh4RlnXnrppbjvvvti8eLFERFx3XXX1WdaAACoo4rvHBeLxWhpaZm+LhQKMTo6OuPM+Ph4RETcfffdcfHixdi8eXOsXr161r0mJydjbGzsEkfmSnLu3Dk7wSz2gnLsBeXYC8ppa2v70l9bMY6rMTU1FR999FG88MILMTExEd/61rfi1VdfjauvvnrGuebm5ksalivP2NiYnWAWe0E59oJy7AW1VvGxikKhEBMTE9PXxWIxCoXCrDOdnZ1x1VVXRWtra1x//fXT7yYDAMB/iopx3N7eHuPj43HixIk4f/58DA0NRWdn54wzt99+exw5ciQiIj777LMYHx+P1tbW+kwMAAB1UvGxisbGxujv749NmzbF1NRUrF+/PpYvXx4DAwOxYsWKWLNmTdx6663x+uuvR09PTyxYsCC2bt0a11xzzVzMDwAANdNQKpVKc/XNPBfEv7ITlGMvKMdeUI69oNb8hjwAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIAkjgEAIIljAABI4hgAAJI4BgCAJI4BACCJYwAASOIYAACSOAYAgCSOAQAgiWMAAEjiGAAAkjgGAIBUVRyPjIxEd3d3dHV1xeDg4L89d+DAgbjxxhvjnXfeqdmAAAAwVyrG8dTUVGzfvj12794dQ0NDsX///jh+/Pisc2fOnIlf/vKX8dWvfrUugwIAQL1VjOPR0dFYtmxZtLa2RlNTU/T29sbw8PCscwMDA/HQQw9Fc3NzXQYFAIB6qxjHxWIxWlpapq8LhUIUi8UZZ44dOxYTExNx22231XxAAACYK42XeoOLFy/Gjh074sc//nHFs5OTkzE2Nnap35IryLlz5+wEs9gLyrEXlGMvKKetre1Lf23FOC4UCjExMTF9XSwWo1AoTF9/8cUX8d5778X9998fERF//etf45FHHomdO3dGe3v7jHs1Nzdf0rBcecbGxuwEs9gLyrEXlGMvqLWKcdze3h7j4+Nx4sSJKBQKMTQ0FM8999z064sWLYo333xz+nrjxo2xdevWWWEMAACXu4px3NjYGP39/bFp06aYmpqK9evXx/Lly2NgYCBWrFgRa9asmYs5AQCg7qp65rijoyM6Ojpm/NmWLVvKnn3hhRcufSoAAJgHfkMeAAAkcQwAAEkcAwBAEscAAJDEMQAAJHEMAABJHAMAQBLHAACQxDEAACRxDAAASRwDAEASxwAAkMQxAAAkcQwAAEkcAwBAEscAAJDEMQAAJHEMAABJHAMAQBLHAACQxDEAACRxDAAASRwDAEASxwAAkMQxAAAkcQwAAEkcAwBAEscAAJDEMQAAJHEMAABJHAMAQBLHAACQxDEAACRxDAAASRwDAEASxwAAkMQxAAAkcQwAAEkcAwBAEscAAJDEMQAAJHEMAABJHAMAQBLHAACQxDEAACRxDAAASRwDAEASxwAAkMQxAAAkcQwAAEkcAwBAEscAAJDEMQAAJHEMAABJHAMAQBLHAACQxDEAACRxDAAASRwDAEASxwAAkMQxAAAkcQwA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analyze_anova_correlations(df):\n    print(\"\\n\" + \"=\"*70)\n    print(\"ANOVA-BASED CORRELATION ANALYSIS\")\n    print(\"=\"*70)\n    \n    # Create a sample if dataset is too large\n    if len(df) > 10000:\n        df_sample = df.sample(n=10000, random_state=42)\n    else:\n        df_sample = df\n    \n    # Target numerical variable for ANOVA\n    target_var = 'price'  # Price is the most business-relevant numerical variable\n    \n    # Ensure price is numeric\n    if target_var in df_sample.columns:\n        try:\n            df_sample[target_var] = pd.to_numeric(df_sample[target_var], errors='coerce')\n        except Exception as e:\n            print(f\"Error converting {target_var} to numeric: {str(e)}\")\n            return pd.DataFrame()\n    else:\n        print(f\"{target_var} not found in dataset\")\n        return pd.DataFrame()\n    \n    # Categorical variables to test\n    cat_vars = ['product_group_name', 'colour_group_name', 'department_name', \n                'garment_group_name', 'club_member_status', 'age_group', \n                'sales_channel_id', 'fashion_news_frequency']\n    \n    # Filter to columns that actually exist in the dataframe\n    cat_vars = [var for var in cat_vars if var in df_sample.columns]\n    \n    # Store results\n    anova_results = []\n    \n    # Perform one-way ANOVA for each categorical variable\n    print(\"\\nOne-way ANOVA: Impact of categorical variables on price\")\n    for var in cat_vars:\n        # Ensure we have sufficient categories\n        unique_vals = df_sample[var].nunique()\n        if unique_vals < 2:\n            print(f\"• Skipping {var}: only {unique_vals} unique values\")\n            continue\n        \n        # Get the top categories by frequency (for cleaner analysis)\n        try:\n            top_cats = df_sample[var].value_counts().nlargest(10).index\n            sample = df_sample[df_sample[var].isin(top_cats)].dropna(subset=[var, target_var])\n            \n            if len(sample) < 30:\n                print(f\"• Skipping {var}: insufficient data after filtering ({len(sample)} rows)\")\n                continue\n            \n            # Run ANOVA\n            formula = f'{target_var} ~ C({var})'\n            model = ols(formula, data=sample).fit()\n            anova_table = sm.stats.anova_lm(model, typ=2)\n            \n            # Store result\n            f_stat = anova_table['F'][0]\n            p_val = anova_table['PR(>F)'][0]\n            anova_results.append({\n                'variable': var,\n                'f_statistic': f_stat,\n                'p_value': p_val,\n                'significant': p_val < 0.05\n            })\n            \n            print(f\"\\n{var} effect on {target_var}:\")\n            print(f\"• F-statistic: {f_stat:.2f}, p-value: {p_val:.6f}\")\n            print(f\"• Result: {'Significant effect' if p_val < 0.05 else 'No significant effect'}\")\n            \n            # For significant variables, calculate mean price by category\n            if p_val < 0.05:\n                means = sample.groupby(var)[target_var].mean().sort_values(ascending=False)\n                print(\"• Average price by category (top 3):\")\n                for cat, mean in means.head(3).items():\n                    print(f\"  - {cat}: €{mean:.2f}\")\n                \n                # Visualize\n                plt.figure(figsize=(12, 6))\n                sns.boxplot(x=var, y=target_var, data=sample)\n                plt.title(f'Effect of {var} on {target_var}\\nANOVA: F={f_stat:.2f}, p={p_val:.6f}', fontsize=14)\n                plt.xlabel(var)\n                plt.ylabel(target_var)\n                plt.xticks(rotation=45, ha='right')\n                plt.tight_layout()\n                plt.show()\n        except Exception as e:\n            print(f\"• Error performing ANOVA for {var}: {str(e)}\")\n    \n    # Sort and return results\n    anova_results_df = pd.DataFrame(anova_results).sort_values('p_value') if anova_results else pd.DataFrame()\n    return anova_results_df\n\n# Call the function\nanova_results = analyze_anova_correlations(df)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:22:06.973481Z","iopub.execute_input":"2025-06-15T13:22:06.973826Z","iopub.status.idle":"2025-06-15T13:22:10.318781Z","shell.execute_reply.started":"2025-06-15T13:22:06.973791Z","shell.execute_reply":"2025-06-15T13:22:10.3149Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nANOVA-BASED CORRELATION ANALYSIS\n======================================================================\n\nOne-way ANOVA: Impact of categorical variables on price\n\nproduct_group_name effect on price:\n• F-statistic: 114.04, p-value: 0.000000\n• Result: Significant effect\n• Average price by category (top 3):\n  - Shoes: €0.04\n  - Garment Full body: €0.04\n  - Garment Lower body: €0.03\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\ncolour_group_name effect on price:\n• F-statistic: 22.32, p-value: 0.000000\n• Result: Significant effect\n• Average price by category (top 3):\n  - Blue: €0.04\n  - Light Beige: €0.03\n  - Beige: €0.03\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\ndepartment_name effect on price:\n• F-statistic: 214.39, p-value: 0.000000\n• Result: Significant effect\n• Average price by category (top 3):\n  - Dress: €0.04\n  - Trouser: €0.04\n  - Knitwear: €0.03\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\ngarment_group_name effect on price:\n• F-statistic: 278.25, p-value: 0.000000\n• Result: Significant effect\n• Average price by category (top 3):\n  - Trousers Denim: €0.04\n  - Dresses Ladies: €0.04\n  - Trousers: €0.04\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nclub_member_status effect on price:\n• F-statistic: 0.28, p-value: 0.757442\n• Result: No significant effect\n\nage_group effect on price:\n• F-statistic: 7.86, p-value: 0.000000\n• Result: Significant effect\n• Average price by category (top 3):\n  - 50-59: €0.03\n  - 60+: €0.03\n  - 30-39: €0.03\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\nsales_channel_id effect on price:\n• F-statistic: 244.52, p-value: 0.000000\n• Result: Significant effect\n• Average price by category (top 3):\n  - 2: €0.03\n  - 1: €0.02\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\nfashion_news_frequency effect on price:\n• F-statistic: 1.09, p-value: 0.335265\n• Result: No significant effect\n","output_type":"stream"}],"execution_count":28},{"cell_type":"markdown","source":"### CORRELATION BETWEEN PRODUCT ATTRIBUTES AND PRICE","metadata":{}},{"cell_type":"code","source":"print(\"\\n\" + \"=\"*70)\nprint(\"CORRELATION ANALYSIS: PRODUCT ATTRIBUTES AND PRICING\")\nprint(\"=\"*70)\n\n# Calculate average price by product attributes\nprice_by_color = df.groupby('colour_group_name')['price'].mean().sort_values(ascending=False)\nprice_by_product_type = df.groupby('product_type_name')['price'].mean().sort_values(ascending=False)\nprice_by_garment_group = df.groupby('garment_group_name')['price'].mean().sort_values(ascending=False)\n\n# ANOVA: Do colors have different average prices?\nmodel = ols('price ~ C(colour_group_name)', data=df).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\nprint(f\"ANOVA: Price differences by color\")\nprint(f\"F-statistic: {anova_table['F'][0]:.2f}, p-value: {anova_table['PR(>F)'][0]:.6f}\")\nprint(f\"Result: {'Significant differences' if anova_table['PR(>F)'][0] < 0.05 else 'No significant differences'} in price across colors\")\n\n# Visualize top and bottom colors by price\ntop_n = 5\nplt.figure(figsize=(12, 6))\n\nplt.subplot(1, 2, 1)\nprice_by_color.head(top_n).plot(kind='bar', color='skyblue')\nplt.title(f'Top {top_n} Colors by Average Price', fontsize=12)\nplt.xlabel('Color Group')\nplt.ylabel('Average Price (€)')\nplt.xticks(rotation=45, ha='right')\n\nplt.subplot(1, 2, 2)\nprice_by_color.tail(top_n).plot(kind='bar', color='lightcoral')\nplt.title(f'Bottom {top_n} Colors by Average Price', fontsize=12)\nplt.xlabel('Color Group')\nplt.ylabel('Average Price (€)')\nplt.xticks(rotation=45, ha='right')\n\nplt.tight_layout()\nplt.show()\n\n# Visualize top product types by price\nplt.figure(figsize=(12, 6))\nprice_by_product_type.head(10).plot(kind='bar', color='seagreen')\nplt.title('Top 10 Product Types by Average Price', fontsize=15)\nplt.xlabel('Product Type')\nplt.ylabel('Average Price (€)')\nplt.xticks(rotation=45, ha='right')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()\n\n# Correlation between purchases of different product categories\n# Create a pivot table of customer preferences\ncustomer_product_pref = df.groupby(['customer_id', 'product_group_name']).size().unstack(fill_value=0)\n\n# Normalize by customer (% of each product in customer's purchases)\ncustomer_product_pref = customer_product_pref.div(customer_product_pref.sum(axis=1), axis=0) * 100\n\n# Calculate correlation between product categories\nproduct_correlation = customer_product_pref.corr()\n\n# Visualize top product correlations\nplt.figure(figsize=(12, 10))\nmask = np.triu(np.ones_like(product_correlation), k=1)\nsns.heatmap(product_correlation, mask=mask, cmap='coolwarm', annot=False, \n            center=0, vmin=-0.5, vmax=0.5)\nplt.title('Correlation Between Product Category Preferences', fontsize=15)\nplt.tight_layout()\nplt.show()\n\n# Extract top positive and negative correlations\ncorr_pairs = product_correlation.unstack()\ncorr_pairs = corr_pairs[corr_pairs != 1.0]  # Remove self-correlations\ntop_positive = corr_pairs.nlargest(5)\ntop_negative = corr_pairs.nsmallest(5)\n\nprint(\"\\nTop positive correlations between product categories:\")\nfor (cat1, cat2), corr_value in top_positive.items():\n    print(f\"• {cat1} and {cat2}: {corr_value:.3f}\")\n    print(f\"  Interpretation: Customers who buy {cat1} are likely to also buy {cat2}\")\n\nprint(\"\\nTop negative correlations between product categories:\")\nfor (cat1, cat2), corr_value in top_negative.items():\n    print(f\"• {cat1} and {cat2}: {corr_value:.3f}\")\n    print(f\"  Interpretation: Customers who buy {cat1} are unlikely to buy {cat2}\")\n\nprint(\"\\nBusiness opportunities from product correlations:\")\nprint(\"• Cross-sell opportunities: Market complementary products based on positive correlations\")\nprint(\"• Bundle deals: Create product bundles for highly correlated categories\")\nprint(\"• Store layout: Place positively correlated products near each other\")\nprint(\"• Targeted marketing: Avoid promoting negatively correlated products to the same customers\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T13:06:06.354856Z","iopub.execute_input":"2025-06-15T13:06:06.355214Z","iopub.status.idle":"2025-06-15T13:06:09.53534Z","shell.execute_reply.started":"2025-06-15T13:06:06.355178Z","shell.execute_reply":"2025-06-15T13:06:09.533722Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nCORRELATION ANALYSIS: PRODUCT ATTRIBUTES AND PRICING\n======================================================================\nANOVA: Price differences by color\nF-statistic: 75.31, p-value: 0.000000\nResult: Significant differences in price across colors\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 2 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"name":"stdout","text":"\nTop positive correlations between product categories:\n• Furniture and Swimwear: 0.005\n  Interpretation: Customers who buy Furniture are likely to also buy Swimwear\n• Swimwear and Furniture: 0.005\n  Interpretation: Customers who buy Swimwear are likely to also buy Furniture\n• Cosmetic and Furniture: -0.000\n  Interpretation: Customers who buy Cosmetic are likely to also buy Furniture\n• Furniture and Cosmetic: -0.000\n  Interpretation: Customers who buy Furniture are likely to also buy Cosmetic\n• Furniture and Items: -0.000\n  Interpretation: Customers who buy Furniture are likely to also buy Items\n\nTop negative correlations between product categories:\n• Garment Lower body and Garment Upper body: -0.428\n  Interpretation: Customers who buy Garment Lower body are unlikely to buy Garment Upper body\n• Garment Upper body and Garment Lower body: -0.428\n  Interpretation: Customers who buy Garment Upper body are unlikely to buy Garment Lower body\n• Garment Full body and Garment Upper body: -0.283\n  Interpretation: Customers who buy Garment Full body are unlikely to buy Garment Upper body\n• Garment Upper body and Garment Full body: -0.283\n  Interpretation: Customers who buy Garment Upper body are unlikely to buy Garment Full body\n• Garment Upper body and Swimwear: -0.243\n  Interpretation: Customers who buy Garment Upper body are unlikely to buy Swimwear\n\nBusiness opportunities from product correlations:\n• Cross-sell opportunities: Market complementary products based on positive correlations\n• Bundle deals: Create product bundles for highly correlated categories\n• Store layout: Place positively correlated products near each other\n• Targeted marketing: Avoid promoting negatively correlated products to the same customers\n","output_type":"stream"}],"execution_count":22},{"cell_type":"code","source":"from scipy.stats import f_oneway\n\n# ANOVA for Product Groups using scipy's simpler approach\nprint(\"\\nOne-way ANOVA: Price differences across product groups\")\n# Extract data for each group\ngroup_data = [df[df['product_group_name'] == group]['price'] for group in product_groups]\n# Perform ANOVA\nf_stat, p_value = f_oneway(*group_data)\nprint(f\"F-statistic: {f_stat:.2f}\")\nprint(f\"p-value: {p_value:.6f}\")\nprint(f\"Conclusion: {'Significant price differences exist' if p_value < 0.05 else 'No significant price differences'}\")\n\n# Visualize with meaningful annotations\nplt.figure(figsize=(12, 6))\nax = sns.boxplot(x='product_group_name', y='price', data=anova_data)\nplt.title(f'Price by Product Group (F={f_stat:.2f}, p={p_value:.6f})', fontsize=15)\nplt.xlabel('Product Group')\nplt.ylabel('Price')\nplt.xticks(rotation=45)\n\n# Add significance annotation\ny_max = anova_data['price'].max() * 1.1\nif p_value < 0.05:\n    plt.text(0.5, y_max, \"Significant differences detected\", \n             horizontalalignment='center', size=12, weight='bold')\nelse:\n    plt.text(0.5, y_max, \"No significant differences\", \n             horizontalalignment='center', size=12)\n\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:05:36.898097Z","iopub.execute_input":"2025-06-14T21:05:36.898521Z","iopub.status.idle":"2025-06-14T21:05:37.416981Z","shell.execute_reply.started":"2025-06-14T21:05:36.898473Z","shell.execute_reply":"2025-06-14T21:05:37.415232Z"}},"outputs":[{"name":"stdout","text":"\nOne-way ANOVA: Price differences across product groups\nF-statistic: 1357.43\np-value: 0.000000\nConclusion: Significant price differences exist\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":36},{"cell_type":"code","source":"# import pandas as pd\n# import numpy as np\n# import matplotlib.pyplot as plt\n# import seaborn as sns\n# import statsmodels.api as sm\n# from statsmodels.formula.api import ols\n\n# Set the significance level\nalpha = 0.05\n\n# 1. ANOVA: Price differences across product groups\nprint(\"\\n\" + \"=\"*70)\nprint(\"HYPOTHESIS TEST 1: Do product groups have different price points?\")\nprint(\"=\"*70)\n\n# Get top product groups\nproduct_groups = df['product_group_name'].value_counts().head(5).index\nanova_data = df[df['product_group_name'].isin(product_groups)]\n\n# Run the ANOVA\nmodel = ols('price ~ C(product_group_name)', data=anova_data).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\n\n# Print statistical results\nprint(\"\\nStatistical Results:\")\nprint(f\"F-statistic: {anova_table['F'][0]:.2f}\")\nprint(f\"p-value: {anova_table['PR(>F)'][0]:.6f}\")\n\n# Clear hypothesis test result\nif anova_table['PR(>F)'][0] < alpha:\n    print(\"\\nDECISION: REJECT the null hypothesis\")\n    print(f\"INTERPRETATION: There is statistically significant evidence (p < {alpha}) that\")\n    print(\"               product groups have different average prices.\")\n    \n    # Calculate group means for additional context\n    group_means = anova_data.groupby('product_group_name')['price'].mean().sort_values(ascending=False)\n    overall_mean = anova_data['price'].mean()\n    \n    print(\"\\nAverage prices by product group:\")\n    for group, mean in group_means.items():\n        diff = mean - overall_mean\n        pct_diff = (diff / overall_mean) * 100\n        print(f\"  • {group}: €{mean:.2f} ({'+' if diff > 0 else ''}{diff:.2f}, {'+' if diff > 0 else ''}{pct_diff:.1f}% vs overall avg)\")\nelse:\n    print(\"\\nDECISION: FAIL TO REJECT the null hypothesis\")\n    print(f\"INTERPRETATION: There is not enough evidence (p > {alpha}) to conclude that\")\n    print(\"               product groups have different average prices.\")\n\n# Visualize the results\nplt.figure(figsize=(12, 6))\nax = sns.boxplot(x='product_group_name', y='price', data=anova_data)\nplt.title(f'Price Distribution by Product Group\\nANOVA: {\"Significant differences\" if anova_table[\"PR(>F)\"][0] < alpha else \"No significant differences\"}', fontsize=15)\nplt.xlabel('Product Group')\nplt.ylabel('Price (€)')\nplt.xticks(rotation=45)\n\n# Add visual indicator of the test result\nif anova_table['PR(>F)'][0] < alpha:\n    plt.text(0.5, anova_data['price'].max()*0.9, \n             f\"Significant differences detected (p={anova_table['PR(>F)'][0]:.6f})\", \n             ha='center', bbox=dict(facecolor='green', alpha=0.2))\nelse:\n    plt.text(0.5, anova_data['price'].max()*0.9, \n             f\"No significant differences (p={anova_table['PR(>F)'][0]:.6f})\", \n             ha='center', bbox=dict(facecolor='red', alpha=0.2))\n\n# Add overall average line\nplt.axhline(y=overall_mean, color='red', linestyle='--', label=f'Overall Average: €{overall_mean:.2f}')\nplt.legend()\n\nplt.tight_layout()\nplt.show()\n\n# 2. ANOVA: Price differences across age groups\nprint(\"\\n\" + \"=\"*70)\nprint(\"HYPOTHESIS TEST 2: Do customer age groups spend differently?\")\nprint(\"=\"*70)\n\n# Filter out missing values\nanova_age = df.dropna(subset=['age_group', 'price'])\nmodel = ols('price ~ C(age_group)', data=anova_age).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\n\n# Print statistical results\nprint(\"\\nStatistical Results:\")\nprint(f\"F-statistic: {anova_table['F'][0]:.2f}\")\nprint(f\"p-value: {anova_table['PR(>F)'][0]:.6f}\")\n\n# Clear hypothesis test result\nif anova_table['PR(>F)'][0] < alpha:\n    print(\"\\nDECISION: REJECT the null hypothesis\")\n    print(f\"INTERPRETATION: There is statistically significant evidence (p < {alpha}) that\")\n    print(\"               different age groups have different average spending.\")\n    \n    # Calculate group means\n    age_means = anova_age.groupby('age_group')['price'].mean().sort_values(ascending=False)\n    overall_mean = anova_age['price'].mean()\n    \n    print(\"\\nAverage spending by age group:\")\n    for group, mean in age_means.items():\n        diff = mean - overall_mean\n        pct_diff = (diff / overall_mean) * 100\n        print(f\"  • {group}: €{mean:.2f} ({'+' if diff > 0 else ''}{diff:.2f}, {'+' if diff > 0 else ''}{pct_diff:.1f}% vs overall avg)\")\nelse:\n    print(\"\\nDECISION: FAIL TO REJECT the null hypothesis\")\n    print(f\"INTERPRETATION: There is not enough evidence (p > {alpha}) to conclude that\")\n    print(\"               different age groups have different average spending.\")\n\n# Visualize the results\nplt.figure(figsize=(12, 6))\nax = sns.boxplot(x='age_group', y='price', data=anova_age)\n\n# Calculate overall mean\noverall_mean = anova_age['price'].mean()\n\nplt.title(f'Price by Age Group\\nANOVA: {\"Significant differences\" if anova_table[\"PR(>F)\"][0] < alpha else \"No significant differences\"}', fontsize=15)\nplt.xlabel('Age Group')\nplt.ylabel('Price (€)')\n\n# Add visual indicator of the test result\nif anova_table['PR(>F)'][0] < alpha:\n    plt.text(len(anova_age['age_group'].unique())/2, anova_age['price'].max()*0.9, \n             f\"Significant differences detected (p={anova_table['PR(>F)'][0]:.6f})\", \n             ha='center', bbox=dict(facecolor='green', alpha=0.2))\nelse:\n    plt.text(len(anova_age['age_group'].unique())/2, anova_age['price'].max()*0.9, \n             f\"No significant differences (p={anova_table['PR(>F)'][0]:.6f})\", \n             ha='center', bbox=dict(facecolor='red', alpha=0.2))\n\n# Add overall average line\nplt.axhline(y=overall_mean, color='red', linestyle='--', label=f'Overall Average: €{overall_mean:.2f}')\nplt.legend()\n\nplt.tight_layout()\nplt.show()\n\n# 3. ANOVA: Price differences across sales channels\nprint(\"\\n\" + \"=\"*70)\nprint(\"HYPOTHESIS TEST 3: Do sales channels have different average transaction values?\")\nprint(\"=\"*70)\n\nmodel = ols('price ~ C(sales_channel_id)', data=df).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\n\n# Print statistical results\nprint(\"\\nStatistical Results:\")\nprint(f\"F-statistic: {anova_table['F'][0]:.2f}\")\nprint(f\"p-value: {anova_table['PR(>F)'][0]:.6f}\")\n\n# Calculate overall mean\noverall_mean = df['price'].mean()\n\n# Clear hypothesis test result\nif anova_table['PR(>F)'][0] < alpha:\n    print(\"\\nDECISION: REJECT the null hypothesis\")\n    print(f\"INTERPRETATION: There is statistically significant evidence (p < {alpha}) that\")\n    print(\"               different sales channels have different average transaction values.\")\n    \n    # Calculate group means\n    channel_means = df.groupby('sales_channel_id')['price'].mean()\n    print(\"\\nAverage prices by sales channel:\")\n    for channel, mean in channel_means.items():\n        diff = mean - overall_mean\n        pct_diff = (diff / overall_mean) * 100\n        print(f\"  • Channel {channel}: €{mean:.2f} ({'+' if diff > 0 else ''}{diff:.2f}, {'+' if diff > 0 else ''}{pct_diff:.1f}% vs overall avg)\")\n    \n    # Calculate absolute difference between channels\n    if len(channel_means) == 2:\n        channels = list(channel_means.index)\n        diff = abs(channel_means[channels[0]] - channel_means[channels[1]])\n        print(f\"\\nAbsolute difference between channels: €{diff:.2f}\")\nelse:\n    print(\"\\nDECISION: FAIL TO REJECT the null hypothesis\")\n    print(f\"INTERPRETATION: There is not enough evidence (p > {alpha}) to conclude that\")\n    print(\"               different sales channels have different average transaction values.\")\n\n# Visualize the results\nplt.figure(figsize=(10, 6))\nax = sns.boxplot(x='sales_channel_id', y='price', data=df)\nplt.title(f'Price by Sales Channel\\nANOVA: {\"Significant differences\" if anova_table[\"PR(>F)\"][0] < alpha else \"No significant differences\"}', fontsize=15)\nplt.xlabel('Sales Channel ID')\nplt.ylabel('Price (€)')\n\n# Add visual indicator of the test result\nif anova_table['PR(>F)'][0] < alpha:\n    plt.text(0.5, df['price'].max()*0.9, \n             f\"Significant differences detected (p={anova_table['PR(>F)'][0]:.6f})\", \n             ha='center', bbox=dict(facecolor='green', alpha=0.2))\nelse:\n    plt.text(0.5, df['price'].max()*0.9, \n             f\"No significant differences (p={anova_table['PR(>F)'][0]:.6f})\", \n             ha='center', bbox=dict(facecolor='red', alpha=0.2))\n\n# Add overall average line\nplt.axhline(y=overall_mean, color='red', linestyle='--', label=f'Overall Average: €{overall_mean:.2f}')\nplt.legend()\n\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:28:28.026223Z","iopub.execute_input":"2025-06-14T21:28:28.027017Z","iopub.status.idle":"2025-06-14T21:28:30.281803Z","shell.execute_reply.started":"2025-06-14T21:28:28.026961Z","shell.execute_reply":"2025-06-14T21:28:30.280263Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nHYPOTHESIS TEST 1: Do product groups have different price points?\n======================================================================\n\nStatistical Results:\nF-statistic: 1357.43\np-value: 0.000000\n\nDECISION: REJECT the null hypothesis\nINTERPRETATION: There is statistically significant evidence (p < 0.05) that\n               product groups have different average prices.\n\nAverage prices by product group:\n  • Garment Full body: €0.04 (+0.01, +25.9% vs overall avg)\n  • Garment Lower body: €0.03 (+0.00, +15.4% vs overall avg)\n  • Garment Upper body: €0.03 (-0.00, -6.1% vs overall avg)\n  • Swimwear: €0.02 (-0.01, -22.3% vs overall avg)\n  • Underwear: €0.02 (-0.01, -25.9% vs overall avg)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\n======================================================================\nHYPOTHESIS TEST 2: Do customer age groups spend differently?\n======================================================================\n\nStatistical Results:\nF-statistic: 68.83\np-value: 0.000000\n\nDECISION: REJECT the null hypothesis\nINTERPRETATION: There is statistically significant evidence (p < 0.05) that\n               different age groups have different average spending.\n\nAverage spending by age group:\n  • 60+: €0.03 (+0.00, +7.0% vs overall avg)\n  • 50-59: €0.03 (+0.00, +6.1% vs overall avg)\n  • 30-39: €0.03 (+0.00, +0.9% vs overall avg)\n  • 40-49: €0.03 (-0.00, -0.7% vs overall avg)\n  • 20-29: €0.03 (-0.00, -1.4% vs overall avg)\n  • <20: €0.02 (-0.00, -13.5% vs overall avg)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\n======================================================================\nHYPOTHESIS TEST 3: Do sales channels have different average transaction values?\n======================================================================\n\nStatistical Results:\nF-statistic: 2768.33\np-value: 0.000000\n\nDECISION: REJECT the null hypothesis\nINTERPRETATION: There is statistically significant evidence (p < 0.05) that\n               different sales channels have different average transaction values.\n\nAverage prices by sales channel:\n  • Channel 1: €0.02 (-0.00, -17.7% vs overall avg)\n  • Channel 2: €0.03 (+0.00, +7.4% vs overall avg)\n\nAbsolute difference between channels: €0.01\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":46},{"cell_type":"code","source":"# ANOVA: Price differences across product groups\nproduct_groups = df['product_group_name'].value_counts().head(5).index\nanova_data = df[df['product_group_name'].isin(product_groups)]\n\nmodel = ols('price ~ C(product_group_name)', data=anova_data).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\nprint(\"\\nANOVA: Price differences across product groups\")\nprint(anova_table)\n\n# If significant, run post-hoc Tukey test\nif anova_table['PR(>F)'][0] < 0.05:\n    tukey = pairwise_tukeyhsd(endog=anova_data['price'],\n                             groups=anova_data['product_group_name'],\n                             alpha=0.05)\n    print(\"\\nTukey HSD: Price comparisons between product groups\")\n    print(tukey)\n\n# Visualize the ANOVA results\nplt.figure(figsize=(12, 6))\nsns.boxplot(x='product_group_name', y='price', data=anova_data)\nplt.title('Price Distribution by Product Group (ANOVA)', fontsize=15)\nplt.xlabel('Product Group')\nplt.ylabel('Price')\nplt.xticks(rotation=45)\nplt.tight_layout()\nplt.show()\n\n# ANOVA: Price differences across age groups\nanova_age = df.dropna(subset=['age_group', 'price'])\nmodel = ols('price ~ C(age_group)', data=anova_age).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\nprint(\"\\nANOVA: Price differences across age groups\")\nprint(anova_table)\n\n# If significant, run post-hoc Tukey test\nif anova_table['PR(>F)'][0] < 0.05:\n    tukey = pairwise_tukeyhsd(endog=anova_age['price'],\n                             groups=anova_age['age_group'],\n                             alpha=0.05)\n    print(\"\\nTukey HSD: Price comparisons between age groups\")\n    print(tukey)\n\n# Visualize the ANOVA results\nplt.figure(figsize=(12, 6))\nsns.boxplot(x='age_group', y='price', data=anova_age)\nplt.title('Price by Age Group (ANOVA)', fontsize=15)\nplt.xlabel('Age Group')\nplt.ylabel('Price')\nplt.tight_layout()\nplt.show()\n\n# ANOVA: Price differences across sales channels\nmodel = ols('price ~ C(sales_channel_id)', data=df).fit()\nanova_table = sm.stats.anova_lm(model, typ=2)\nprint(\"\\nANOVA: Price differences across sales channels\")\nprint(anova_table)\n\n# Visualize the ANOVA results\nplt.figure(figsize=(10, 6))\nsns.boxplot(x='sales_channel_id', y='price', data=df)\nplt.title('Price by Sales Channel (ANOVA)', fontsize=15)\nplt.xlabel('Sales Channel ID')\nplt.ylabel('Price')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:03:47.193878Z","iopub.execute_input":"2025-06-14T21:03:47.194253Z","iopub.status.idle":"2025-06-14T21:03:49.652033Z","shell.execute_reply.started":"2025-06-14T21:03:47.19421Z","shell.execute_reply":"2025-06-14T21:03:49.650845Z"}},"outputs":[{"name":"stdout","text":"\nANOVA: Price differences across product groups\n                          sum_sq       df           F  PR(>F)\nC(product_group_name)   1.950761      4.0  1357.42919     0.0\nResidual               31.969006  88982.0         NaN     NaN\n\nTukey HSD: Price comparisons between product groups\n            Multiple Comparison of Means - Tukey HSD, FWER=0.05             \n============================================================================\n      group1             group2       meandiff p-adj   lower   upper  reject\n----------------------------------------------------------------------------\n Garment Full body Garment Lower body   -0.003  0.001 -0.0036 -0.0024   True\n Garment Full body Garment Upper body  -0.0092  0.001 -0.0097 -0.0086   True\n Garment Full body           Swimwear  -0.0138  0.001 -0.0146 -0.0131   True\n Garment Full body          Underwear  -0.0149  0.001 -0.0156 -0.0141   True\nGarment Lower body Garment Upper body  -0.0062  0.001 -0.0066 -0.0057   True\nGarment Lower body           Swimwear  -0.0108  0.001 -0.0115 -0.0101   True\nGarment Lower body          Underwear  -0.0119  0.001 -0.0125 -0.0112   True\nGarment Upper body           Swimwear  -0.0046  0.001 -0.0053  -0.004   True\nGarment Upper body          Underwear  -0.0057  0.001 -0.0063 -0.0051   True\n          Swimwear          Underwear   -0.001 0.0042 -0.0019 -0.0002   True\n----------------------------------------------------------------------------\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\nANOVA: Price differences across age groups\n                 sum_sq       df          F        PR(>F)\nC(age_group)   0.129330      5.0  68.831288  4.244332e-72\nResidual      37.395769  99513.0        NaN           NaN\n\nTukey HSD: Price comparisons between age groups\nMultiple Comparison of Means - Tukey HSD, FWER=0.05 \n====================================================\ngroup1 group2 meandiff p-adj   lower   upper  reject\n----------------------------------------------------\n 20-29  30-39   0.0006  0.003  0.0001  0.0011   True\n 20-29  40-49   0.0002    0.9 -0.0003  0.0007  False\n 20-29  50-59   0.0021  0.001  0.0016  0.0026   True\n 20-29    60+   0.0023  0.001  0.0014  0.0033   True\n 20-29    <20  -0.0034  0.001 -0.0042 -0.0025   True\n 30-39  40-49  -0.0005 0.2526 -0.0011  0.0001  False\n 30-39  50-59   0.0014  0.001  0.0008  0.0021   True\n 30-39    60+   0.0017  0.001  0.0007  0.0027   True\n 30-39    <20   -0.004  0.001 -0.0049 -0.0031   True\n 40-49  50-59   0.0019  0.001  0.0013  0.0025   True\n 40-49    60+   0.0021  0.001  0.0011  0.0031   True\n 40-49    <20  -0.0035  0.001 -0.0045 -0.0026   True\n 50-59    60+   0.0002    0.9 -0.0008  0.0012  False\n 50-59    <20  -0.0055  0.001 -0.0064 -0.0045   True\n   60+    <20  -0.0057  0.001 -0.0069 -0.0045   True\n----------------------------------------------------\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 1 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UL/++qtOnDihRx55RNHR0erSpYsefvhhPfLII7r22mtVWFiobdu26fTp03riiSfcvv6OHTuUmJioO+64Q5s2bdLSpUv13HPPOc2SSNLgwYM1Y8YMtW/f/qJBLjU1VbVr19bw4cNLLWurWbOmli9frjVr1mjgwIF67LHHNH78eCUlJSk2Nlb//ve/HaeYt/fwhz/8QUOHDtWkSZM0YsQIRUVF6fTp09qxY4eys7P16quvuuzlpZde0h//+EclJCTogQceUFRUlCwWi3Jzc/XJJ5/oqquuuuhSytGjRys+Pl5jx47VvffeqwMHDuj1119Xly5dHCe4aNeuncLDw/Xqq69q4sSJKigo0KJFi8pcYme1Wh0/9+nTp/X666+rTZs2Lk9wYX/9kJAQ/fzzz46AlZaWppMnT+qBBx7QDTfc4PT4m266SfPmzVNKSorLgGXfZkZGhtPtFotFM2bM0AMPPKB77rlHI0eOVJMmTfTrr79q/vz5qlWrlhITE0u9Xt++fTVjxgwtXbpUCQkJTsv81qxZo379+qljx45lPu+zzz7TyZMnVa1aNUnSli1bLvnkIQDgizjJBQD4mLp162rx4sWKjIzU1KlTNWrUKKcz0FksFs2ZM0eDBg3S+++/r5EjR2rKlCnavHmzy2OWzvfkk0+qsLBQ48eP15IlSzRmzBj98Y9/LPU4+8kwLnZh3rNnz2r16tXq06dPmccMtWnTRi1btnScRvyOO+7Q888/rzVr1mjs2LH66aefHGeZOz+cTJkyRaNHj9aKFSv0yCOPaPLkyUpPT3csZ3Pl6quv1tKlS3X33Xfr888/16hRo/Too4/q3XffVYcOHbRy5UpdddVVbl+jVatWeuutt3T48GGNGzdOf/vb3xQXF+c0GxMaGqo5c+bIYrFowoQJevfdd/Xiiy+WucTtpptu0rBhwzR16lQ999xzatWq1UWXeFavXl1dunRxCkOpqalq3rx5qXAlSVWqVNGdd96pr7/+WmfOnHH5uqNHjy7z9uuuu07Lli1Tu3bt9Prrr+uhhx7S/Pnz1aNHD/3jH/8o87pi4eHhuvnmm2UYhtPFhdeuXavCwsIylxtK0l133eWYjZPOHa+1YcMGxxkJAcCfWYzzz1sLAMD/+fjjj/X666/r22+/dXn6bk958803NX/+fP3www8XDT/+5v7775fVar3o6fPL8vXXX+v555/Xt99+W2Z4DRTffvut/vSnP+nbb78tddZEAPA3zGABAJzs3btX3333nRYsWKD4+HiPh6sjR45o2rRp+uabb7RhwwbNnj3bcTHlQAtXV8p+HNmKFSvMbsWr3nvvPT344IOEKwABgWOwAABO5syZo5SUFN1yyy1lnqnuSlWpUkW//vqrli9frsLCQtWvX18PPPCAV7bl74KCgvTyyy/rt99+M7sVrzl16pTat2+vBx980OxWAMAjWCIIAAAAAB7CEkEAAAAA8BC/WCKYmZlpdgsAAAAA4KSss/f6RcCSym4eAAAAAMzgahKIJYIAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAACAW9nZ2RoxYoRycnLMbsXnEbAAAAAAuDV37lydPHlSc+bMMbsVn0fAAgAAAOBSdna2cnNzJUm5ubnMYl0EAQsAAACAS3PnznWqmcVyj4AFAAAAwCX77JWrGs68GrAyMjLUu3dv9erVSwsXLix1/7Jly9SpUycNGDBAAwYM0KeffurNdgAAAABcoiZNmrit4cxrActmsykpKUmLFi1SamqqUlJStHPnzlKP69u3r1asWKEVK1ZoyJAh3moHAAAAwGUYO3asUz1u3DiTOvEPXgtYWVlZatasmZo2barQ0FDFxcUpLS3NW5sDAAAA4AXNmzd3zFo1adJEzZo1M7kj3xbirRfOy8tTw4YNHXV4eLiysrJKPW716tXatGmTWrRooWeeeUaNGjUq8/W2bt3qrVYBAAAAuNG3b1998MEHiouL43P5RXgtYJVH9+7d1a9fP4WGhuqTTz7R008/rQ8++KDMx0ZGRlZwdwAAAACkc5/Fu3fvbnYbPiUzM7PM2722RDA8PFwHDhxw1Hl5eQoPD3d6jNVqVWhoqCRpyJAh+vnnn73VDgAAAAB4ndcCVlRUlLKzs7Vnzx6dOXNGqampio2NdXrM77//7vjzN998o5YtW3qrHQAAAADwOq8tEQwJCVFiYqJGjhwpm82mQYMGqVWrVpo5c6batm2rHj166MMPP9Q333yj4OBg1alTR9OmTfNWOwAAAADgdRbDMAyzm7iYzMxMdejQwew2AAAAAECS64zi1QsNAwAAAEBlQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAECSlJWVpfvuu09btmwxuxX4mPz8fCUlJamgoMDsVnweAQsAAACSpNmzZ8swDM2cOdPsVuBjkpOTtX37di1btszsVnweAQsAAADKyspSUVGRJKmoqIhZLDjk5+crPT1dhmEoIyODWayLIGABAABAs2fPdqqZxYJdcnKyDMOQJJWUlDCLdREELAAAADhmr1zVqLzWrVun4uJiSVJxcbHWrVtncke+jYAFAAAA1ahRw22Nyis6OlohISGSpJCQEEVHR5vckW8jYAEAAEDjx493qidOnGhSJ/A18fHxslgskqSgoCAlJCSY3JFvI2ABAABA7dq1c8xa1ahRQ23btjW5I/gKq9WqmJgYWSwWdevWTWFhYWa35NMIWAAAAJB0bhbLYrEwe4VS4uPjFRERwexVOVgM+ylBfFhmZqY6dOhgdhsAAAAAIMl1RmEGCwgAXF0dAADANxCwgADA1dUBAAB8AwEL8HNcXR0AAMB3ELAAP8fV1eEOy0cBAKhYBCzAz3F1dbjD8lEAACqWVwNWRkaGevfurV69emnhwoUuH/fVV18pIiJCP/30kzfbAQISV1eHKywfBQCg4nktYNlsNiUlJWnRokVKTU1VSkqKdu7cWepxhYWF+uCDD3TDDTd4qxUgoHF1dbjC8lEAACqe1wJWVlaWmjVrpqZNmyo0NFRxcXFKS0sr9biZM2fqkUceUdWqVb3VChDQuLo6XGH5KAAAFS/EWy+cl5enhg0bOurw8HBlZWU5Pebnn3/WgQMHdPvtt+vtt992+3pbt271Sp9AIGjbtq1++eUXRUVF8W8FDtdff71+/PFH2Ww2BQcH6/rrr2d8AADgZV4LWBdTUlKi6dOna9q0aeV6fGRkpJc7AvzbrbfeanYL8DENGzbUn/70J0fAGjFiBDOcAAB4SGZmZpm3e22JYHh4uA4cOOCo8/LyFB4e7qiLior0yy+/6IEHHlBsbKx+/PFHjR49mhNdAICHsHwUAICK57UZrKioKGVnZ2vPnj0KDw9Xamqq/vrXvzrur1Wrlr7//ntHff/99+upp55SVFSUt1oCgEonPj5ee/fu5eQnAABUEK8FrJCQECUmJmrkyJGy2WwaNGiQWrVqpZkzZ6pt27bq0aOHtzYNAPg/VqtViYmJZrcBAEClYTHs5/D1YZmZmerQoYPZbQAAAACAJNcZxasXGgYAAACAyoSABQAAAAAeQsACAAAAAA8hYAFAAMvPz1dSUpIKCgrMbgUAgEqBgAUAASw5OVnbt2/XsmXLzG4FAIBKgYAFAAEqPz9f6enpMgxDGRkZzGIBAFABCFgAEKCSk5NlvxJHSUkJs1gAAFQAAhYABKh169apuLhYklRcXKx169aZ3BEAAIGPgAUAASo6OlohISGSpJCQEEVHR5vcEQAAgY+ABQABKj4+XhaLRZIUFBSkhIQEkzsCACDwEbAAIEBZrVbFxMTIYrGoW7duCgsLM7slAAACXojZDQAAvCc+Pl579+5l9goAgApCwAKAAGa1WpWYmGh2GwAAVBosEQQAAAAADyFgAQAAAICHELAAAAAAwEMIWAAAAADgIQQsAAAAAPAQAhYAAAAAeAgBCwAAAAA8hIAFAAAAAB5CwAIAAAAADyFgAQAAAICHELAAAAAAwEMIWAAAAADgIQQsAAAAAPAQAhYAAAAAeAgBCwAAAAA8hIAFAAAAAB5CwAIAAAAADyFgAQAAAICHELCAAJCVlaX77rtPW7ZsMbsV+Jjs7GyNGDFCOTk5ZrcCAEClQMACAsDs2bNlGIZmzpxpdivwMXPnztXJkyc1Z84cs1sBAKBSIGABfi4rK0tFRUWSpKKiImax4JCdna3c3FxJUm5uLrNYAABUAAIW4Odmz57tVDOLBbu5c+c61cxiAQDgfQQswM/ZZ69c1ai87LNXrmoAAOB5BCzAz9WoUcNtjcqrSZMmbmsAAOB5BCzAz40fP96pnjhxokmdwNeMHTvWqR43bpxJnQAAUHkQsAA/165dO8esVY0aNdS2bVuTO4KvaN68uWPWqkmTJmrWrJnJHQEAEPgIWEAAGD9+vCwWC7NXKGXs2LGqVq0as1cAAFQQi2EYhtlNXExmZqY6dOhgdhsAAAAAIMl1RmEGCwAAAAA8hIAFAAAAAB5CwAIAAAAADyFgAQAAAICHELAAAAAAwEMIWAAAAADgIQQsAAAAAPAQAhYAAAAAeAgBCwAAAAA8hIAFAAAAAB5CwAIAAAAADyFgAQAAAICHELCAAJCdna0RI0YoJyfH7FbgY/Lz85WUlKSCggKzWwEAoFIgYAEBYO7cuTp58qTmzJljdivwMcnJydq+fbuWLVtmdisAAFQKBCzAz2VnZys3N1eSlJubyywWHPLz87V27VoZhqH09HRmsQAAqABeDVgZGRnq3bu3evXqpYULF5a6f/Hixerfv78GDBige++9Vzt37vRmO0BAmjt3rlPNLBbskpOTZbPZJEnFxcXMYgEAUAG8FrBsNpuSkpK0aNEipaamKiUlpVSA6t+/v7744gutWLFCI0eO1LRp07zVDhCw7LNXrmpUXt99950Mw5AkGYah7777zuSOAAAIfF4LWFlZWWrWrJmaNm2q0NBQxcXFKS0tzekxNWvWdPz55MmTslgs3moHCFhNmjRxW6PyqlevntsaAAB4Xoi3XjgvL08NGzZ01OHh4crKyir1uI8//ljvvvuuzp49q/fff9/l623dutUrfQL+rm/fvnrrrbccdVxcHP9eIEk6ePBgqZqxAQCAd3ktYJXXfffdp/vuu09ffPGF5s2bp9dee63Mx0VGRlZwZ4B/iIyM1MqVK5Wbm6smTZro9ttvN7sl+Ihu3bopLS1NhmHIYrGoW7duvJcCAOAhmZmZZd7utSWC4eHhOnDggKPOy8tTeHi4y8fHxcVpzZo13moHCGhjx45VtWrVNG7cOLNbgQ+Jj49XSMi579FCQkKUkJBgckcAAAQ+rwWsqKgoZWdna8+ePTpz5oxSU1MVGxvr9Jjs7GzHn9euXatmzZp5qx0goDVv3lxvv/02/4bgxGq1KiYmRhaLRTExMQoLCzO7JQAAAp7XlgiGhIQoMTFRI0eOlM1m06BBg9SqVSvNnDlTbdu2VY8ePfTRRx9pw4YNCgkJUe3atV0uDwQAXJ74+Hjt3buX2SsAACqIxbCfw9eHZWZmqkOHDma3AQAAAACSXGcUr15oGAAAAAAqEwIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CEELAAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA8hYAEAAACAhxCwAAAAAMBDCFgAAAAA4CHlCli//fabhg8frn79+kmStm3bpjfffNOrjQEAAACAvylXwHrhhRf0xBNPKCQkRJLUunVrrVy50quNAQAAAIC/KVfAOnnypNq1a+d0W3BwsFcaAgB4Tn5+vpKSklRQUGB2KwAAVArlClhWq1W7d++WxWKRJK1atUr169f3amMAgCuXnJys7du3a9myZWa3AgBApVCugDVlyhQlJibq119/VdeuXfX+++/rxRdf9HJrAIArkZ+fr/T0dBmGoYyMDGaxAACoACHleVDTpk313nvv6cSJEyopKVHNmjW93RcA4AolJyfLMAxJUklJiZYtW6aHH37Y5K4AAP4oPz9fs2fP1oQJExQWFmZ2Oz6tXDNY//u//6tjx46pevXqqlmzpo4ePao33njD270BKKf169dr2LBh2rhxo9mtwIesW7dOxcXFkqTi4mKtW7fO5I7gS7KzszVixAjl5OSY3Qp8CPsTuMKS8/IrV8DKyMhQ7dq1HXWdOnWUkZHhtaYAXJr58+dLEpdPgJPo6Gi3NSq3uXPn6uTJk5ozZ47ZrcCHsD9BWVhyfmnKFbBsNpvOnDnjqE+dOuVUAzDP+vXrnWYp+NYRdk2bNnWqmzVrZlIn8DXZ2dnKzc2VJOXm5jKLBUnsT+BaWUvO4Vq5Alb//v01fPhwffrpp/r000/10EMPaeDAgV5uDUB52L9ttONbR9h98MEHTvV7771nTiPwOXPnznWqmcWCxP4ErrHk/NKU6yQXjz76qCIiIhzfZIwZM0Zdu3b1amMAysf+hueqRuVls9nc1qi87LNXrmpUTuxP4Ep0dLTWrl2r4uJihYSEsOT8IsoVsCQpJiZGMTEx3uwFwGUICQlx2gmGhJT7nzWASqphw4Y6cOCAUw2wP4Er8fHxSk9PlyQFBQUpISHB5I58m9slgvfee68kqX379rrpppsc/9lrAOYbNWqUUz1mzBiTOoGvadu2rdsaldeFx+NxfB4k9idwzWq1KiYmRhaLRd26deM07RfhNmAtXrxYkrR582b9+9//dvxnrwGYr3Pnzo5vGUNCQtSpUyeTO4KvGD16tFPNhyXYZWVlua1RObE/gTvx8fGKiIhg9qocLnqSC5vNpj59+lRELwAuk/1bRz5A43xWq9Uxa9W2bVu+cYRDdHS0goODJUnBwcEcTwEH9idwxWq1KjExkX1JOVx0cW1wcLBatGihffv2qXHjxhXRE4BL1LlzZ3Xu3NnsNuCDRo8erdmzZ/NhCU7sx1PYbDYFBwfzjTQc2J8AV65cRy8eO3ZMcXFxateunapVq+a4/cLTeQIAfIv9G0fgfPbjKdLS0jieAgA8rFwBa+LEid7uAwAAVKD4+Hjt3buX2SsA8DC3Aev06dNavHixdu/ereuuu06DBw/mlJ0AAAQAZjcBwDvcnuTi6aef1pYtW3TdddcpIyND06dPr6i+AAAAAMDvuJ2O2rVrl7744gtJ0uDBgzVkyJAKaQoAAAAA/JHbGazzlwOyNBAAAAAA3HObmrZt26abbrpJkmQYhk6fPq2bbrpJhmHIYrFwsWEAAIAAkpWVpddee03PPPOM4zp6AC6N24C1devWiuoDAAAAJps9e7YMw9DMmTP11ltvmd0O4JfcLhEEAABA5ZCVlaWioiJJUlFRkbZs2WJyR4B/ImABAABAs2fPdqpnzpxpUieAfyNgAQAAwDF75aoGUD4ELAAAAKhGjRpuawDlQ8ACAsD69es1bNgwbdy40exW4GMYG3AlOztbI0aMUE5OjtmtwEeMHz/eqZ44caJJncAX8Z5RfgQsIADMnz9fkvTmm2+a3Al8DWMDrsydO1cnT57UnDlzzG4FPqJdu3ZONadpx/l4zyg/Ahbg59avX6/i4mJJUnFxMTMVcGBswJXs7Gzl5uZKknJzc/lGGpLOvWecj/cM2PGecWkIWICfs89Q2DFTATvGBlyZO3euU8030pB4z4BrvGdcGgIW4OfsMxSualRejA24Yv8m2lWNyon3DLjCe8alIWABfi4kJMRtjcqLsQFXqlWr5rZG5cR7Blxp0qSJ2xrOCFiAnxs1apRTPWbMGJM6ga+5//77nerhw4eb1Al8zenTp93WqJzYn8CVsWPHOtXjxo0zqRP/QMAC/Fznzp0d3zKGhISoU6dOJncEX7Fnzx6nmoOSYWexWNzWqJzYn8CV5s2bO2atmjRpombNmpnckW8jYAEBwP6tI9824nzr1q1zW6Py6ty5s1MdHR1tUifwNexP4MrYsWNVrVo1Zq/KgYAFBIDIyEi1bt1arVu3NrsV+JDo6Ginb6P5EA27oUOHKijo3EeAoKAgDR061OSO4CvYn8CV5s2b6+2332b2qhwIWEAASE5O1vbt27Vs2TKzW4EPiY+Pdyz9CgoKUkJCgskdwVdYrVZH4O7SpYvCwsLMbQg+g/0JcOUIWICfy8/PV3p6ugzDUEZGhgoKCsxuCT7CarUqJiZGFotF3bp140M0nAwdOlStW7dm9goO7E8AzyBgAX4uOTlZhmFIkkpKSvjWEU7i4+MVERHB7BVKsVqtSkxMJHjDgf0J4BleDVgZGRnq3bu3evXqpYULF5a6/91331Xfvn3Vv39/DR8+nIuWAZdh3bp1jotBFhcXcyIDOOFDNIDyYn8CeIbXApbNZlNSUpIWLVqk1NRUpaSkaOfOnU6PiYyM1GeffaYvvvhCvXv31l/+8hdvtQMErOjoaAUHB0uSgoODOZEBnOTn5yspKYmlPgAuihPjAJ7htYCVlZWlZs2aqWnTpgoNDVVcXJzS0tKcHtOpUyfH1eNvvPFGHThwwFvtAAErPj7esaTDMAyWgsEJB6wDKK/4+HjHny0WC/sT4DKFeOuF8/Ly1LBhQ0cdHh6urKwsl49funSpunXr5vL+rVu3erQ/IFAcP37cKWDt2LFDNWvWNLkr+ILjx49r7dq1MgxDa9euVVRUFGMDgFthYWE6dOiQ6tSpo/3792v//v1mtwT4Ha8FrEuxYsUKbdmyRR999JHLx0RGRlZgR4D/eOeddxQUFCSbzaagoCD99NNPevjhh81uCz7gnXfecaoZGwDcyc/P19GjRyVJR48eVaNGjTh+E3AjMzOzzNu9tkQwPDzcaclfXl6ewsPDSz1u/fr1mj9/vubNm6fQ0FBvtQMErHXr1slms0k6d+wjByXDjgPWAVyK888iaBgGS4uBy+S1gBUVFaXs7Gzt2bNHZ86cUWpqqmJjY50e89///leJiYmaN2+e6tWr561WgIDGQclwhbEB4FLwpQzgGV4LWCEhIUpMTNTIkSPVt29f3XnnnWrVqpVmzpzpONnFjBkzdOLECU2cOFEDBgzQqFGjvNUOELDi4+NlsVgkSUFBQRyUDAfGBoBLwZcygGd49RismJgYxcTEON02ceJEx5/fe+89b24eqBSsVqtiYmKUlpambt26sV4eDowNAJciPj5e6enpkvhSBrgSXr3QMICKER8fr4iICHaGKIWxAaC87F/KWCwWvpQBroDFsB/N6MMyMzPVoUMHs9sAAAAIaPn5+Zo9e7YmTJhAwAIuwlVGYQYLAIBKKD8/X0lJSSooKDC7FfgQq9WqxMREwhVwBQhYAABUQsnJydq+fTun4gYADyNgAQBQyeTn5ys9PV2GYSgjI4NZLADwIAIWAAQwloGhLOdfULakpIRZLADwIAIWEAD4EA1XPvnkE23btk2LFy82uxX4EC4oC+BS8Vmj/AhYQADgWAqUJT8/X999952kcx+o2SnCjgvKArhUfNYoPwIW4Oc4lgKufPLJJ07LwJjFgl18fLwsFoskLigL4OL4rHFpCFiAn+NYCriyfv16tzUqLy4oC+BS8Fnj0hCwAD/HsRQALkd8fLwiIiKYvQJwUXzWuDQELD/CwYUoy4XHTnAsBew6d+7sVDM2cL5p06Zp27Ztmj59utmtwIeMHj1aw4YN09ixY81uBT4kOjrasazYYrGwP7kIApYf4eBClCU2Ntap7tGjh0mdwNdcuAPs0qWLSZ3AF+3du1eStHv3bpM7gS85evSopHNf6gJ28fHxjiWChmEw830RBCw/wcGFcOXZZ591qp955hmTOoGv+ctf/uJUv/baayZ1Al/z1FNPOdWTJ082qRP4ktGjRzvVzGLB7l//+pdTnZmZaVIn/oGA5Sc4uBDApbLZbG5rVF722Ss7ZrEg/f/ZKztmsWD33nvvOdXvvPOOOY34CQKWn+DgQgAAAJjB/iW/qxrOCFh+gotCAgAAwAz2E1y4quGMgOUnuCgkgEtVr149p7p+/fomdQIA8Gd33323Uz106FCTOvEPBCw/wUUh4QrfKsGV9u3bO9U33HCDSZ3A1/Ts2dNtjcqJcQFXDh8+7FQfPHjQpE78AwHLj3BRSJSlbt26TvWFsxaovC48VpNjN2EXHx/vVLNfgcS4gGvsTy4NAcuPWK1WJSYmMnsFJ0eOHHGqL/yWCZUXx27CFavVqp49e8pisahnz57sVyCJcQHX2J9cGgIW4Oc4sw9ciY+Pdzr7KN9G43xHjhyRYRhcVxFOqlevLsMwVLNmTbNbgQ/hQsOXhoDlR/Lz85WUlMTOEEC5WK1Wp5pvo3G+f//735JKX0AUldvnn38uSVq+fLm5jcCnWK1Wx7UUbTYb+5OLIGD5keTkZG3fvp2LDMNJ7dq1neo6deqY1Al8zeuvv+5U/+///q9JncDXzJo1y6meM2eOSZ3Al6xYscKp/uKLL0zqBL5m/fr1TvXGjRtN6sQ/ELD8RH5+vtLT02UYhjIyMpjFgsOxY8ec6qNHj5rUCXyNfYbCjpkK2F344ejCD0+onJYsWeJUL1682KRO4GvmzZvnVM+dO9ekTvwDActPJCcnO9a+lpSUMIsFAACACmFfHuiqhjMClp9Yt26d08HqnB4TAAAA8D0ELD/B6TEBXKrQ0FC3NSqvoKAgtzUAnK9t27ZOdVRUlEmd+AfeUf1EfHy8LBaLpHM7Qk6PCbtatWo51Ree9AKV16RJk5zqP//5zyZ1Al/z1FNPOdWTJ082qRP4knvuucepvvfee03qBL5m9OjRbms4I2D5CavVqpiYGFksFnXr1o3TY8LhmWeecVuj8rrwpBY//PCDSZ3A17Rr186pvvDbaVROAwYMcKr79+9vUifwNVar1fE+ERUVxefQiyBg+ZH4+HhFREQwewUnF56WndO0w+7CYzU5dhN2+fn5jmWBwcHBnJkWDvZZLGavcKHRo0erdevWzF6VAwHLj1itViUmJvKtAZwkJyc7lo9aLBbOMAkHjt2EK+e/b0jifQMOAwYM0N///ndmr1AKn0PLj4DlR7KzszVixAjl5OSY3Qp8yLp16xyn8DcMg1kKOMTHxzudfZTZb9itW7fOcZplm83G+wYcpk2bpmHDhum1114zuxX4mKysLN13333asmWL2a34PAKWH5k9e7ZOnjypWbNmmd0KfMjNN9/stkblZbVanWq+dYQd7xtw5aeffpIk/ec//zG5E/ia2bNnyzAMzZw50+xWfB4By09kZ2dr//79kqT9+/cziwWHC795Xr9+vUmdwNdcuE5+7NixJnUCX7N582an+scffzSnEfiUadOmOdXMYsEuKytLRUVFkqSioiJmsS6CgOUnZs+e7VQziwW7kpISp5qrq8Pu6NGjTnV+fr5JncDXFBYWOtXHjx83qRP4EvvslR2zWLC78HMos1juEbD8hH32ylUNAAAAeIN99spVDWcELAAAAAAu1ahRw20NZwQsP1G/fn23NQAAAOANDz30kFM9YsQIkzrxDwQsP3Hh+njWywMALleTJk2c6muuucakTuBLQkND3daovLZt2+ZU//e//zWpE/9AwPITXbp0cVsDwIXOv5BsWTUqrwMHDjjVHNcLSapZs6ZTXatWLZM6ga+58IzFXDvPPQKWn4iPj1eVKlUkSVWqVOGCoQAuioAF4FIcOXLEqT58+LBJncDXREdHKzg4WJIUHBys6OhokzvybQQsP2G1WhUTEyOLxaKYmBguGArgoho0aOC2RuVVr149tzUqpwuXjl5Yo/KKj493XAbGZrPxRf9FELD8SHx8vCIiIhjUAMrl0KFDbmtUXgcPHnRbo3Jq06aNUx0VFWVSJ/A1F15X8cIazghYfsRqtSoxMZHZKwDlUlxc7LZG5WUYhtsaldPq1aud6lWrVpnUCXzN3Llzneo5c+aY1Il/IGABAAAAcCk3N9dtDWcELAAAAADwEAKWH8nPz1dSUpIKCgrMbgUAAABAGQhYfiQ5OVnbt2/XsmXLzG4FAAAAQBkIWH4iPz9f6enpMgxDGRkZzGIBAACgQtx1111O9cCBA81pxE8QsPxEcnKy4yxPJSUlzGIBAC5btWrV3NaonIKCgtzWqLyGDh3qVN99990mdeIf+JfjJ9atW+c4xXJxcbHWrVtnckcAfB0Xk4Ur9guGuqpROVWtWtVtjcrN/kVM9erVTe7E9xGw/ER0dLRCQkIkSSEhIYqOjja5IwC+Lj8/322Nyqt+/fpua1ROJ0+edFuj8srOznaMhxMnTignJ8fkjnwbActPxMfHy2KxSDo3ZZ+QkGByRwB8XUlJidsaldf+/fvd1qicrrrqKrc1Kq9Zs2Y51TNnzjSpE/9AwPITVqtVjRs3liQ1atRIYWFh5jYEAPBbhG+U5dSpU25rVF4HDhxwW8MZAcuP2KdjmZYFAABARbGvonJVw5lXA1ZGRoZ69+6tXr16aeHChaXu37Rpk+Lj43X99ddr1apV3mzF733yySdO9T/+8Q+TOgEAAEBlEhwc7FTbzwuAsnktYNlsNiUlJWnRokVKTU1VSkqKdu7c6fSYRo0aadq0aerXr5+32ggYn3/+uVO9fPlycxoBAABApWI/k7Xd2bNnTerEP3gtfmZlZalZs2Zq2rSpJCkuLk5paWm69tprHY+55pprJHGdBQAAAACBwWvJJi8vTw0bNnTU4eHhysvL89bmAAAAAMB0frOAcuvWrWa3YKrOnTtr/fr1jrpLly6V/ncC1xgbcIWxAVcYGygL4wKuMDZc81rACg8PdzqFY15ensLDwy/79SIjIz3Rlt+KjIx0ClhjxowxsRv4usr+7wWuMTbgCmMDZWFcwBXGhpSZmVnm7V5bIhgVFaXs7Gzt2bNHZ86cUWpqqmJjY721uUqhZs2aTv8HAAAA4Fu8FrBCQkKUmJiokSNHqm/fvrrzzjvVqlUrzZw5U2lpaZLOnQijW7duWrVqlaZMmaK4uDhvteP3srOzVVhYKEkqLCzkWlgAAACAD/LqMVgxMTGKiYlxum3ixImOP7dr104ZGRnebCFgzJ0716meM2eO/vKXv5jUDQAAAICycH50P5Gbm+u2BgAAAGA+ApafaNKkidsaAAAAgPkIWH5i7NixTvW4ceNM6gQA4O+qVavmtgaA80VERDjVrVu3NqkT/0DA8hOff/65U/3FF1+Y1AkAwN+dPHnSbQ0A59u+fbtTvW3bNpM68Q8ELD+xceNGp/r8a2IBAAAA8A0ELAAAAADwEAIWAAAAAHgIAQsAAAAAPISA5Sfq1KnjtgYAAABgPgKWnzh9+rTbGgAAAID5CFh+4tSpU25rAAAAAOYjYPmJq666yqnmopAAAACA7yFg+YkaNWo41dWrVzepEwAAAFQmF37u5HOoewQsP3H48GG3NQAAAOANJ06ccFvDGQELAAAAADyEgAUAAAAAHkLAAgAAAAAPIWABAAAAgIcQsAAAAADAQ0LMbgAIVBkZGUpPTzdl2y+//LJXXz8mJkbdunXz6jYCGWMDrgTq2GBcAKhMCFhXKFB3hhI7RAAAfAGfNQD/QsACvKRbt24VstMYNmxYqdteeOEFr28Xl6+ixsZ7772n1atXO+o+ffrogQce8Pp2cfkqamw88cQT2r9/v6Nu3Lgx7xuAHyJ8+yYC1hWqqJ1hYmKidu7c6aivu+46doaQJE2dOlXPPvuso542bZqJ3cCXPPjgg04Bi3AFu+eff15jx451quG7+MIO8C8ELD+RlJTk9Mb34osvmtcMfErz5s2d6mbNmpnTCHxSnTp1dPToUfXp08fsVuBDrFarqlSporNnz6px48YKCwszuyUAl4Hw7Zs4i6AfCQ0NlXRu9go4X/PmzWWxWJi9QimNGzdWZGQks1copVmzZqpWrRqzV3D4+9//7rZG5cXYuDTMYPmRli1bSuIbA5RWrVo1tW7dmtkrAOVWpUoVNW/enNkrAPAwAhYAAAAkSZGRkZL4MhelMTbKjyWCAAAAAOAhBCwAAAAA8BACFgAAAAB4CAELAAAAADyEgAUAAAAAHkLAAgAAAAAPIWABAAAAgIcQsAAAAADAQwhYAAAAAOAhBCwAAAAA8BCLYRiG2U1cTGZmpjp06GB2G6Z7+eWXJUkvvPCCyZ34rw8++EA5OTlmt+Fx9p+pWbNmJnfiec2aNdMDDzzg9e0wNvwPY+PKBOrYYFxcmUAdFxJj40oxNkpzlVFCPNGUrwn0gW0PWoGkot70cnJy9Nsv29SkZhWvb6si1TRskqQz+3aZ3Iln5RaerbBt5eTk6Jcdu1Sj9tUVts2KUGIJlSTl5h01uRPPKjp2qMK2de59Y5ca1qxXYdusCNWNc++DJ/cVmNuIBx0oPFxh28rJydGOXVtVu35gLQayVD33vXvese0md+JZxw6WVNi2cnJy9Nuu/6pxfVuFbbMi1KhqkSSdPvaTyZ141r6DwR5/zYAMWDk5Odq2c4eq1K1ldiseZfu/v61dRw6Y24iHnT1yvEK316RmFY1v16BCt4nLMzvr9wrdXo3aV6tdp4EVuk1cnqyNyyt0ew1r1tPD7e6q0G3i0r2T9XmFbq92/SB1HFy9QreJy/P90hMVur3G9W0aM6SwQreJy/PmpzU9/poBGbAkqUrdWqp3R0ez20A5HF79vdktAAAAAB4RWPPaAAAAAGCigJ3BAspSUFCg/MKzFb70DJcnt/CsrAUFZreBSq6goEBHCg9X+PIzXLr9hYdVt6BitlVQUKBjh0sqfOkZLs+xgyWqWlJQIdsqKChQ/uFgryw9g+ftOxgsq4fHBgELAHRuh1h07HCFH9uDy1N07JAKqvr8SXABAJUQAQuVSlhYmKqfOMxJLvzE7KzfFRoWZnYbqOTCwsJU9YQ4yYUfeCfrc1WroPeMsLAwnQ7K4yQXfuL7pScUVjusQrYVFhamakF7OMmFn3jz05qq6uGxEZABq6CgQGePHOfkCX7i7JHjKgi6yuw2UMmFhYWp6LSFswj6iayNyxUWVsfsNgAAKIWTXAAAAACAhwTkDFZYWJgOl5ziNO1+4vDq7xXGMjAAAAAEgIAMWAAAAN527GDgnUXw9IlzJ4+pWt1icieedexgicJrV9z29h0MvLMIHj9xbkzUqh5YJxjadzBYLTw8NghYqHRyA/A07cfP2CRJtUKDTe7Es3ILz6pFBW6v6NihgDuL4JnT5z78hVYNrAPxi44dksIr7hisAwF4mvbCM+fGRs3QwBkbBwoPq4XCKmRbzZo1q5DtVLSc/BxJUnjDwPr5wmtX3N9ZoI6NA/83Nq4OsLHRwgtjI2ADViCe5MJ28rQkKbhaVZM78ayzR45LdRtWyLYC9U2vMOfcm169xoH187UQO8QrlZNTIElqEt7I3EY8LbwOY+MK/Z5zVJJUv3GYuY14UAuFVdjf1wMPPFAh26loL7/8siTphRdeMLkT/8XYQEAGrEDdGeb834foZhUURipM3YbsEK8Qb3pXjrEBVxgbAIBLEZABi50hAAAAADNwmnYAAAAA8BACFgAAAAB4CAELAAAAADyEgAUAAAAAHuLVgJWRkaHevXurV69eWrhwYan7z5w5oz/96U/q1auXhgwZor1793qzHQAAAADwKq8FLJvNpqSkJC1atEipqalKSUnRzp07nR7z6aefqnbt2vr666/14IMP6vXXX/dWOwAAAADgdRbDMAxvvPDmzZs1Z84cvf3225KkBQsWSJIee+wxx2NGjBihcePGqX379iouLlZ0dLQ2btwoi8Xi9FqZmZnq0KGDN9q8YhkZGUpPT6+QbTmug1VB14yKiYlRt27dKmRbgYixAVcYG3AlUMcG4+LKBOq4kBgbV4qxYS5XGcVr18HKy8tTw4b//4K44eHhysrKKvWYRo0anWskJES1atVSfn6+6tatW+r1tm7d6q1Wr8i+fft04sSJCtlWtWrVJKnCtrdv3z6f/b37A8YGXGFswJVAHRuMiysTqONCYmxcKcaGb/KbCw1HRkaa3UKZIiMjNXToULPbgA9ibMAVxgZcYWygLIwLuMLYMFdmZmaZt3vtGKzw8HAdOHDAUefl5Sk8PLzUY/bv3y9JKi4u1vHjx2W1Wr3VEgAAAAB4ldcCVlRUlLKzs7Vnzx6dOXNGqampio2NdXpMbGyskpOTJUlfffWVOnXqVOr4KwAAAADwF15bIhgSEqLExESNHDlSNptNgwYNUqtWrTRz5ky1bdtWPXr00ODBg/Xkk0+qV69eqlOnjt544w1vtQMAAAAAXue1swh6ki+fRRAAAABA5eMqo3j1QsMAAAAAUJkQsAAAAADAQwhYAAAAAOAhBCwAAAAA8BACFgAAAAB4CAELAAAAADyEgAUAAAAAHkLAAgAAAAAPIWABAAAAgIcQsAAAAADAQ0LMbqC8MjMzzW4BAAAAANyyGIZhmN0EAAAAAAQClggCAAAAgIcQsAAAAADAQwhYAAAAAOAhfnOSC0hPPPGEtmzZoipVqigqKkpJSUmqUqWKDMPQq6++qvT0dF111VWaPn262rRpY3a7uEz79+/XU089pcOHD8tisejuu+/W8OHDVVBQoMcff1y5ublq0qSJ/va3v6lOnTqlnu9qnBw9elTPPvusdu/erapVq2rq1Km67rrrTPgJcblOnz6t++67T2fOnJHNZlPv3r01YcIE7dmzR5MmTVJBQYHatGmjGTNmKDQ0tNTzR4wYoYMHD8pms6lDhw6aMmWKgoODtW3bNk2ZMkUnTpxQkyZN9Prrr6tmzZom/IS4UjabTYMGDVJ4eLgWLFhQ7rFhN2rUKO3du1cpKSmSxNgIELGxsapRo4aCgoIUHBysZcuWlXufMnnyZP3www+qVauWJGn69OmKjIxknxKAjh07pueff16//PKLLBaLpk6dqhYtWpRrnOACBnza6dOnjaKiIsMwDGPt2rVGSUmJUVJSYjz++OPGxx9/7Lh9xIgRRklJibF582Zj8ODBZraMK5SXl2ds2bLFMAzDOH78uHHHHXcYO3bsMF577TVjwYIFhmEYxoIFC4wZM2aU+XxX42T69OnG7NmzDcMwjJ07dxoPPPBABfw08KSSkhKjsLDQMAzDOHPmjDF48GBj8+bNxoQJE4yUlBTDMAzjhRdecPydX+j48eOO1xk3bpzjOQkJCcb3339vGIZhfPrpp8Ybb7zh5Z8E3vLOO+8YkyZNMh599FHDMIxyjw3DMIyvvvrKmDRpkhEXF+e4jbERGLp3724cPnzY6bby7lOefvpp48svvyx1O/uUwPPUU08Z//jHPwzDOPf58+jRo+UaJ08//bSxcePGCu3V17FE0Eft2rVL06dPV58+fZSdnS1JiomJkcVikcViUbt27ZSXlydJSktL08CBA2WxWHTjjTfq2LFj+v33303sHleiQYMGjhnImjVr6g9/+IPy8vIcf8+SNHDgQK1Zs6bM57saJ7t27VKnTp0kSS1btlRubq4OHTrk/R8IHmOxWFSjRg1JUnFxsYqLi2WxWLRx40b17t1bkhQfH6+0tLQyn2+feSguLtbZs2dlsVgkSdnZ2brlllskSdHR0Vq9erW3fxR4wYEDB7R27VoNHjxYkmQYRrnHRlFRkd59912NHj3a6XbGRuAq7z7FFfYpgeX48ePatGmT4/0jNDRUtWvXvuJxUlkRsHzIiRMn9Nlnn+nee+/V888/r5YtW+rzzz/X9ddf7/S4s2fPasWKFerataskKS8vTw0bNnTc37BhQ8eHavi3vXv3auvWrbrhhht0+PBhNWjQQJJUv359HT582O1zLxwnrVu3dnw4ysrK0r59+3TgwAHv/gDwOJvNpgEDBqhz587q3LmzmjZtqtq1aysk5NyK74v9+x8xYoQ6d+6sGjVqOD54t2rVyvHBe9WqVdq/f7/3fxB43NSpU/Xkk08qKOjcrj0/P7/cY2PmzJl6+OGHddVVVzndztgIHCNGjFBCQoKWLFkiSZe0T3njjTfUv39/TZ06VWfOnJHEPiXQ7N27V3Xr1tUzzzyjgQMH6rnnntOJEycu+bMHziFg+ZAuXbpo6dKleuWVV7R48WINGTKkzLXuL730km6++WbdfPPNJnSJilJUVKQJEybo2WefLTUO7DNU7lw4Th599FEdP35cAwYM0IcffqjIyEgFBwd7rX94R3BwsFasWKH09HRlZWXp119/vaTnv/322/ruu+905swZbdy4UZL06quv6u9//7sSEhJUVFTk9hgd+KZ//vOfqlu3rtq2bXvJz926dat2796tXr16lbqPsREYFi9erOTkZL311lv6+OOPtWnTJqf73e1TJk2apFWrVumzzz7T0aNHtXDhQknsUwJNcXGx/vvf/+ree+/V8uXLVa1aNcfftd354+Tbb7/VgAEDNGDAAH3zzTd6/vnnNWDAAA0ZMsSM9n0OJ7nwIbNmzdLSpUs1fvx49e3bV/Hx8WrSpInTY+bMmaMjR45ozpw5jtvCw8OdvjU6cOCAwsPDK6xveN7Zs2c1YcIE9e/fX3fccYckqV69evr999/VoEED/f7776pbt66kc99KHjp0SG3bttWrr74qqexxUrNmTU2bNk3SuaVDPXr0UNOmTSv4J4On1K5dWx07dtSPP/6oY8eOqbi4WCEhIY5//zabTQkJCZLOHeA+ceJEx3OrVq2qHj16KC0tTdHR0WrZsqXeeecdSdJvv/2mtWvXmvEj4Qr8+9//1jfffKOMjAydPn1ahYWFevXVV8s1NurXr68tW7YoNjZWxcXFOnLkiO6//359+OGHjI0AYf9MUK9ePfXq1UtZWVnl3qfYZy9CQ0OVkJDgGA/sUwJLw4YN1bBhQ91www2SpD59+mjhwoUux0nXrl0dK2QmT56s+Ph4dezY0bT+fQ0By4d06dJFXbp0UX5+vj7//HONGTNGVqtVr7zyiq655hp9+umn+u677/Tee+85loBI53aQH330keLi4vSf//xHtWrVcrwhwv8YhqHnnntOf/jDH/TQQw85bo+NjdXy5cv16KOPavny5erRo4ekczMS53M1To4dO6arrrpKoaGh+vTTT3XzzTdzNjA/c+TIEYWEhKh27do6deqU1q9fr0ceeUQdO3bUV199pbi4OCUnJys2NtYx02VXVFSkoqIiNWjQQMXFxVq7dq1jdvPw4cOqV6+eSkpKNG/ePA0dOtSsHxGX6YknntATTzwhSfr+++/1zjvv6K9//asmTJhw0bEhScOGDZN0bpnQqFGj9OGHH0pibASCEydOqKSkRDVr1tSJEye0bt06jRkzptz7FPuHa8MwtGbNGrVq1UoS+5RAU79+fTVs2FC//vqr/vCHP2jDhg1q2bKlWrZsWeY4gXsELB9ktVo1fPhwDR8+XFlZWY4p9ylTpqhx48a65557JEm9evXSuHHjFBMTo/T0dPXq1UvVqlXT1KlTzWwfVygzM1MrVqzQddddpwEDBkg6t0Tj0Ucf1Z/+9CctXbpUjRs31t/+9rcyn+9qnOzatUuTJ0+WdO64CvtsF/zH77//rsmTJ8tms8kwDPXp00fdu3fXtddeq8cff1x/+9vfFBkZWeYSjZMnT2r06NE6c+aMDMNQx44dHR+WU1JS9Pe//13SufEyaNCgCv254D1PPvnkRceGO4wN/3f48GGNHTtW0rljOPv166du3bopKiqqXPuUP//5z8rPz5dhGGrdurVeeuklSWKfEoBeeOEF/fnPf9bZs2fVtGlTTZs2TSUlJeUaJ3BmMQzDMLsJAAAAAAgEnOQCAAAAADyEgAUAAAAAHkLAAgAAAAAPIWABAAAAgIcQsAAAAADAQwhYAACfsWbNGkVERGjXrl0efd0VK1aof//+iouL01133aXnnntOx44d8+g2AACQCFgAAB+SkpKiDh06KDU11WOvmZGRoffff1+LFi1SamqqkpOT1b59ex06dKjUY202m8e2CwConLgOFgDAJxQVFalPnz764IMPNGrUKH311VeSpJKSEiUlJWnjxo1q1KiRQkJCNGjQIPXp00dbtmzR9OnTdeLECVmtVk2bNk0NGjRwet1hw4ZpwoQJ6tSpU5nbjY2N1Z133qn169dr5MiRMgxDCxYskGEYiomJ0ZNPPilJat++vTZv3ixJWrVqldauXavp06dr8uTJCg0N1ZYtW1RUVKTJkyere/fuXvxNAQB8GTNYAACfkJaWpq5du6pFixayWq3asmWLJGn16tXKzc3VypUrNWPGDP3444+SpLNnz+qVV17RrFmztGzZMg0aNEhvvPFGqdfduXOn2rRp43bbYWFhSk5O1s0336zXX39d77//vpYvX66ffvpJa9asuWjvubm5Wrp0qRYsWKApU6bo9OnTl/4LAAAEBAIWAMAnpKamKi4uTpLUt29fxzLBzMxM9enTR0FBQapfv746duwoSfrtt9/0yy+/6KGHHtKAAQM0b9485eXlud3G9u3bNWDAAPXs2VMrV6503N63b19J0k8//aRbb71VdevWVUhIiPr3769NmzZdtPc777xTQUFBat68uZo2bapff/31sn4HAAD/F2J2AwAAFBQUaOPGjfrll19ksVhks9lksVj01FNPuXyOYRhq1aqVlixZ4va1r732Wv3888/q1KmTIiIitGLFCiUlJenUqVOOx1SrVu2S+r1whspisbitAQCVBzNYAADTffXVVxowYID++c9/6ptvvlF6erquueYa/etf/9JNN92k1atXq6SkRIcOHdIPP/wgSWrRooWOHDniOC7q7Nmz2rFjR6nXfuyxxzRjxgwdOHDAcdv54ep87dq106ZNm3TkyBHZbDalpqbqlltukSRdffXV2rVrl0pKSkotG1y1apVKSkq0e/du7dmzRy1atPDI7wUA4H+YwQIAmC4lJUWPPPKI02133HGHUlJSNGXKFG3YsEF9+/ZVo0aNdP3116tWrVoKDQ3VrFmz9Morr+j48eOy2WwaPny4WrVq5fQ6MTExOnLkiB555BHZbDbVrl1brVq1UpcuXUr10aBBAz3xxBMaPny44yQXPXv2lCQ98cQTeuyxx1S3bl21bdtWJ06ccDyvUaNGGjx4sIqKivTSSy+patWqXvgtAQD8AWcRBAD4vKKiItWoUUP5+fkaMmSIFi9erPr165vdliRp8uTJuv3229WnTx+zWwEA+ABmsAAAPm/UqFE6duyYzp49qzFjxvhMuAIA4ELMYAEAAACAh3CSCwAAAADwEAIWAAAAAHgIAQsAAAAAPISABQAAAAAeQsACAAAAAA/5fzl270Y3RBS8AAAAAElFTkSuQmCC\n"},"metadata":{}},{"name":"stdout","text":"\nANOVA: Price differences across sales channels\n                        sum_sq       df            F  PR(>F)\nC(sales_channel_id)   1.014759      1.0  2768.327402     0.0\nResidual             36.647953  99978.0          NaN     NaN\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}}],"execution_count":35},{"cell_type":"code","source":"# Chi-square test: Association between age group and product group\ncontingency = pd.crosstab(df['age_group'], df['product_group_name'])\nchi2, p, dof, expected = stats.chi2_contingency(contingency)\nprint(\"\\nChi-Square Test: Age Group vs Product Group\")\nprint(f\"Chi2 value: {chi2:.2f}\")\nprint(f\"p-value: {p:.6f}\")\nprint(f\"Degrees of freedom: {dof}\")\nprint(f\"Conclusion: {'Significant association' if p < 0.05 else 'No significant association'}\")\n\n# Visualize with mosaic plot\nplt.figure(figsize=(14, 8))\n# Select top categories for clarity\nage_groups = df['age_group'].value_counts().head(6).index\nprod_groups = df['product_group_name'].value_counts().head(5).index\nsubset_df = df[df['age_group'].isin(age_groups) & df['product_group_name'].isin(prod_groups)]\nmosaic_data = {(a, p): len(subset_df[(subset_df['age_group']==a) & \n                                   (subset_df['product_group_name']==p)]) \n             for a in age_groups for p in prod_groups}\nmosaic(mosaic_data, title='Association between Age Group and Product Group')\nplt.tight_layout()\nplt.show()\n\n# Chi-square test: Association between sales channel and product group\ncontingency = pd.crosstab(df['sales_channel_id'], df['product_group_name'])\nchi2, p, dof, expected = stats.chi2_contingency(contingency)\nprint(\"\\nChi-Square Test: Sales Channel vs Product Group\")\nprint(f\"Chi2 value: {chi2:.2f}\")\nprint(f\"p-value: {p:.6f}\")\nprint(f\"Degrees of freedom: {dof}\")\nprint(f\"Conclusion: {'Significant association' if p < 0.05 else 'No significant association'}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:11:26.128649Z","iopub.execute_input":"2025-06-14T21:11:26.129105Z","iopub.status.idle":"2025-06-14T21:11:27.122592Z","shell.execute_reply.started":"2025-06-14T21:11:26.129068Z","shell.execute_reply":"2025-06-14T21:11:27.121068Z"}},"outputs":[{"name":"stdout","text":"\nChi-Square Test: Age Group vs Product Group\nChi2 value: 1054.51\np-value: 0.000000\nDegrees of freedom: 65\nConclusion: Significant association\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x576 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 3 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nChi-Square Test: Sales Channel vs Product Group\nChi2 value: 4509.64\np-value: 0.000000\nDegrees of freedom: 13\nConclusion: Significant association\n","output_type":"stream"}],"execution_count":37},{"cell_type":"code","source":"plt.figure(figsize=(10, 6))\nplt.scatter(customer_metrics['purchase_count'], customer_metrics['total_spend'], \n            alpha=0.5, color='#3498db')\nplt.title('Customer Value Analysis: Purchase Frequency vs. Total Spend', fontsize=15)\nplt.xlabel('Number of Purchases', fontsize=12)\nplt.ylabel('Total Customer Spend (€)', fontsize=12)\nplt.grid(True, alpha=0.3)\n\n# Add trend line\nz = np.polyfit(customer_metrics['purchase_count'], customer_metrics['total_spend'], 1)\np = np.poly1d(z)\nplt.plot(customer_metrics['purchase_count'], p(customer_metrics['purchase_count']), \n         \"r--\", linewidth=2, label=f'Trend: €{z[0]:.2f} per additional purchase')\n\n# Annotate high-value customers\nhigh_value = customer_metrics[customer_metrics['purchase_count'] > 5]\nplt.scatter(high_value['purchase_count'], high_value['total_spend'], \n            color='#e74c3c', s=50, label=f'High-frequency shoppers ({len(high_value)} customers)')\n\nplt.legend()\nplt.tight_layout()\nplt.show()\n\nprint(f\"Average spend per purchase: €{customer_metrics['total_spend'].sum() / customer_metrics['purchase_count'].sum():.2f}\")\nprint(f\"Correlation between frequency and spend: {customer_metrics[['purchase_count', 'total_spend']].corr().iloc[0,1]:.2f}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:21:02.175982Z","iopub.execute_input":"2025-06-14T21:21:02.176276Z","iopub.status.idle":"2025-06-14T21:21:03.345242Z","shell.execute_reply.started":"2025-06-14T21:21:02.176247Z","shell.execute_reply":"2025-06-14T21:21:03.343735Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"Average spend per purchase: €0.03\nCorrelation between frequency and spend: 0.51\n","output_type":"stream"}],"execution_count":41},{"cell_type":"code","source":"plt.figure(figsize=(10, 6))\n\n# Calculate price sensitivity (std dev of prices for each customer)\n# Only include customers with 3+ purchases for meaningful measurement\nfrequent_customers = customer_metrics[customer_metrics['purchase_count'] >= 3].copy()\nprice_sensitivity = df.groupby('customer_id')['price'].std().reset_index()\nprice_sensitivity.columns = ['customer_id', 'price_std']\nfrequent_customers = frequent_customers.merge(price_sensitivity, on='customer_id', how='left')\n\n# Create normalized price sensitivity measure (coefficient of variation)\nfrequent_customers['price_sensitivity'] = frequent_customers['price_std'] / frequent_customers['avg_price']\n\n# Plot distribution of price sensitivity\nsns.histplot(frequent_customers['price_sensitivity'].dropna(), bins=30, kde=True)\nplt.axvline(x=frequent_customers['price_sensitivity'].median(), \n           color='r', linestyle='--', label=f'Median: {frequent_customers[\"price_sensitivity\"].median():.2f}')\n\nplt.title('Distribution of Customer Price Sensitivity', fontsize=15)\nplt.xlabel('Price Sensitivity (CV of Purchase Prices)', fontsize=12)\nplt.ylabel('Number of Customers', fontsize=12)\nplt.legend()\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()\n\n# Summary statistics\nhigh_sensitivity = frequent_customers[frequent_customers['price_sensitivity'] > \n                                     frequent_customers['price_sensitivity'].quantile(0.75)]\nlow_sensitivity = frequent_customers[frequent_customers['price_sensitivity'] < \n                                    frequent_customers['price_sensitivity'].quantile(0.25)]\n\nprint(f\"High price sensitivity customers: {len(high_sensitivity)} ({len(high_sensitivity)/len(frequent_customers):.1%})\")\nprint(f\"Low price sensitivity customers: {len(low_sensitivity)} ({len(low_sensitivity)/len(frequent_customers):.1%})\")\nprint(f\"Average spend - High sensitivity: €{high_sensitivity['total_spend'].mean():.2f}\")\nprint(f\"Average spend - Low sensitivity: €{low_sensitivity['total_spend'].mean():.2f}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:24:28.475796Z","iopub.execute_input":"2025-06-14T21:24:28.476151Z","iopub.status.idle":"2025-06-14T21:24:29.174846Z","shell.execute_reply.started":"2025-06-14T21:24:28.47611Z","shell.execute_reply":"2025-06-14T21:24:29.173751Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"High price sensitivity customers: 384 (25.0%)\nLow price sensitivity customers: 384 (25.0%)\nAverage spend - High sensitivity: €0.10\nAverage spend - Low sensitivity: €0.09\n","output_type":"stream"}],"execution_count":45},{"cell_type":"code","source":"plt.figure(figsize=(12, 6))\n\n# Create tenure groups\ncustomer_metrics['tenure_group'] = pd.cut(customer_metrics['tenure_days'], \n                                         bins=[0, 30, 90, 180, 365, 999],\n                                         labels=['0-30 days', '31-90 days', '91-180 days', \n                                                '181-365 days', '365+ days'])\n\n# Calculate average metrics by tenure\ntenure_metrics = customer_metrics.groupby('tenure_group').agg({\n    'purchase_count': 'mean',\n    'total_spend': 'mean',\n    'avg_price': 'mean',\n    'customer_id': 'count'  # Count of customers in each group\n}).reset_index()\n\n# Create the plot with dual y-axis\nfig, ax1 = plt.subplots(figsize=(10, 6))\n\n# Plot bars for average spend\nbars = ax1.bar(tenure_metrics['tenure_group'], tenure_metrics['total_spend'], \n              alpha=0.7, color='#3498db', label='Avg. Total Spend')\nax1.set_xlabel('Customer Tenure', fontsize=12)\nax1.set_ylabel('Average Total Spend (€)', fontsize=12, color='#3498db')\nax1.tick_params(axis='y', colors='#3498db')\n\n# Add customer count as text on bars\nfor i, bar in enumerate(bars):\n    height = bar.get_height()\n    ax1.text(bar.get_x() + bar.get_width()/2., height + 5,\n            f'n={tenure_metrics[\"customer_id\"][i]}',\n            ha='center', va='bottom', fontsize=9)\n\n# Create second y-axis for purchase frequency\nax2 = ax1.twinx()\nax2.plot(tenure_metrics['tenure_group'], tenure_metrics['purchase_count'], \n        'o-', color='#e74c3c', linewidth=2, label='Avg. Purchase Frequency')\nax2.set_ylabel('Average Purchase Frequency', fontsize=12, color='#e74c3c')\nax2.tick_params(axis='y', colors='#e74c3c')\n\n# Add legend for both axes\nlines1, labels1 = ax1.get_legend_handles_labels()\nlines2, labels2 = ax2.get_legend_handles_labels()\nax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n\nplt.title('Customer Spend & Purchase Frequency by Tenure', fontsize=15)\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:23:56.816064Z","iopub.execute_input":"2025-06-14T21:23:56.81649Z","iopub.status.idle":"2025-06-14T21:23:57.981582Z","shell.execute_reply.started":"2025-06-14T21:23:56.816437Z","shell.execute_reply":"2025-06-14T21:23:57.980444Z"},"jupyter":{"source_hidden":true,"outputs_hidden":true},"collapsed":true},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:48: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 2 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\n"},"metadata":{}}],"execution_count":44},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport scipy.stats as stats\n\nprint(\"\\n\" + \"=\"*70)\nprint(\"CORRELATION ANALYSIS: Relationships Between Key Variables\")\nprint(\"=\"*70)\n\n# 1. Prepare data for correlation analysis\n# First, create customer-level aggregations for meaningful correlation\ncustomer_metrics = df.groupby('customer_id').agg({\n    'price': ['mean', 'sum', 'count'],\n    'age': 'first',\n    't_dat': [lambda x: (x.max() - x.min()).days]  # tenure in days\n}).reset_index()\n\n# Flatten the multi-level column names\ncustomer_metrics.columns = ['customer_id', 'avg_price', 'total_spend', 'purchase_count', 'age', 'active_days']\n\n# Remove rows with missing values for correlation analysis\ncorrelation_vars = ['avg_price', 'total_spend', 'purchase_count', 'age', 'active_days']\nclean_metrics = customer_metrics[correlation_vars].dropna()\n\nprint(f\"\\nCustomer metrics shape before cleaning: {customer_metrics.shape}\")\nprint(f\"Customer metrics shape after removing missing values: {clean_metrics.shape}\")\n\n# 2. Calculate correlation matrix only if we have sufficient data\nif len(clean_metrics) > 5:  # Ensure we have enough data points\n    corr_matrix = clean_metrics.corr()\n    \n    # 3. Visualize correlation matrix\n    plt.figure(figsize=(10, 8))\n    mask = np.triu(np.ones_like(corr_matrix, dtype=bool))\n    cmap = sns.diverging_palette(230, 20, as_cmap=True)\n    \n    # Plot the heatmap\n    sns.heatmap(corr_matrix, mask=mask, cmap=cmap, vmax=1, vmin=-1, center=0,\n                square=True, linewidths=.5, annot=True, fmt=\".2f\", cbar_kws={\"shrink\": .5})\n    \n    plt.title('Correlation Matrix of Customer Metrics', fontsize=16)\n    plt.tight_layout()\n    plt.show()\n    \n    # 4. Statistical significance testing of correlations\n    print(\"\\nStatistical Significance of Correlations:\")\n    print(\"-\" * 60)\n    print(\"{:<15} {:<15} {:<12} {:<12} {:<15}\".format(\n        \"Variable 1\", \"Variable 2\", \"Correlation\", \"p-value\", \"Significant?\"\n    ))\n    print(\"-\" * 60)\n    \n    for i, var1 in enumerate(correlation_vars):\n        for j, var2 in enumerate(correlation_vars):\n            if i < j:  # Only print lower triangle to avoid duplicates\n                corr_coef, p_value = stats.pearsonr(clean_metrics[var1], clean_metrics[var2])\n                is_significant = \"YES\" if p_value < 0.05 else \"NO\"\n                print(\"{:<15} {:<15} {:<12.3f} {:<12.6f} {:<15}\".format(\n                    var1, var2, corr_coef, p_value, is_significant\n                ))\n    \n    # 5. Focused analysis on key relationships\n    # 5.1 Age vs. Average Purchase Price\n    print(\"\\n\" + \"-\"*50)\n    print(\"Key Relationship 1: Age vs. Average Purchase Price\")\n    print(\"-\"*50)\n    \n    plt.figure(figsize=(10, 6))\n    sns.regplot(x='age', y='avg_price', data=clean_metrics, \n                scatter_kws={'alpha':0.3}, line_kws={'color':'red'})\n    plt.title('Correlation: Customer Age vs. Average Purchase Price', fontsize=15)\n    plt.xlabel('Customer Age')\n    plt.ylabel('Average Purchase Price (€)')\n    plt.grid(True, alpha=0.3)\n    \n    # Add correlation coefficient and p-value to the plot\n    corr, p = stats.pearsonr(clean_metrics['age'], clean_metrics['avg_price'])\n    plt.annotate(f'Correlation: {corr:.2f}\\np-value: {p:.6f}\\n{\"Significant\" if p < 0.05 else \"Not significant\"}', \n                 xy=(0.05, 0.95), xycoords='axes fraction', \n                 bbox=dict(boxstyle=\"round,pad=0.3\", fc=\"white\", alpha=0.8))\n    \n    plt.tight_layout()\n    plt.show()\n    \n    # 5.2 Purchase Count vs. Total Spend\n    print(\"\\n\" + \"-\"*50)\n    print(\"Key Relationship 2: Purchase Count vs. Total Spend\")\n    print(\"-\"*50)\n    \n    plt.figure(figsize=(10, 6))\n    sns.regplot(x='purchase_count', y='total_spend', data=clean_metrics, \n                scatter_kws={'alpha':0.3}, line_kws={'color':'red'})\n    plt.title('Correlation: Purchase Frequency vs. Total Spend', fontsize=15)\n    plt.xlabel('Number of Purchases')\n    plt.ylabel('Total Customer Spend (€)')\n    plt.grid(True, alpha=0.3)\n    \n    # Add correlation coefficient and p-value to the plot\n    corr, p = stats.pearsonr(clean_metrics['purchase_count'], clean_metrics['total_spend'])\n    plt.annotate(f'Correlation: {corr:.2f}\\np-value: {p:.6f}\\n{\"Significant\" if p < 0.05 else \"Not significant\"}', \n                 xy=(0.05, 0.95), xycoords='axes fraction', \n                 bbox=dict(boxstyle=\"round,pad=0.3\", fc=\"white\", alpha=0.8))\n    \n    plt.tight_layout()\n    plt.show()\n    \n    # 5.3 Active Days (tenure) vs. Purchase Count\n    print(\"\\n\" + \"-\"*50)\n    print(\"Key Relationship 3: Customer Tenure vs. Purchase Frequency\")\n    print(\"-\"*50)\n    \n    plt.figure(figsize=(10, 6))\n    sns.regplot(x='active_days', y='purchase_count', data=clean_metrics, \n                scatter_kws={'alpha':0.3}, line_kws={'color':'red'})\n    plt.title('Correlation: Customer Tenure vs. Purchase Frequency', fontsize=15)\n    plt.xlabel('Customer Active Period (days)')\n    plt.ylabel('Number of Purchases')\n    plt.grid(True, alpha=0.3)\n    \n    # Add correlation coefficient and p-value to the plot\n    corr, p = stats.pearsonr(clean_metrics['active_days'], clean_metrics['purchase_count'])\n    plt.annotate(f'Correlation: {corr:.2f}\\np-value: {p:.6f}\\n{\"Significant\" if p < 0.05 else \"Not significant\"}', \n                 xy=(0.05, 0.95), xycoords='axes fraction', \n                 bbox=dict(boxstyle=\"round,pad=0.3\", fc=\"white\", alpha=0.8))\n    \n    plt.tight_layout()\n    plt.show()\n    \n    # 6. Business interpretation of correlations\n    print(\"\\n\" + \"=\"*50)\n    print(\"BUSINESS INTERPRETATION OF CORRELATIONS\")\n    print(\"=\"*50)\n    \n    # Find strongest positive correlation (excluding self-correlations)\n    non_self_corrs = corr_matrix.unstack()\n    non_self_corrs = non_self_corrs[non_self_corrs < 0.99]  # Remove self-correlations\n    strongest_positive = non_self_corrs[non_self_corrs > 0].nlargest(1) if len(non_self_corrs[non_self_corrs > 0]) > 0 else None\n    strongest_negative = non_self_corrs[non_self_corrs < 0].nsmallest(1) if len(non_self_corrs[non_self_corrs < 0]) > 0 else None\n    \n    if strongest_positive is not None:\n        print(\"\\n1. Strongest Positive Correlation:\")\n        for (var1, var2), corr_val in strongest_positive.items():\n            print(f\"   {var1} vs {var2}: {corr_val:.2f}\")\n            print(f\"   This strong positive relationship means as {var1} increases, {var2} tends to increase.\")\n            \n            if (var1 == 'purchase_count' and var2 == 'total_spend') or (var2 == 'purchase_count' and var1 == 'total_spend'):\n                print(\"   Business implication: Encouraging repeat purchases is an effective way to increase\")\n                print(\"   customer lifetime value. Focus on retention marketing and loyalty programs.\")\n            \n            elif (var1 == 'active_days' and var2 == 'purchase_count') or (var2 == 'active_days' and var1 == 'purchase_count'):\n                print(\"   Business implication: Longer customer relationships translate to more purchases.\")\n                print(\"   Invest in customer retention and engagement over longer periods.\")\n    \n    if strongest_negative is not None:\n        print(\"\\n2. Strongest Negative Correlation:\")\n        for (var1, var2), corr_val in strongest_negative.items():\n            print(f\"   {var1} vs {var2}: {corr_val:.2f}\")\n            print(f\"   This negative relationship means as {var1} increases, {var2} tends to decrease.\")\n            \n            if (var1 == 'age' and var2 == 'purchase_count') or (var2 == 'age' and var1 == 'purchase_count'):\n                print(\"   Business implication: Younger customers tend to make more frequent purchases.\")\n                print(\"   Consider age-specific engagement strategies to increase purchase frequency in older segments.\")\n    else:\n        print(\"\\n2. No significant negative correlations were found.\")\n    \n    print(\"\\n3. Age and Spending Relationship:\")\n    age_spend_corr = corr_matrix.loc['age', 'total_spend']\n    print(f\"   Correlation between age and total spend: {age_spend_corr:.2f}\")\n    if abs(age_spend_corr) < 0.1:\n        print(\"   This weak correlation suggests age is not a strong predictor of customer spending.\")\n        print(\"   Business implication: Avoid age-based segmentation for pricing or product strategies;\")\n        print(\"   focus instead on behavioral segmentation based on purchase patterns.\")\n    else:\n        print(f\"   This {'positive' if age_spend_corr > 0 else 'negative'} correlation suggests\")\n        print(f\"   {'older' if age_spend_corr > 0 else 'younger'} customers tend to spend more.\")\n        print(\"   Business implication: Consider targeted marketing to high-value age segments.\")\n    \n    print(\"\\n4. Purchase Frequency and Average Price Relationship:\")\n    freq_price_corr = corr_matrix.loc['purchase_count', 'avg_price']\n    print(f\"   Correlation between purchase frequency and average price: {freq_price_corr:.2f}\")\n    if abs(freq_price_corr) < 0.1:\n        print(\"   This weak correlation suggests customers shop at similar price points regardless of frequency.\")\n        print(\"   Business implication: High-frequency shoppers aren't necessarily bargain hunters.\")\n        print(\"   Premium products can be marketed to frequent shoppers as well.\")\n    elif freq_price_corr > 0:\n        print(\"   This positive correlation suggests frequent shoppers spend more per transaction.\")\n        print(\"   Business implication: Loyal customers may be less price-sensitive.\")\n        print(\"   Consider premium or exclusive offerings for frequent shoppers.\")\n    else:\n        print(\"   This negative correlation suggests frequent shoppers spend less per transaction.\")\n        print(\"   Business implication: Consider volume discounts or loyalty rewards\")\n        print(\"   to encourage high-frequency shoppers to increase their basket size.\")\nelse:\n    print(\"\\nInsufficient data for correlation analysis after removing missing values.\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:35:59.948679Z","iopub.execute_input":"2025-06-14T21:35:59.949045Z","iopub.status.idle":"2025-06-14T21:36:55.923395Z","shell.execute_reply.started":"2025-06-14T21:35:59.949009Z","shell.execute_reply":"2025-06-14T21:36:55.922215Z"}},"outputs":[{"name":"stdout","text":"\n======================================================================\nCORRELATION ANALYSIS: Relationships Between Key Variables\n======================================================================\n\nCustomer metrics shape before cleaning: (88441, 6)\nCustomer metrics shape after removing missing values: (88011, 5)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x576 with 2 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\n"},"metadata":{}},{"name":"stdout","text":"\nStatistical Significance of Correlations:\n------------------------------------------------------------\nVariable 1      Variable 2      Correlation  p-value      Significant?   \n------------------------------------------------------------\navg_price       total_spend     0.840        0.000000     YES            \navg_price       purchase_count  0.017        0.000001     YES            \navg_price       age             0.052        0.000000     YES            \navg_price       active_days     0.017        0.000000     YES            \ntotal_spend     purchase_count  0.506        0.000000     YES            \ntotal_spend     age             0.045        0.000000     YES            \ntotal_spend     active_days     0.394        0.000000     YES            \npurchase_count  age             0.003        0.446164     NO             \npurchase_count  active_days     0.768        0.000000     YES            \nage             active_days     0.003        0.342992     NO             \n\n--------------------------------------------------\nKey Relationship 1: Age vs. Average Purchase Price\n--------------------------------------------------\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\n--------------------------------------------------\nKey Relationship 2: Purchase Count vs. Total Spend\n--------------------------------------------------\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\n--------------------------------------------------\nKey Relationship 3: Customer Tenure vs. Purchase Frequency\n--------------------------------------------------\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 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\n"},"metadata":{}},{"name":"stdout","text":"\n==================================================\nBUSINESS INTERPRETATION OF CORRELATIONS\n==================================================\n\n1. Strongest Positive Correlation:\n   avg_price vs total_spend: 0.84\n   This strong positive relationship means as avg_price increases, total_spend tends to increase.\n\n2. No significant negative correlations were found.\n\n3. Age and Spending Relationship:\n   Correlation between age and total spend: 0.04\n   This weak correlation suggests age is not a strong predictor of customer spending.\n   Business implication: Avoid age-based segmentation for pricing or product strategies;\n   focus instead on behavioral segmentation based on purchase patterns.\n\n4. Purchase Frequency and Average Price Relationship:\n   Correlation between purchase frequency and average price: 0.02\n   This weak correlation suggests customers shop at similar price points regardless of frequency.\n   Business implication: High-frequency shoppers aren't necessarily bargain hunters.\n   Premium products can be marketed to frequent shoppers as well.\n","output_type":"stream"}],"execution_count":48},{"cell_type":"code","source":"# Create customer metrics for multivariate analysis\ncustomer_metrics = df.groupby('customer_id').agg({\n    'article_id': 'count',\n    'price': ['sum', 'mean'],\n    'age': 'first',\n    't_dat': ['min', 'max']\n}).reset_index()\n\ncustomer_metrics.columns = ['customer_id', 'purchase_count', 'total_spend', \n                           'avg_price', 'age', 'first_purchase', 'last_purchase']\n\ncustomer_metrics['tenure_days'] = (customer_metrics['last_purchase'] - \n                                  customer_metrics['first_purchase']).dt.days + 1\n\n# Scatter matrix of customer metrics\nplt.figure(figsize=(14, 10))\nscatter_cols = ['purchase_count', 'total_spend', 'avg_price', 'age', 'tenure_days']\nsns.pairplot(customer_metrics[scatter_cols], diag_kind='kde')\nplt.suptitle('Multivariate Analysis of Customer Metrics', y=1.02, fontsize=16)\nplt.tight_layout()\nplt.show()\n\n# 3D scatter plot\nfrom mpl_toolkits.mplot3d import Axes3D\nfig = plt.figure(figsize=(12, 10))\nax = fig.add_subplot(111, projection='3d')\nscatter = ax.scatter(customer_metrics['purchase_count'], \n                    customer_metrics['avg_price'],\n                    customer_metrics['age'],\n                    c=customer_metrics['total_spend'], \n                    cmap='viridis', \n                    alpha=0.6)\nax.set_xlabel('Purchase Count')\nax.set_ylabel('Average Price')\nax.set_zlabel('Customer Age')\nplt.colorbar(scatter, label='Total Spend')\nplt.title('3D Plot: Purchase Count, Price, and Age', fontsize=15)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:12:22.437321Z","iopub.execute_input":"2025-06-14T21:12:22.437794Z","iopub.status.idle":"2025-06-14T21:12:34.800072Z","shell.execute_reply.started":"2025-06-14T21:12:22.437752Z","shell.execute_reply":"2025-06-14T21:12:34.798827Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x720 with 0 Axes>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 900x900 with 30 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:36: MatplotlibDeprecationWarning: Auto-removal of grids by pcolor() and pcolormesh() is deprecated since 3.5 and will be removed two minor releases later; please call grid(False) first.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x720 with 2 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\n"},"metadata":{}}],"execution_count":38},{"cell_type":"code","source":"print(\"\\n===== KEY STATISTICAL INSIGHTS =====\\n\")\n\n# 1. Transaction patterns\nprint(\"1. TRANSACTION PATTERNS:\")\nprint(f\"• Transaction date range: {df['t_dat'].min().date()} to {df['t_dat'].max().date()}\")\nbusiest_day = df['day_of_week'].value_counts().idxmax()\nprint(f\"• Busiest day of week: {busiest_day} ({df['day_of_week'].value_counts(normalize=True)[busiest_day]:.1%})\")\nbusiest_month = df['month'].value_counts().idxmax()\nprint(f\"• Busiest month: {busiest_month} ({df['month'].value_counts(normalize=True)[busiest_month]:.1%})\")\n\n# 2. Product insights\nprint(\"\\n2. PRODUCT INSIGHTS:\")\ntop_product = df['product_type_name'].value_counts().idxmax()\ntop_product_pct = df['product_type_name'].value_counts(normalize=True)[top_product]\nprint(f\"• Most popular product: {top_product} ({top_product_pct:.1%} of transactions)\")\nprint(f\"• Average price: ${df['price'].mean():.2f}\")\nprint(f\"• Price range: ${df['price'].min():.2f} - ${df['price'].max():.2f}\")\ntop_dept = df['department_name'].value_counts().idxmax()\nprint(f\"• Top department: {top_dept}\")\n\n# 3. Customer insights\nprint(\"\\n3. CUSTOMER INSIGHTS:\")\nprint(f\"• Average customer age: {df['age'].mean():.1f} years\")\ntop_age_group = df['age_group'].value_counts().idxmax()\nprint(f\"• Largest age group: {top_age_group}\")\nclub_status = df['club_member_status'].value_counts(normalize=True)\nprint(f\"• Club membership: {club_status.index[0]} ({club_status.values[0]:.1%}), {club_status.index[1]} ({club_status.values[1]:.1%})\")\navg_transactions = df['customer_id'].value_counts().mean()\nprint(f\"• Average transactions per customer: {avg_transactions:.2f}\")\n\n# 4. Sales channel insights\nprint(\"\\n4. SALES CHANNEL INSIGHTS:\")\nchannel_mix = df['sales_channel_id'].value_counts(normalize=True)\nprint(f\"• Channel 1: {channel_mix[1]:.1%} of transactions\")\nprint(f\"• Channel 2: {channel_mix[2]:.1%} of transactions\")\nchannel_price = df.groupby('sales_channel_id')['price'].mean()\nprint(f\"• Channel 1 average price: ${channel_price[1]:.2f}\")\nprint(f\"• Channel 2 average price: ${channel_price[2]:.2f}\")\n\n# 5. Statistical test results\nprint(\"\\n5. KEY STATISTICAL TEST RESULTS:\")\n# ANOVA summary for product groups (assuming we ran this earlier)\nanova_product = ols('price ~ C(product_group_name)', data=df).fit()\nanova_table = sm.stats.anova_lm(anova_product, typ=2)\nprint(f\"• ANOVA - Price by product group: {'Significant' if anova_table['PR(>F)'][0] < 0.05 else 'Not significant'} (p={anova_table['PR(>F)'][0]:.4f})\")\n\n# ANOVA summary for age groups\nanova_age = ols('price ~ C(age_group)', data=df.dropna(subset=['age_group'])).fit()\nanova_table = sm.stats.anova_lm(anova_age, typ=2)\nprint(f\"• ANOVA - Price by age group: {'Significant' if anova_table['PR(>F)'][0] < 0.05 else 'Not significant'} (p={anova_table['PR(>F)'][0]:.4f})\")\n\n# Correlation highlight\ncustomer_corr = customer_summary[['age', 'purchase_count', 'total_spend']].corr()\nprint(f\"• Age-Spending correlation: {customer_corr.loc['age', 'total_spend']:.2f}\")\nprint(f\"• Purchase frequency-Spending correlation: {customer_corr.loc['purchase_count', 'total_spend']:.2f}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-14T21:13:56.398367Z","iopub.execute_input":"2025-06-14T21:13:56.398738Z","iopub.status.idle":"2025-06-14T21:13:57.518795Z","shell.execute_reply.started":"2025-06-14T21:13:56.398704Z","shell.execute_reply":"2025-06-14T21:13:57.51743Z"}},"outputs":[{"name":"stdout","text":"\n===== KEY STATISTICAL INSIGHTS =====\n\n1. TRANSACTION PATTERNS:\n• Transaction date range: 2018-09-20 to 2020-09-22\n• Busiest day of week: Saturday (15.9%)\n• Busiest month: June (11.6%)\n\n2. PRODUCT INSIGHTS:\n• Most popular product: Trousers (13.2% of transactions)\n• Average price: $0.03\n• Price range: $0.00 - $0.51\n• Top department: Swimwear\n\n3. CUSTOMER INSIGHTS:\n• Average customer age: 36.1 years\n• Largest age group: 20-29\n• Club membership: ACTIVE (97.9%), PRE-CREATE (2.1%)\n• Average transactions per customer: 1.13\n\n4. SALES CHANNEL INSIGHTS:\n• Channel 1: 29.6% of transactions\n• Channel 2: 70.4% of transactions\n• Channel 1 average price: $0.02\n• Channel 2 average price: $0.03\n\n5. KEY STATISTICAL TEST RESULTS:\n• ANOVA - Price by product group: Significant (p=0.0000)\n• ANOVA - Price by age group: Significant (p=0.0000)\n• Age-Spending correlation: 0.04\n• Purchase frequency-Spending correlation: 0.51\n","output_type":"stream"}],"execution_count":39},{"cell_type":"markdown","source":"# 1. Articles database  \n\nThis databasecontains information about the assortiment of H&M shops. It's important not to confuse it with the number of transactions for each article what is given in a different database.","metadata":{}},{"cell_type":"code","source":"import matplotlib as mpl\nmpl.rcParams.update(mpl.rcParamsDefault)\n\ndata = art\nart_dtypes = art.dtypes.value_counts()\n\nfig = plt.figure(figsize=(5,2),facecolor='white')\n\nax0 = fig.add_subplot(1,1,1)\nfont = 'monospace'\nax0.text(1, 0.8, \"Key figures\",color='black',fontsize=28, fontweight='bold', fontfamily=font, ha='center')\n\nax0.text(0, 0.4, \"{:,d}\".format(data.shape[0]), color='#fcba03', fontsize=24, fontweight='bold', fontfamily=font, ha='center')\nax0.text(0, 0.001, \"# of rows \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily=font,ha='center')\n\nax0.text(0.6, 0.4, \"{}\".format(data.shape[1]), color='#fcba03', fontsize=24, fontweight='bold', fontfamily=font, ha='center')\nax0.text(0.6, 0.001, \"# of features \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily=font,ha='center')\n\nax0.text(1.2, 0.4, \"{}\".format(art_dtypes[0]), color='#fcba03', fontsize=24, fontweight='bold', fontfamily=font, ha='center')\nax0.text(1.2, 0.001, \"# of text columns \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily=font, ha='center')\n\nax0.text(1.9, 0.4,\"{}\".format(art_dtypes[1]), color='#fcba03', fontsize=24, fontweight='bold', fontfamily=font, ha='center')\nax0.text(1.9, 0.001,\"# of numeric columns \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily=font,ha='center')\n\nax0.set_yticklabels('')\nax0.tick_params(axis='y',length=0)\nax0.tick_params(axis='x',length=0)\nax0.set_xticklabels('')\n\nfor direction in ['top','right','left','bottom']:\n    ax0.spines[direction].set_visible(False)\n\nfig.subplots_adjust(top=0.9, bottom=0.2, left=0, hspace=1)\n\nfig.patch.set_linewidth(5)\nfig.patch.set_edgecolor('#8c8c8c')\nfig.patch.set_facecolor('#f6f6f6')\nax0.set_facecolor('#f6f6f6')\n    \nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2025-06-14T17:10:38.831664Z","iopub.execute_input":"2025-06-14T17:10:38.831955Z","iopub.status.idle":"2025-06-14T17:10:39.024725Z","shell.execute_reply.started":"2025-06-14T17:10:38.831898Z","shell.execute_reply":"2025-06-14T17:10:39.023792Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 500x200 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":3},{"cell_type":"markdown","source":"Unique indentifier of an article:\n* ```article_id``` (int64) - an unique 9-digit identifier of the article, 105 542 unique values (as the length of the database)\n\n5 product related columns:\n* ```product_code``` (int64) - 6-digit product code (the first 6 digits of ```article_id```, 47 224 unique values\n* ```prod_name``` (object) - name of a product, 45 875 unique values\n* ```product_type_no``` (int64) - product type number, 131 unique values\n* ```product_type_name``` (object) - name of a product type, equivalent of ```product_type_no```\n* ```product_group_name``` (object) - name of a product group, in total 19 groups\n\n2 columns related to the pattern:\n* ```graphical_appearance_no``` (int64) - code of a pattern, 30 unique values\n* ```graphical_appearance_name``` (object) - name of a pattern, 30 unique values\n\n2 columns related to the color:\n* ```colour_group_code``` (int64) - code of a color, 50 unique values\n* ```colour_group_name``` (object) - name of a color, 50 unique values\n\n4 columns related to perceived colour (general tone):\n* ```perceived_colour_value_id``` - perceived color id, 8 unique values\n* ```perceived_colour_value_name``` - perceived color name, 8 unique values\n* ```perceived_colour_master_id``` - perceived master color id, 20 unique values\n* ```perceived_colour_master_name``` - perceived master color name, 20 unique values\n\n2 columns related to the department:\n* ```department_no``` - department number, 299 unique values\n* ```department_name``` - department name, 299 unique values\n\n4 columns related to the index, which is actually a top-level category:\n* ```index_code``` - index code, 10 unique values\n* ```index_name``` - index name, 10 unique values\n* ```index_group_no``` - index group code, 5 unique values\n* ```index_group_name``` - index group code, 5 unique values\n\n2 columns related to the section:\n* ```section_no``` - section number, 56 unique values\n* ```section_name``` - section name, 56 unique values\n\n2 columns related to the garment group:\n* ```garment_group_n``` - section number, 56 unique values\n* ```garment_group_name``` - section name, 56 unique values\n\n1 column with a detailed description of the article:\n* ```detail_desc``` - 43 404 unique values","metadata":{}},{"cell_type":"markdown","source":"Let's check how many missing values we have (in pct).","metadata":{}},{"cell_type":"code","source":"art.isna().sum()/len(art)*100","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:22.804286Z","iopub.execute_input":"2022-03-12T17:24:22.804648Z","iopub.status.idle":"2022-03-12T17:24:22.974961Z","shell.execute_reply.started":"2022-03-12T17:24:22.804618Z","shell.execute_reply":"2022-03-12T17:24:22.974029Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Only one column - ```detail desc``` - has missing values but this is a very small fraction of the dataset - about 0.4%.\n\nLet's visualise some of the articles. To do so I will create a helper function below. As mentioned in the competition description not all articles have an image. Therefore, this function will show selected amount of images from a given folder. It will also write an article name. What I've found is that a leading zero in the name of the folder does not correspond to the first digit of the ```article_id``` and it has to be stripped when looking for a product in the articles database. E.g.: *0108775015.jpg* is ```article_id``` *108775015*.","metadata":{}},{"cell_type":"code","source":"from os import walk\n\ndef show_articles(folder, no_images=3):\n    folder_path = '../input/h-and-m-personalized-fashion-recommendations/images/{}/'.format(folder)\n    # extracting all image names from a folder\n    files = []\n    for _, _, filenames in walk(folder_path):\n        files.extend(filenames)\n    no_files = len(files)\n    if no_images > no_files:\n        no_images = no_files\n        print(\"Warning! In the folder there are less images than requested.\")\n        \n    # plotting selected number of pictures\n    images = files[:no_images]\n    fig, ax = plt.subplots(1,no_images, figsize=(12,4))\n    for i, img in enumerate(images):\n        art_id = img.split('.')[0]\n        img = plt.imread(folder_path+img)\n        ax[i].imshow(img, aspect='equal')\n        ax[i].grid(False)\n        ax[i].set_xticks([], [])\n        ax[i].set_yticks([], [])\n        ax[i].set_xlabel(art[art['article_id']==int(art_id[1:])]['prod_name'].iloc[0])\n    plt.show()\n    \nshow_articles('020',4)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:22.976098Z","iopub.execute_input":"2022-03-12T17:24:22.976328Z","iopub.status.idle":"2022-03-12T17:24:24.674484Z","shell.execute_reply.started":"2022-03-12T17:24:22.976301Z","shell.execute_reply":"2022-03-12T17:24:24.673612Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"In a hidden cell below there's a helper function for plotting sorted horizontal barplots.","metadata":{}},{"cell_type":"code","source":"import matplotlib.ticker as mtick\n\ndef plot_bar(database, col, figsize=(13,5), pct=False, label='articles'):\n    fig, ax = plt.subplots(figsize=figsize, facecolor='#f6f6f6')\n    for loc in ['bottom', 'left']:\n        ax.spines[loc].set_visible(True)\n        ax.spines[loc].set_linewidth(2)\n        ax.spines[loc].set_color('black')\n    ax.spines['right'].set_visible(False)\n    ax.spines['top'].set_visible(False)\n    \n    if pct:\n        data = database[col].value_counts()\n        data = data.div(data.sum()).mul(100)\n        data = data.reset_index()\n        ax = sns.barplot(data=data, x=col, y='index', color='#2693d7', lw=1.5, ec='black', zorder=2)\n        ax.set_xlabel('% of ' + label, fontsize=10, weight='bold')\n        ax.xaxis.set_major_formatter(mtick.PercentFormatter())\n    else:\n        data = database[col].value_counts().reset_index()\n        ax = sns.barplot(data=data, x=col, y='index', color='#2693d7', lw=1.5, ec='black', zorder=2)        \n        ax.set_xlabel('# of articles' + label)\n        \n    ax.grid(zorder=0)\n    ax.text(0, -0.75, col, color='black', fontsize=10, ha='left', va='bottom', weight='bold', style='italic')\n    ax.set_ylabel('')\n        \n    plt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:29:50.848272Z","iopub.execute_input":"2022-03-12T17:29:50.849062Z","iopub.status.idle":"2022-03-12T17:29:50.862302Z","shell.execute_reply.started":"2022-03-12T17:29:50.849021Z","shell.execute_reply":"2022-03-12T17:29:50.861165Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"sns.set_style(\"darkgrid\", {\"axes.facecolor\": \".9\"})\nplot_bar(art, 'index_group_name', pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:30:40.144029Z","iopub.execute_input":"2022-03-12T17:30:40.144393Z","iopub.status.idle":"2022-03-12T17:30:40.436974Z","shell.execute_reply.started":"2022-03-12T17:30:40.144355Z","shell.execute_reply":"2022-03-12T17:30:40.436129Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Most of the articles are in categories (index) of *Ladieswear* and *Baby/Children*. The smallest amount of articles is in *Sport* group.","metadata":{}},{"cell_type":"code","source":"plot_bar(art, 'index_name', pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:30:41.427738Z","iopub.execute_input":"2022-03-12T17:30:41.428019Z","iopub.status.idle":"2022-03-12T17:30:41.760635Z","shell.execute_reply.started":"2022-03-12T17:30:41.427991Z","shell.execute_reply":"2022-03-12T17:30:41.759656Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Once again the dominant group is *Ladieswear*. However, this time the second group is *Divided*. Let's check what this group actually is.  \n\nAfter asking a subject matter expert, I know that this is a category for teenagers.","metadata":{}},{"cell_type":"code","source":"art_divided = art[art['index_name']=='Divided']\nart_divided[['prod_name','product_type_name','detail_desc','index_name','section_name','garment_group_name']].drop_duplicates().head(12)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:25.354448Z","iopub.execute_input":"2022-03-12T17:24:25.354679Z","iopub.status.idle":"2022-03-12T17:24:25.4172Z","shell.execute_reply.started":"2022-03-12T17:24:25.354652Z","shell.execute_reply":"2022-03-12T17:24:25.416135Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Let's visualise some of articles from this category. To do so I will create a helper function that can be reused later.","metadata":{}},{"cell_type":"code","source":"def show_items_in_category(column, value, no_imgs=4, title=None):\n    data = art[art[column]==value]\n    cat_ids = data['article_id'].iloc[:no_imgs].to_list()\n    \n    fig, ax = plt.subplots(1, no_imgs, figsize=(12,4))\n\n    for i, prod_id in enumerate(cat_ids):\n        folder = str(prod_id)[:2]\n        file_path = '../input/h-and-m-personalized-fashion-recommendations/images/0{}/0{}.jpg'.format(folder, prod_id)\n\n        img = plt.imread(file_path)       \n        ax[i].imshow(img, aspect='equal')\n        ax[i].grid(False)\n        ax[i].set_xticks([], [])\n        ax[i].set_yticks([], [])\n        ax[i].set_xlabel(art[art['article_id']==int(prod_id)]['prod_name'].iloc[0])\n    \n    fig.suptitle(title)\n    plt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:25.421049Z","iopub.execute_input":"2022-03-12T17:24:25.421619Z","iopub.status.idle":"2022-03-12T17:24:25.432008Z","shell.execute_reply.started":"2022-03-12T17:24:25.421568Z","shell.execute_reply":"2022-03-12T17:24:25.43111Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"show_items_in_category('index_name', 'Divided', 5, 'Articles from a \"Divided\" category')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:25.433145Z","iopub.execute_input":"2022-03-12T17:24:25.433865Z","iopub.status.idle":"2022-03-12T17:24:27.536832Z","shell.execute_reply.started":"2022-03-12T17:24:25.433832Z","shell.execute_reply":"2022-03-12T17:24:27.536026Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"We see now also that index is a sub-category of ```index_group```. We can create now a multi-index fram with groupings to see the counts:","metadata":{}},{"cell_type":"code","source":"art.groupby(['index_group_name', 'index_name']).size()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:27.538502Z","iopub.execute_input":"2022-03-12T17:24:27.539063Z","iopub.status.idle":"2022-03-12T17:24:27.574338Z","shell.execute_reply.started":"2022-03-12T17:24:27.539019Z","shell.execute_reply":"2022-03-12T17:24:27.57339Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Even finer category is ```product_group_name```. Let's see what is it's structure and articles counts.","metadata":{}},{"cell_type":"code","source":"plot_bar(art, 'product_group_name', pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:27.57579Z","iopub.execute_input":"2022-03-12T17:24:27.576329Z","iopub.status.idle":"2022-03-12T17:24:28.004263Z","shell.execute_reply.started":"2022-03-12T17:24:27.576284Z","shell.execute_reply":"2022-03-12T17:24:28.003308Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"The barchart above shows that most of articles lays in only few groups. Let's see the cumulative sum and a Pareto graph.","metadata":{}},{"cell_type":"code","source":"data = art['product_group_name'].value_counts()\ndata = data.div(data.sum()).mul(100)\npareto = data.cumsum().rename('cumulative_pct')\npareto","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:28.005654Z","iopub.execute_input":"2022-03-12T17:24:28.005903Z","iopub.status.idle":"2022-03-12T17:24:28.033007Z","shell.execute_reply.started":"2022-03-12T17:24:28.005872Z","shell.execute_reply":"2022-03-12T17:24:28.032035Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"data = pareto.reset_index()\ndata.columns = ['group', 'cumulative_pct']\ndata.index += 1\ndata['cumulative_pct'][6]/100","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:24:28.034793Z","iopub.execute_input":"2022-03-12T17:24:28.035061Z","iopub.status.idle":"2022-03-12T17:24:28.048124Z","shell.execute_reply.started":"2022-03-12T17:24:28.035028Z","shell.execute_reply":"2022-03-12T17:24:28.047245Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(15,5))\n\ndata = pareto.reset_index()\ndata.columns = ['features', 'cumulative_pct']\ndata.index += 1\n\nsns.lineplot(data=data, x=data.index, y='cumulative_pct')\n\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\n    \nax.set_xticks(pareto.reset_index().index)\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nax.set_ylabel('cumulative percentage')\nax.set_xlabel('number of product groups')\nax.set_xlim(1)\nax.set_ylim(data['cumulative_pct'][1])\n\nax.vlines(7, data['cumulative_pct'][1], data['cumulative_pct'][7], color='orange', ls='--')\nax.hlines(data['cumulative_pct'][7], 1, 7, color='orange', ls='--')\nax.text(0, 1.05, 'Pareto graph of the product groups', color='black', fontsize=10, ha='left', va='bottom', weight='bold', style='italic', transform=ax.transAxes)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:28.049488Z","iopub.execute_input":"2022-03-12T17:24:28.049733Z","iopub.status.idle":"2022-03-12T17:24:28.436139Z","shell.execute_reply.started":"2022-03-12T17:24:28.049705Z","shell.execute_reply":"2022-03-12T17:24:28.435247Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Subcategories of ```product_group``` is ```product_type```. Taking into consideration there are 131 types plotting a barchar may be useless. So let's check how many product types are in each group.","metadata":{}},{"cell_type":"code","source":"for group in art['product_group_name'].unique():\n    print('Number of subcategories in \"{}\"\" is {}.'.format(group, len(art.groupby(['product_group_name', 'product_type_name']).size()[group])))","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:28.437495Z","iopub.execute_input":"2022-03-12T17:24:28.437826Z","iopub.status.idle":"2022-03-12T17:24:28.905326Z","shell.execute_reply.started":"2022-03-12T17:24:28.437789Z","shell.execute_reply":"2022-03-12T17:24:28.904262Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"We see that the accessories and shoes have the biggest number of subcategories.\n\nThe key takeaways here are:\n* The hierarhy of categories is: index_group --> index --> group --> type\n* Over 80% of the products lays in 4 product groups (out of 19)\n\n\nLet's investigate now some other feature of the H&M products.  \nFirst in what colours are H&M products:","metadata":{}},{"cell_type":"code","source":"plot_bar(art, 'colour_group_name', figsize=(15,12), pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:28.906867Z","iopub.execute_input":"2022-03-12T17:24:28.907095Z","iopub.status.idle":"2022-03-12T17:24:29.875333Z","shell.execute_reply.started":"2022-03-12T17:24:28.907056Z","shell.execute_reply":"2022-03-12T17:24:29.874242Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Next let's see the perceived color, which is general color range like: dark, light, bright, etc.","metadata":{}},{"cell_type":"code","source":"plot_bar(art, 'perceived_colour_value_name', pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:29.876902Z","iopub.execute_input":"2022-03-12T17:24:29.877233Z","iopub.status.idle":"2022-03-12T17:24:30.206539Z","shell.execute_reply.started":"2022-03-12T17:24:29.877178Z","shell.execute_reply":"2022-03-12T17:24:30.205579Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"I'm wondering what ```Dusty Light``` actually is. Let's visualise.","metadata":{}},{"cell_type":"code","source":"show_items_in_category('perceived_colour_value_name', 'Dusty Light', 5, 'Dusty Light articles')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:30.207788Z","iopub.execute_input":"2022-03-12T17:24:30.208023Z","iopub.status.idle":"2022-03-12T17:24:32.184949Z","shell.execute_reply.started":"2022-03-12T17:24:30.207996Z","shell.execute_reply":"2022-03-12T17:24:32.18429Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"After looking at the pictures above we see what does it mean. Interestingly the last picture shows two items where one is grey-ish while the other is black.","metadata":{}},{"cell_type":"code","source":"plot_bar(art, 'perceived_colour_master_name', pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:32.186115Z","iopub.execute_input":"2022-03-12T17:24:32.186684Z","iopub.status.idle":"2022-03-12T17:24:32.620353Z","shell.execute_reply.started":"2022-03-12T17:24:32.186646Z","shell.execute_reply":"2022-03-12T17:24:32.619685Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Perceived colour is more or less in line with the colour itself but it's more generic. \n\nNow it's time for patterns.","metadata":{}},{"cell_type":"code","source":"plot_bar(art, 'graphical_appearance_name', figsize=(14,7), pct=True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:32.621303Z","iopub.execute_input":"2022-03-12T17:24:32.622017Z","iopub.status.idle":"2022-03-12T17:24:33.119522Z","shell.execute_reply.started":"2022-03-12T17:24:32.62198Z","shell.execute_reply":"2022-03-12T17:24:33.118681Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Most of H&M articles are without any pattern - they fall into a category ```solid```. Let's visualise next two categories.","metadata":{}},{"cell_type":"code","source":"show_items_in_category('graphical_appearance_name', 'All over pattern', 5,  'All over pattern')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:33.12072Z","iopub.execute_input":"2022-03-12T17:24:33.120938Z","iopub.status.idle":"2022-03-12T17:24:35.339057Z","shell.execute_reply.started":"2022-03-12T17:24:33.120912Z","shell.execute_reply":"2022-03-12T17:24:35.338169Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"show_items_in_category('graphical_appearance_name', 'Melange', 5,  'Melange')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:35.340861Z","iopub.execute_input":"2022-03-12T17:24:35.341485Z","iopub.status.idle":"2022-03-12T17:24:36.686706Z","shell.execute_reply.started":"2022-03-12T17:24:35.341441Z","shell.execute_reply":"2022-03-12T17:24:36.685822Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"As I'm a total layman in fashion from pure curiosity I'll check what are some other patterns.","metadata":{}},{"cell_type":"code","source":"show_items_in_category('graphical_appearance_name', 'Lace', 5,  'Lace')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:36.687798Z","iopub.execute_input":"2022-03-12T17:24:36.688022Z","iopub.status.idle":"2022-03-12T17:24:39.088187Z","shell.execute_reply.started":"2022-03-12T17:24:36.687994Z","shell.execute_reply":"2022-03-12T17:24:39.087359Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"show_items_in_category('graphical_appearance_name', 'Embroidery', 5,  'Embroidery')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:39.089816Z","iopub.execute_input":"2022-03-12T17:24:39.090346Z","iopub.status.idle":"2022-03-12T17:24:40.888869Z","shell.execute_reply.started":"2022-03-12T17:24:39.090298Z","shell.execute_reply":"2022-03-12T17:24:40.887404Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Let's see some exemplary descriptions.","metadata":{}},{"cell_type":"code","source":"art['detail_desc'].drop_duplicates().to_list()[:10]","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:40.890378Z","iopub.execute_input":"2022-03-12T17:24:40.890678Z","iopub.status.idle":"2022-03-12T17:24:40.92038Z","shell.execute_reply.started":"2022-03-12T17:24:40.890642Z","shell.execute_reply":"2022-03-12T17:24:40.919582Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Nice way to visualise descriptions is to create a word cloud. To do this we have to tokenize the descriptions and later join all tokens into a bag of words or like in this case into a one long text.","metadata":{}},{"cell_type":"code","source":"import nltk\nfrom nltk.corpus import stopwords\nfrom wordcloud import WordCloud, STOPWORDS # library to create a wordcloud\nfrom PIL import Image\n\n# creating cloud of words\nwords_raw = art['detail_desc'].dropna().apply(nltk.word_tokenize)\nbag_of_words = \" \".join(words_raw.explode())\nstopwords = set(STOPWORDS)\n\n# creating cloud of words\nfig, ax1 = plt.subplots(figsize=(8,6))\nwordcloud = WordCloud(stopwords=stopwords, background_color=\"white\", height=300, contour_width=3).generate(bag_of_words)\nplt.imshow(wordcloud, interpolation='bilinear')\nplt.axis(\"off\")\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:24:40.925514Z","iopub.execute_input":"2022-03-12T17:24:40.925767Z","iopub.status.idle":"2022-03-12T17:25:42.563711Z","shell.execute_reply.started":"2022-03-12T17:24:40.92574Z","shell.execute_reply":"2022-03-12T17:25:42.562489Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# 2. Customers database\n\nThis database contains data about customers. Collecting this type of data allows company to tune their recommender system. This data contains data which can be treated as 'static' or slowly-changing, usually these are features like sex, age, address, hight, etc. Let's look what H&M gave us.","metadata":{}},{"cell_type":"code","source":"mpl.rcParams.update(mpl.rcParamsDefault)\n\ncust_dtypes = cust.dtypes.value_counts()\ndata = cust\n\nfig = plt.figure(figsize=(5,2),facecolor='white')\n\nax0 = fig.add_subplot(1,1,1)\nax0.text(1.0, 1, \"Key figures\",color='black',fontsize=28, fontweight='bold', fontfamily='monospace',ha='center')\n\nax0.text(0, 0.4, \"{:,d}\".format(data.shape[0]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(0, 0.001, \"# of rows \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.text(0.6, 0.4, \"{}\".format(data.shape[1]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(0.6, 0.001, \"# of features \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.text(1.2, 0.4, \"{}\".format(cust_dtypes[0]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(1.2, 0.001, \"# of text columns \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.text(1.9, 0.4,\"{}\".format(cust_dtypes[1]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(1.9, 0.001,\"# of numeric columns \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.set_yticklabels('')\nax0.tick_params(axis='y',length=0)\nax0.tick_params(axis='x',length=0)\nax0.set_xticklabels('')\n\nfor direction in ['top','right','left','bottom']:\n    ax0.spines[direction].set_visible(False)\n    \nfig.patch.set_linewidth(5)\nfig.patch.set_edgecolor('#8c8c8c')\nfig.patch.set_facecolor('#f6f6f6')\nax0.set_facecolor('#f6f6f6')\n\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:42.565579Z","iopub.execute_input":"2022-03-12T17:25:42.56667Z","iopub.status.idle":"2022-03-12T17:25:42.800408Z","shell.execute_reply.started":"2022-03-12T17:25:42.566575Z","shell.execute_reply":"2022-03-12T17:25:42.799027Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Unique indentifier of a customer:\n* ```customer_id``` - an unique identifier of the customer\n\n5 product related columns:\n* ```FN``` - binary feature (1 or NaN)\n* ```Active``` - binary feature (1 or NaN)\n* ```club_member_status``` - status in a club, 3 unique values\n* ```fashion_news_frequency``` - frequency of sending communication to the customer, 4 unique values\n* ```age```  - age of the customer\n* ```postal_code``` - postal code (anonimized), 352 899 unique values","metadata":{}},{"cell_type":"markdown","source":"Let's check the missing values:","metadata":{}},{"cell_type":"code","source":"cust.isna().sum()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:42.802186Z","iopub.execute_input":"2022-03-12T17:25:42.802751Z","iopub.status.idle":"2022-03-12T17:25:43.620473Z","shell.execute_reply.started":"2022-03-12T17:25:42.802718Z","shell.execute_reply":"2022-03-12T17:25:43.619318Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Here I'll replace NaN for columns ```FN``` and ```Active``` with 0.","metadata":{}},{"cell_type":"code","source":"cust_backup = cust.copy()\ncust[['FN','Active']] = cust[['FN','Active']].fillna(0)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:43.622617Z","iopub.execute_input":"2022-03-12T17:25:43.622864Z","iopub.status.idle":"2022-03-12T17:25:43.752039Z","shell.execute_reply.started":"2022-03-12T17:25:43.622834Z","shell.execute_reply":"2022-03-12T17:25:43.751104Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(5,5))\nexplode = (0, 0.1)\ncolors = sns.color_palette('Paired')\nax.pie(cust['FN'].value_counts(), explode=explode, labels=['Not-FN','FN'],\n       autopct='%1.1f%%',shadow=True, startangle=90, colors=colors)\nax.axis('equal')\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:43.754094Z","iopub.execute_input":"2022-03-12T17:25:43.754379Z","iopub.status.idle":"2022-03-12T17:25:43.986689Z","shell.execute_reply.started":"2022-03-12T17:25:43.754346Z","shell.execute_reply":"2022-03-12T17:25:43.985277Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(5,5))\nexplode = (0, 0.1)\ncolors = sns.color_palette('Paired')\nax.pie(cust['Active'].value_counts(), explode=explode, labels=['Not-active','Active'],\n       autopct='%1.1f%%',shadow=True, startangle=90, colors=colors)\nax.axis('equal')\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:43.988752Z","iopub.execute_input":"2022-03-12T17:25:43.989915Z","iopub.status.idle":"2022-03-12T17:25:44.199645Z","shell.execute_reply.started":"2022-03-12T17:25:43.989853Z","shell.execute_reply":"2022-03-12T17:25:44.198331Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"FN_Active = len(cust[(cust['FN']==1) & (cust['Active']==1)])/cust.shape[0]*100\nprint('Percentage of customers that have both FN and Active status: {}%'.format(round(FN_Active,2)))","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:44.201869Z","iopub.execute_input":"2022-03-12T17:25:44.202676Z","iopub.status.idle":"2022-03-12T17:25:44.318378Z","shell.execute_reply.started":"2022-03-12T17:25:44.20262Z","shell.execute_reply":"2022-03-12T17:25:44.317035Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"It look that all custmoers that are Active have also FN status. But reverse is not true - not all users with FN status are active. Let's check this by substaraction of these two sets. If it's correct we would expect to see a percentage difference in order of 0.9%.","metadata":{}},{"cell_type":"code","source":"FN_not_active = len(cust[(cust['FN']==1) & (cust['Active']!=1)])/cust.shape[0]*100\nprint('Percentage of customers that have FN status but are not Active: {}%'.format(round(FN_not_active,2)))","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:44.320879Z","iopub.execute_input":"2022-03-12T17:25:44.322348Z","iopub.status.idle":"2022-03-12T17:25:44.35428Z","shell.execute_reply.started":"2022-03-12T17:25:44.322178Z","shell.execute_reply":"2022-03-12T17:25:44.352611Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"As we remember from the missing values analysis there is also a group of people where we do not have any data. Perhaps, these people are the ones without membership at all - to add them to the visialisation I'll fill NaN with 'N/A'.","metadata":{}},{"cell_type":"code","source":"cust['club_member_status'] = cust['club_member_status'].fillna('N/A')\nsns.set_style(\"darkgrid\", {\"axes.facecolor\": \".9\"})\nplot_bar(cust, 'club_member_status', pct=True, label='customers')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:44.355895Z","iopub.execute_input":"2022-03-12T17:25:44.356173Z","iopub.status.idle":"2022-03-12T17:25:45.086358Z","shell.execute_reply.started":"2022-03-12T17:25:44.356124Z","shell.execute_reply":"2022-03-12T17:25:45.085435Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Most of customers have an ```active``` membership status, others are with the ```pre-create``` status. Interestingly, there is nobody with ```left club``` status.","metadata":{}},{"cell_type":"code","source":"cust['fashion_news_frequency'] = cust['fashion_news_frequency'].fillna('N/A')\nplot_bar(cust, 'fashion_news_frequency', pct=True, label='customers')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:45.08782Z","iopub.execute_input":"2022-03-12T17:25:45.088118Z","iopub.status.idle":"2022-03-12T17:25:45.835154Z","shell.execute_reply.started":"2022-03-12T17:25:45.088087Z","shell.execute_reply":"2022-03-12T17:25:45.833991Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"We see here that there are two statuses that can be merged: *NONE* and *None* to improve data quality and to reduce one dimension. Most of customers do not receive any communication from H&M.\n\nLet's see now what is the age distribution.","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(10,5))\nax = sns.histplot(data=cust, x='age', bins=cust['age'].nunique(), color='orange', stat=\"percent\")\nax.set_xlabel('Distribution of the customers age')\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nmedian = cust['age'].median()\nax.axvline(x=median, color=\"green\", ls=\"--\")\nax.text(median, 3.5, 'median: {}'.format(round(median,1)), rotation='vertical', ha='right')\nax.text(12, 5.5, 'Distribution of customers age', color='black', fontsize=10, ha='left', va='bottom', weight='bold', style='italic')\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:32:50.441717Z","iopub.execute_input":"2022-03-12T17:32:50.443101Z","iopub.status.idle":"2022-03-12T17:32:51.158809Z","shell.execute_reply.started":"2022-03-12T17:32:50.443055Z","shell.execute_reply":"2022-03-12T17:32:51.157928Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"The distribution shows that there are two main age-groups of customers: around 20-30 years old and 45-55 years old. Let's check how old is the oldest customer.","metadata":{}},{"cell_type":"code","source":"print('The olders customer is {} years old.'.format(cust['age'].max()))","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:46.59136Z","iopub.execute_input":"2022-03-12T17:25:46.591709Z","iopub.status.idle":"2022-03-12T17:25:46.599745Z","shell.execute_reply.started":"2022-03-12T17:25:46.591672Z","shell.execute_reply":"2022-03-12T17:25:46.59871Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(10,5))\nax = sns.histplot(data=cust, x='age', bins=cust['age'].nunique(), hue='Active', stat=\"percent\")\nax.set_xlabel('Distribution of the customers age')\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:33:00.078112Z","iopub.execute_input":"2022-03-12T17:33:00.078901Z","iopub.status.idle":"2022-03-12T17:33:01.403872Z","shell.execute_reply.started":"2022-03-12T17:33:00.078857Z","shell.execute_reply":"2022-03-12T17:33:01.402985Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Let's check what is the share of the active customers per age.","metadata":{}},{"cell_type":"code","source":"active_age_ratio = cust.groupby('age')['Active'].value_counts(normalize=True).mul(100)\nactive_age_ratio = active_age_ratio.rename('Active_ratio', inplace=True).reset_index()\nactive_age_ratio = active_age_ratio[active_age_ratio['Active']==1]\nactive_age_ratio['Active'] = active_age_ratio['Active'].astype(int)\nactive_age_ratio['age'] = active_age_ratio['age'].astype(int)","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:25:47.956125Z","iopub.execute_input":"2022-03-12T17:25:47.957032Z","iopub.status.idle":"2022-03-12T17:25:48.245508Z","shell.execute_reply.started":"2022-03-12T17:25:47.956946Z","shell.execute_reply":"2022-03-12T17:25:48.244491Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(16,8))\nsns.barplot(x='age', y='Active_ratio', data=active_age_ratio)\nfor label in ax.xaxis.get_ticklabels()[::2]:\n    label.set_visible(False)\n    \nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\n    \nax.set_title(\"Share of active users per age\", color='black', fontsize=12, weight='bold')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:33:10.711361Z","iopub.execute_input":"2022-03-12T17:33:10.711674Z","iopub.status.idle":"2022-03-12T17:33:11.656362Z","shell.execute_reply.started":"2022-03-12T17:33:10.711636Z","shell.execute_reply":"2022-03-12T17:33:11.655346Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Having these data it may be worth considering during data engineering part to perform a customer segmentation. It can be performed in many ways - some techinques I describe in my other [Kaggle notebook](https://www.kaggle.com/datark1/customers-clustering-k-means-dbscan-and-ap).","metadata":{}},{"cell_type":"markdown","source":"# 3. Transactions\n\nThis is the biggest database containing all transactions every day.","metadata":{}},{"cell_type":"code","source":"mpl.rcParams.update(mpl.rcParamsDefault)\n\ntrans_dtypes = trans.dtypes.value_counts()\ndata = trans\n\nfig = plt.figure(figsize=(5,2),facecolor='white')\n\nax0 = fig.add_subplot(1,1,1)\nax0.text(1.0, 1, \"Key figures\",color='black',fontsize=28, fontweight='bold', fontfamily='monospace',ha='center')\n\nax0.text(0, 0.4, \"{:,d}\".format(data.shape[0]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(0, 0.001, \"# of rows \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.text(0.6, 0.4, \"{}\".format(data.shape[1]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(0.6, 0.001, \"# of features \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.text(1.2, 0.4, \"{}\".format(trans_dtypes[0]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(1.2, 0.001, \"# of text columns \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.text(1.9, 0.4,\"{}\".format(trans_dtypes[1]), color='gold', fontsize=24, fontweight='bold', fontfamily='monospace', ha='center')\nax0.text(1.9, 0.001,\"# of numeric columns \\nin the dataset\",color='dimgrey',fontsize=15, fontweight='light', fontfamily='monospace',ha='center')\n\nax0.set_yticklabels('')\nax0.tick_params(axis='y',length=0)\nax0.tick_params(axis='x',length=0)\nax0.set_xticklabels('')\n\nfor direction in ['top','right','left','bottom']:\n    ax0.spines[direction].set_visible(False)\n\nfig.patch.set_linewidth(5)\nfig.patch.set_edgecolor('#8c8c8c')\nfig.patch.set_facecolor('#f6f6f6')\nax0.set_facecolor('#f6f6f6')\n    \nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:49.39839Z","iopub.execute_input":"2022-03-12T17:25:49.398807Z","iopub.status.idle":"2022-03-12T17:25:49.628141Z","shell.execute_reply.started":"2022-03-12T17:25:49.398775Z","shell.execute_reply":"2022-03-12T17:25:49.627275Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Columns description:\n* ```t_dat``` - date of a transaction in format YYYY-MM-DD but provided as a string\n* ```customer_id``` - identifier of the customer which can be mapped to the ```customer_id```  column in the ```customers``` table\n* ```article_id``` - identifier of the product which can be mapped to the ```article_id```  column in the ```articles``` table\n* ```price``` - price paid\n* ```sales_channel_id``` - sales channel, 2 unique values","metadata":{}},{"cell_type":"code","source":"trans.head()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:25:49.629394Z","iopub.execute_input":"2022-03-12T17:25:49.629637Z","iopub.status.idle":"2022-03-12T17:25:49.644405Z","shell.execute_reply.started":"2022-03-12T17:25:49.62961Z","shell.execute_reply":"2022-03-12T17:25:49.643425Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"trans.isna().sum()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:25:49.646367Z","iopub.execute_input":"2022-03-12T17:25:49.646677Z","iopub.status.idle":"2022-03-12T17:25:58.230174Z","shell.execute_reply.started":"2022-03-12T17:25:49.64663Z","shell.execute_reply":"2022-03-12T17:25:58.229274Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"No missing data!\n\nLet's investigate the price column.","metadata":{}},{"cell_type":"code","source":"sns.set_style(\"darkgrid\", {\"axes.facecolor\": \".9\"})\nfig, ax = plt.subplots(figsize=(10,5), facecolor='#f6f5f5')\nax = sns.histplot(data=trans, x='price', bins=50, stat=\"percent\")\nax.set_xlabel('Distribution of the price')\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:33:18.014154Z","iopub.execute_input":"2022-03-12T17:33:18.014439Z","iopub.status.idle":"2022-03-12T17:33:31.03998Z","shell.execute_reply.started":"2022-03-12T17:33:18.01441Z","shell.execute_reply":"2022-03-12T17:33:31.03904Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"It's clear from the above graph that we have a lot o outliers. Let's look at the price after cutting the values above 0.1.","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(10,5), facecolor='#f6f5f5')\ndata = trans[trans['price']<0.1]\nax = sns.histplot(data=data, x='price', bins=20, stat=\"percent\")\nax.set_xlabel('Distribution of the price')\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:33:31.041897Z","iopub.execute_input":"2022-03-12T17:33:31.042475Z","iopub.status.idle":"2022-03-12T17:33:43.122321Z","shell.execute_reply.started":"2022-03-12T17:33:31.042432Z","shell.execute_reply":"2022-03-12T17:33:43.121224Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Now let's see the data distribution over time. First what dates range is provided. It will be usefull to change the datatype of ","metadata":{}},{"cell_type":"code","source":"trans['t_dat'] = pd.to_datetime(trans['t_dat'])","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:23.664566Z","iopub.execute_input":"2022-03-12T17:26:23.664812Z","iopub.status.idle":"2022-03-12T17:26:30.574945Z","shell.execute_reply.started":"2022-03-12T17:26:23.664783Z","shell.execute_reply":"2022-03-12T17:26:30.57403Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"begin = trans['t_dat'].min()\nend = trans['t_dat'].max()\nprint('Date range is from {} to {}.'.format(begin.date(), end.date()))","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:30.576405Z","iopub.execute_input":"2022-03-12T17:26:30.576676Z","iopub.status.idle":"2022-03-12T17:26:30.78807Z","shell.execute_reply.started":"2022-03-12T17:26:30.576643Z","shell.execute_reply":"2022-03-12T17:26:30.786945Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"We have full 2 years of data. Let's plot now number of transactions per day over the full period of time.","metadata":{}},{"cell_type":"code","source":"t_per_day = trans.groupby('t_dat',as_index=False).count()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:30.789498Z","iopub.execute_input":"2022-03-12T17:26:30.789719Z","iopub.status.idle":"2022-03-12T17:26:35.941168Z","shell.execute_reply.started":"2022-03-12T17:26:30.789691Z","shell.execute_reply":"2022-03-12T17:26:35.940261Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(16,8))\n\nsns.lineplot(data=t_per_day, x='t_dat',y='customer_id')\n\nax.set_xlabel('date')\nax.set_ylabel('number of transactions')\n\nax.axvline(x=dt.datetime(2019,1,1), c='green')\nax.axvline(x=dt.datetime(2020,1,1), c='green')\n\nmax_t = t_per_day['customer_id'].max()\nmax_t_date = t_per_day[t_per_day['customer_id']==max_t]['t_dat']\nax.scatter(max_t_date, max_t, c='red')\nax.text(max_t_date+pd.DateOffset(days=5), max_t-4000, '{}\\n{:,d}'.format(max_t_date.iloc[0].date(), max_t))\n\nmin_t = t_per_day['customer_id'].min()\nmin_t_date = t_per_day[t_per_day['customer_id']==min_t]['t_dat']\nax.scatter(min_t_date, min_t, c='red')\nax.text(min_t_date+pd.DateOffset(days=5), min_t-4000, '{}\\n{:,d}'.format(min_t_date.iloc[0].date(), min_t))\nax.set_xlim(trans['t_dat'].min(),trans['t_dat'].max())\n\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\n\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:35.942825Z","iopub.execute_input":"2022-03-12T17:26:35.943152Z","iopub.status.idle":"2022-03-12T17:26:36.695158Z","shell.execute_reply.started":"2022-03-12T17:26:35.943108Z","shell.execute_reply":"2022-03-12T17:26:36.694263Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"From the graph above we see that there are distinct variations and spikes in the number of transactions per day. It would be clearer to visualise this by using box plots with monthly aggregations.","metadata":{}},{"cell_type":"code","source":"trans_gr_month = trans.groupby('t_dat').size().rename(\"no_transactions\")\ntrans_gr_month = trans_gr_month.reset_index()\ntrans_gr_month['month_year'] = trans_gr_month['t_dat'].dt.to_period('M')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:36.696664Z","iopub.execute_input":"2022-03-12T17:26:36.696876Z","iopub.status.idle":"2022-03-12T17:26:37.391641Z","shell.execute_reply.started":"2022-03-12T17:26:36.696849Z","shell.execute_reply":"2022-03-12T17:26:37.390613Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(16,8))\nax = sns.boxplot(x=\"month_year\", y='no_transactions', data=trans_gr_month)\nplt.xticks(rotation=90)\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.set_xlabel('Month-Year')\nax.set_ylabel('Number of transactions')\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:37.393313Z","iopub.execute_input":"2022-03-12T17:26:37.393625Z","iopub.status.idle":"2022-03-12T17:26:38.16194Z","shell.execute_reply.started":"2022-03-12T17:26:37.393585Z","shell.execute_reply":"2022-03-12T17:26:38.161141Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"The bar chart above show us that per day usuall number of transactions lays in range about between 25 000 and 80 000 transactions per day. We see also that sales spikes during summertime and drops during winter.\n\nNow, let's see how many transactions, on average, customers do.","metadata":{}},{"cell_type":"code","source":"t_by_customer = trans.groupby('customer_id', as_index=False).size()\n\nfig, ax = plt.subplots(figsize=(10,5))\nax = sns.histplot(data=t_by_customer, x='size', bins=50, stat=\"percent\")\nax.set_xlabel('Distribution of total transactions per customer')\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:33:43.124066Z","iopub.execute_input":"2022-03-12T17:33:43.124336Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Clearly there's a lot of outliers. Let's look at the distribution after cutting everything above 50 trasactions per customer.","metadata":{}},{"cell_type":"code","source":"t_by_customer_50tr = t_by_customer[t_by_customer['size'] < 50]\n\nfig, ax = plt.subplots(figsize=(10,5))\nax = sns.histplot(data=t_by_customer_50tr, x='size', bins=50, stat=\"percent\")\nax.set_xlabel('Distribution of total transactions per customer')\nfor loc in ['bottom', 'left']:\n    ax.spines[loc].set_visible(True)\n    ax.spines[loc].set_linewidth(2)\n    ax.spines[loc].set_color('black')\nax.yaxis.set_major_formatter(mtick.PercentFormatter())\nplt.show()","metadata":{"_kg_hide-input":true,"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"The graph above shows us that most of customers, on average, bought only few items during these 2 years.\n\nLet's see now the popularity of sale channels.","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(5,5))\nexplode = (0, 0.1)\ncolors = sns.color_palette('Paired')\nax.pie(trans['sales_channel_id'].value_counts(), explode=explode, labels=['1','2'],\n       autopct='%1.1f%%',shadow=True, startangle=90, colors=colors)\nax.axis('equal')\nax.set_title('Sale channel')\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:53.487442Z","iopub.execute_input":"2022-03-12T17:26:53.487781Z","iopub.status.idle":"2022-03-12T17:26:53.798683Z","shell.execute_reply.started":"2022-03-12T17:26:53.487749Z","shell.execute_reply":"2022-03-12T17:26:53.797438Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# 4. Combined databases EDA","metadata":{}},{"cell_type":"markdown","source":"All 3 databases can be joined together. However, if you look closely it's not possible to connect directly databases ```art``` (with ```article_id``` as the primary key) and  ```cust``` (with ```customer_id``` as the primary key). They can be joined with a bridge table ```trans``` which contains both keys ```article_id``` and ```customer_id```.  \n\nWe can join them separately or all at once - it depends what your approach will be. Note that joining all tables will create one mega-table with a significant size which can slow-down your calculations or event it may not fit into memory allocated to you.\n\nBelow I'll join pre-filtered ```trans``` with ```art``` to visualise amount of transactions per article top-level group each month. I'll merge dataframes using ```pd.merge()``` with SQL-like logic.","metadata":{}},{"cell_type":"code","source":"#trans['month'] = trans['t_dat'].dt.month\n#trans['year'] = trans['t_dat'].dt.year\ntrans['year_month'] = trans['t_dat'].dt.to_period('M')\ntrans.head()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-03-12T17:26:53.800615Z","iopub.execute_input":"2022-03-12T17:26:53.801445Z","iopub.status.idle":"2022-03-12T17:26:57.108055Z","shell.execute_reply.started":"2022-03-12T17:26:53.801368Z","shell.execute_reply":"2022-03-12T17:26:57.107257Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"trans_grouped = trans.groupby(['year_month', 'article_id']).size().rename('total_per_article').to_frame()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:26:57.109226Z","iopub.execute_input":"2022-03-12T17:26:57.109432Z","iopub.status.idle":"2022-03-12T17:27:00.029228Z","shell.execute_reply.started":"2022-03-12T17:26:57.109406Z","shell.execute_reply":"2022-03-12T17:27:00.028446Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"trans_grouped.head()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:27:00.030571Z","iopub.execute_input":"2022-03-12T17:27:00.032158Z","iopub.status.idle":"2022-03-12T17:27:00.045337Z","shell.execute_reply.started":"2022-03-12T17:27:00.032102Z","shell.execute_reply":"2022-03-12T17:27:00.044498Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"trans_grouped.reset_index(inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:27:00.046694Z","iopub.execute_input":"2022-03-12T17:27:00.04753Z","iopub.status.idle":"2022-03-12T17:27:00.074629Z","shell.execute_reply.started":"2022-03-12T17:27:00.047488Z","shell.execute_reply":"2022-03-12T17:27:00.073707Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"art_trans = pd.merge(art[['article_id', 'index_name']], trans_grouped, on='article_id')","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:27:00.07609Z","iopub.execute_input":"2022-03-12T17:27:00.07658Z","iopub.status.idle":"2022-03-12T17:27:00.208806Z","shell.execute_reply.started":"2022-03-12T17:27:00.076544Z","shell.execute_reply":"2022-03-12T17:27:00.207851Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"art_trans = art_trans.groupby(['year_month','index_name'])['total_per_article'].sum().to_frame()\nart_trans.head()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T17:27:00.210032Z","iopub.execute_input":"2022-03-12T17:27:00.210283Z","iopub.status.idle":"2022-03-12T17:27:00.322533Z","shell.execute_reply.started":"2022-03-12T17:27:00.210253Z","shell.execute_reply":"2022-03-12T17:27:00.321601Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# UNDER CONSTRUCTION - TO BE CONTINUED","metadata":{}},{"cell_type":"code","source":"","metadata":{},"outputs":[],"execution_count":null}]}