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{"cells":[{"cell_type":"markdown","metadata":{"id":"307bea88-e08c-4787-9d3a-047272601ef1"},"source":["# Exploring and Analyzing OpenFoodFacts Data"]},{"cell_type":"markdown","metadata":{"id":"39449094-4efa-4627-b19c-6aa521c7a7e8"},"source":["Taken from https://s3-eu-west-1.amazonaws.com/static.oc-static.com/prod/courses/files/parcours-data-scientist/P2/fr.openfoodfacts.org.products.csv.zip\n","Data fields : https://world.openfoodfacts.org/data/data-fields.txt"]},{"cell_type":"markdown","metadata":{"id":"ceeb296c-0ca5-43d6-b5fb-a4620de1fc75"},"source":["## 1) Clean and filter features and products"]},{"cell_type":"markdown","metadata":{"id":"aZiNSsQh5kY7"},"source":["### Opening CSV file"]},{"cell_type":"code","execution_count":1,"metadata":{"id":"QL5vGYBAG0F6","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993696399,"user_tz":-60,"elapsed":22397,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3b04624c-9e38-4339-bdfc-2e867c1ad1aa"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n","Working directory: /content/drive/MyDrive/Colab_Notebooks/Project_3\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","os.listdir()\n","os.chdir(\"/content/drive/MyDrive/Colab_Notebooks/Project_3\")\n","print(f'Working directory: {os.getcwd()}')"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"Nz5KfXh7G4tL","colab":{"base_uri":"https://localhost:8080/"},"outputId":"acfda7e6-185c-4c77-a353-d30bb1df8d44","executionInfo":{"status":"ok","timestamp":1739993728393,"user_tz":-60,"elapsed":31996,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-2-95ad0a3d505a>:6: DtypeWarning: Columns (0,3,5,19,20,24,25,26,27,28,35,36,37,38,39,48) have mixed types. Specify dtype option on import or set low_memory=False.\n"," df = pd.read_csv(csv_path, na_values=[''], sep='\\t')\n"]}],"source":["import pandas as pd\n","pd.set_option('display.float_format', '{:.7f}'.format) # don't want scientific notation. Floats are enough\n","pd.set_option('display.max_colwidth', None)\n","\n","csv_path = \"./fr.openfoodfacts.org.products.csv\"\n","df = pd.read_csv(csv_path, na_values=[''], sep='\\t')"]},{"cell_type":"markdown","metadata":{"id":"9de7fc9e-a309-46ac-a4f8-74effb1ca249"},"source":["### Naive Analysis"]},{"cell_type":"markdown","metadata":{"id":"d555a028-62b6-47ae-841b-13f45533ad3c"},"source":["#### Use pandas basic methods"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"5f0dc948-1c0f-4273-b8d5-7b9d0fc80f23","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993735798,"user_tz":-60,"elapsed":6792,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"86818049-2dd8-4eb5-c746-8bb46ec52ee0"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size in MB:\n"]},{"output_type":"execute_result","data":{"text/plain":["1823.539508"]},"metadata":{},"execution_count":3}],"source":["import sys\n","print('Size in MB:')\n","sys.getsizeof(df)/(10**6)"]},{"cell_type":"code","execution_count":4,"metadata":{"id":"zbGTfCFpqQSJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993735804,"user_tz":-60,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"92dc95fa-870a-4f3b-b7a6-dbd3e3a1b3bf"},"outputs":[{"output_type":"stream","name":"stdout","text":["code, url, creator, created_t, created_datetime, last_modified_t, last_modified_datetime, product_name, generic_name, quantity, packaging, packaging_tags, brands, brands_tags, categories, categories_tags, categories_fr, origins, origins_tags, manufacturing_places, manufacturing_places_tags, labels, labels_tags, labels_fr, emb_codes, emb_codes_tags, first_packaging_code_geo, cities, cities_tags, purchase_places, stores, countries, countries_tags, countries_fr, ingredients_text, allergens, allergens_fr, traces, traces_tags, traces_fr, serving_size, no_nutriments, additives_n, additives, additives_tags, additives_fr, ingredients_from_palm_oil_n, ingredients_from_palm_oil, ingredients_from_palm_oil_tags, ingredients_that_may_be_from_palm_oil_n, ingredients_that_may_be_from_palm_oil, ingredients_that_may_be_from_palm_oil_tags, nutrition_grade_uk, nutrition_grade_fr, pnns_groups_1, pnns_groups_2, states, states_tags, states_fr, main_category, main_category_fr, image_url, image_small_url, energy_100g, energy-from-fat_100g, fat_100g, saturated-fat_100g, butyric-acid_100g, caproic-acid_100g, caprylic-acid_100g, capric-acid_100g, lauric-acid_100g, myristic-acid_100g, palmitic-acid_100g, stearic-acid_100g, arachidic-acid_100g, behenic-acid_100g, lignoceric-acid_100g, cerotic-acid_100g, montanic-acid_100g, melissic-acid_100g, monounsaturated-fat_100g, polyunsaturated-fat_100g, omega-3-fat_100g, alpha-linolenic-acid_100g, eicosapentaenoic-acid_100g, docosahexaenoic-acid_100g, omega-6-fat_100g, linoleic-acid_100g, arachidonic-acid_100g, gamma-linolenic-acid_100g, dihomo-gamma-linolenic-acid_100g, omega-9-fat_100g, oleic-acid_100g, elaidic-acid_100g, gondoic-acid_100g, mead-acid_100g, erucic-acid_100g, nervonic-acid_100g, trans-fat_100g, cholesterol_100g, carbohydrates_100g, sugars_100g, sucrose_100g, glucose_100g, fructose_100g, lactose_100g, maltose_100g, maltodextrins_100g, starch_100g, polyols_100g, fiber_100g, proteins_100g, casein_100g, serum-proteins_100g, nucleotides_100g, salt_100g, sodium_100g, alcohol_100g, vitamin-a_100g, beta-carotene_100g, vitamin-d_100g, vitamin-e_100g, vitamin-k_100g, vitamin-c_100g, vitamin-b1_100g, vitamin-b2_100g, vitamin-pp_100g, vitamin-b6_100g, vitamin-b9_100g, folates_100g, vitamin-b12_100g, biotin_100g, pantothenic-acid_100g, silica_100g, bicarbonate_100g, potassium_100g, chloride_100g, calcium_100g, phosphorus_100g, iron_100g, magnesium_100g, zinc_100g, copper_100g, manganese_100g, fluoride_100g, selenium_100g, chromium_100g, molybdenum_100g, iodine_100g, caffeine_100g, taurine_100g, ph_100g, fruits-vegetables-nuts_100g, collagen-meat-protein-ratio_100g, cocoa_100g, chlorophyl_100g, carbon-footprint_100g, nutrition-score-fr_100g, nutrition-score-uk_100g, glycemic-index_100g, water-hardness_100g\n"]}],"source":["print(\", \".join(df.columns.tolist())) # display columns names"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"a302ef86-7553-4b38-8734-b0ae5896c584","scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993735831,"user_tz":-60,"elapsed":26,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a16bd3b2-bc6d-4beb-c23c-cccd092115cd"},"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 320772 entries, 0 to 320771\n","Columns: 162 entries, code to water-hardness_100g\n","dtypes: float64(106), object(56)\n","memory usage: 396.5+ MB\n"]}],"source":["df.info() # display count of columns, lines and columns names"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"f24becfa-7e0f-45a0-82b9-40e211922f5c","scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":283},"executionInfo":{"status":"ok","timestamp":1739993735890,"user_tz":-60,"elapsed":58,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c2521a7c-b75b-4bb8-c0f1-c4b48f5b3447"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" code \\\n","0 3087 \n","1 4530 \n","\n"," url \\\n","0 http://world-fr.openfoodfacts.org/produit/0000000003087/farine-de-ble-noir-ferme-t-y-r-nao \n","1 http://world-fr.openfoodfacts.org/produit/0000000004530/banana-chips-sweetened-whole \n","\n"," creator created_t created_datetime \\\n","0 openfoodfacts-contributors 1474103866 2016-09-17T09:17:46Z \n","1 usda-ndb-import 1489069957 2017-03-09T14:32:37Z \n","\n"," last_modified_t last_modified_datetime product_name \\\n","0 1474103893 2016-09-17T09:18:13Z Farine de blé noir \n","1 1489069957 2017-03-09T14:32:37Z Banana Chips Sweetened (Whole) \n","\n"," generic_name quantity ... ph_100g fruits-vegetables-nuts_100g \\\n","0 NaN 1kg ... NaN NaN \n","1 NaN NaN ... NaN NaN \n","\n"," collagen-meat-protein-ratio_100g cocoa_100g chlorophyl_100g \\\n","0 NaN NaN NaN \n","1 NaN NaN NaN \n","\n"," carbon-footprint_100g nutrition-score-fr_100g nutrition-score-uk_100g \\\n","0 NaN NaN NaN \n","1 NaN 14.0000000 14.0000000 \n","\n"," glycemic-index_100g water-hardness_100g \n","0 NaN NaN \n","1 NaN NaN \n","\n","[2 rows x 162 columns]"],"text/html":["\n"," <div id=\"df-1dd8e196-e611-44d9-a032-630227d3e2c1\" class=\"colab-df-container\">\n"," <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>code</th>\n"," <th>url</th>\n"," <th>creator</th>\n"," <th>created_t</th>\n"," <th>created_datetime</th>\n"," <th>last_modified_t</th>\n"," <th>last_modified_datetime</th>\n"," <th>product_name</th>\n"," <th>generic_name</th>\n"," <th>quantity</th>\n"," <th>...</th>\n"," <th>ph_100g</th>\n"," <th>fruits-vegetables-nuts_100g</th>\n"," <th>collagen-meat-protein-ratio_100g</th>\n"," <th>cocoa_100g</th>\n"," <th>chlorophyl_100g</th>\n"," <th>carbon-footprint_100g</th>\n"," <th>nutrition-score-fr_100g</th>\n"," <th>nutrition-score-uk_100g</th>\n"," <th>glycemic-index_100g</th>\n"," <th>water-hardness_100g</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>3087</td>\n"," <td>http://world-fr.openfoodfacts.org/produit/0000000003087/farine-de-ble-noir-ferme-t-y-r-nao</td>\n"," <td>openfoodfacts-contributors</td>\n"," <td>1474103866</td>\n"," <td>2016-09-17T09:17:46Z</td>\n"," <td>1474103893</td>\n"," <td>2016-09-17T09:18:13Z</td>\n"," <td>Farine de blé noir</td>\n"," <td>NaN</td>\n"," <td>1kg</td>\n"," <td>...</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>4530</td>\n"," <td>http://world-fr.openfoodfacts.org/produit/0000000004530/banana-chips-sweetened-whole</td>\n"," <td>usda-ndb-import</td>\n"," <td>1489069957</td>\n"," <td>2017-03-09T14:32:37Z</td>\n"," <td>1489069957</td>\n"," <td>2017-03-09T14:32:37Z</td>\n"," <td>Banana Chips Sweetened (Whole)</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>...</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>14.0000000</td>\n"," <td>14.0000000</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>2 rows × 162 columns</p>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1dd8e196-e611-44d9-a032-630227d3e2c1')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n"," <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n"," </svg>\n"," </button>\n","\n"," <style>\n"," .colab-df-container {\n"," display:flex;\n"," gap: 12px;\n"," }\n","\n"," .colab-df-convert {\n"," background-color: #E8F0FE;\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: #1967D2;\n"," height: 32px;\n"," padding: 0 0 0 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-convert:hover {\n"," background-color: #E2EBFA;\n"," box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: #174EA6;\n"," }\n","\n"," .colab-df-buttons div {\n"," margin-bottom: 4px;\n"," }\n","\n"," [theme=dark] .colab-df-convert {\n"," background-color: #3B4455;\n"," fill: #D2E3FC;\n"," }\n","\n"," [theme=dark] .colab-df-convert:hover {\n"," background-color: #434B5C;\n"," box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n"," filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n"," fill: #FFFFFF;\n"," }\n"," </style>\n","\n"," <script>\n"," const buttonEl =\n"," document.querySelector('#df-1dd8e196-e611-44d9-a032-630227d3e2c1 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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'block' : 'none';\n"," })();\n"," </script>\n","</div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df"}},"metadata":{},"execution_count":6}],"source":["df.head(2) # display 2 first lines"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"5543e915-5701-43ed-81dc-c1dd54715e95","scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1739993737310,"user_tz":-60,"elapsed":1419,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e9c45023-c8a7-46bf-ca61-7acda835e933"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" no_nutriments additives_n ingredients_from_palm_oil_n \\\n","count 0.0000000 248939.0000000 248939.0000000 \n","mean NaN 1.9360245 0.0196594 \n","std NaN 2.5020195 0.1405241 \n","min NaN 0.0000000 0.0000000 \n","25% NaN 0.0000000 0.0000000 \n","50% NaN 1.0000000 0.0000000 \n","75% NaN 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(from python-dateutil>=2.8.2->pandas>=1.5->pingouin) (1.17.0)\n","Downloading pingouin-0.5.5-py3-none-any.whl (204 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m204.4/204.4 kB\u001b[0m \u001b[31m4.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading pandas_flavor-0.6.0-py3-none-any.whl (7.2 kB)\n","Installing collected packages: pandas-flavor, pingouin\n","Successfully installed pandas-flavor-0.6.0 pingouin-0.5.5\n"]}]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"K0LC6wnc0azA","executionInfo":{"status":"ok","timestamp":1739993766743,"user_tz":-60,"elapsed":20486,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f7a654da-4122-4a49-b948-8626c364e755"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting deep-translator\n"," Downloading deep_translator-1.11.4-py3-none-any.whl.metadata (30 kB)\n","Requirement already 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h2<5,>=3->httpx[http2]>=0.27.2->googletrans) (4.1.0)\n","Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.11/dist-packages (from anyio->httpx>=0.27.2->httpx[http2]>=0.27.2->googletrans) (1.3.1)\n","Downloading googletrans-4.0.2-py3-none-any.whl (18 kB)\n","Installing collected packages: googletrans\n","Successfully installed googletrans-4.0.2\n"]}],"source":["!pip install deep-translator\n","!pip install googletrans\n","\n","from strings_management import translate_word, translate_all_words_batch\n","# create a 'categories_tags_en' column. For each value of \"categories_tags\" inside of the df_refined dataframe each value is a list coma separated. I want to keep only the elements that are starting with \"en\" and then remake the coma separated string. Remove \"en:\" each time\n","\n","def process_tags_with_language_indicator(tags_str):\n"," \"\"\"\n"," Processes a comma-separated string of categories tags.\n","\n"," Keeps only the elements starting with \"en\", removes \"en:\", and\n"," reconstructs the comma-separated string.\n"," If no \"en\" term is found, try translating the others.\n","\n"," Args:\n"," categories_tags_str: A string of comma-separated categories tags.\n","\n"," Returns:\n"," A string of comma-separated categories tags starting with \"en\"\n"," with \"en:\" removed, or an np.nan if no such tags are found or can be translated.\n"," \"\"\"\n"," if pd.isna(tags_str) or tags_str == '' or tags_str is None:\n"," return np.nan\n"," tags = tags_str.split(',')\n"," en_tags = [tag[3:] for tag in tags if tag.startswith('en:')]\n"," if not en_tags:\n"," if not tags_str.startswith('other') and tags_str[2] == ':':\n"," en_tags = translate_all_words_batch(\n"," tags_str.replace(tags_str[0:3],'').split(','), source_language=tags_str[0:2]\n"," ).values()\n"," elif tags_str.startswith('other'):\n"," en_tags = translate_all_words_batch(\n"," tags_str.replace(tags_str[0:len('other')],'').split(','), source_language='auto'\n"," ).values()\n"," else:\n"," en_tags = translate_word(\n"," tags_str, source_language='auto',\n"," )['translated'].split(',')\n"," # if translation fails (can be because of bad language indicator) --> try auto with maximum words\n"," if None in en_tags:\n"," en_tags = translate_word(\n"," tags_str.replace(tags_str[0:3],''),\n"," )['translated'].split(',')\n"," if en_tags is not None and None not in en_tags:\n"," return ','.join(list(en_tags))\n"," else :\n"," return np.nan"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":458},"id":"c_qtnGZ_0lWM","executionInfo":{"status":"ok","timestamp":1739993766826,"user_tz":-60,"elapsed":61,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1f9befb4-bb55-43f0-ebb7-e0358dc878e4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 en:france\n","1 en:united-states\n","2 en:united-states\n","3 en:united-states\n","4 en:united-states\n"," ... \n","320767 en:romania\n","320768 en:united-states\n","320769 en:china\n","320770 en:france\n","320771 en:united-states\n","Name: countries_tags, Length: 320772, dtype: object"],"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>countries_tags</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>en:united-states</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>en:united-states</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>en:united-states</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>en:united-states</td>\n"," </tr>\n"," <tr>\n"," <th>...</th>\n"," <td>...</td>\n"," </tr>\n"," <tr>\n"," <th>320767</th>\n"," <td>en:romania</td>\n"," </tr>\n"," <tr>\n"," <th>320768</th>\n"," <td>en:united-states</td>\n"," </tr>\n"," <tr>\n"," <th>320769</th>\n"," <td>en:china</td>\n"," </tr>\n"," <tr>\n"," <th>320770</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>320771</th>\n"," <td>en:united-states</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>320772 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":10}],"source":["df['countries_tags']"]},{"cell_type":"code","source":["import numpy as np"],"metadata":{"id":"U62d_HEW1Exh","executionInfo":{"status":"ok","timestamp":1739993766870,"user_tz":-60,"elapsed":42,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","execution_count":12,"metadata":{"id":"V3YmfWng0lWM","executionInfo":{"status":"ok","timestamp":1739993771329,"user_tz":-60,"elapsed":4457,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Create the 'categories_tags_en' column\n","df['countries_tags_en'] = df['countries_tags'].apply(process_tags_with_language_indicator)"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ocizh_AD0lWM","executionInfo":{"status":"ok","timestamp":1739993771348,"user_tz":-60,"elapsed":33,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b26b4df3-6711-458a-e504-da3f418bef77"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["686"]},"metadata":{},"execution_count":13}],"source":["df['countries_tags_en'].nunique()"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YkUyJHFi0lWM","executionInfo":{"status":"ok","timestamp":1739993771425,"user_tz":-60,"elapsed":53,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4d1512b0-16a6-48ee-87b4-ffe6a3146189"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["725"]},"metadata":{},"execution_count":14}],"source":["df['countries_tags'].nunique()"]},{"cell_type":"code","execution_count":15,"metadata":{"id":"4G2IVdPR0lWN","executionInfo":{"status":"ok","timestamp":1739993772519,"user_tz":-60,"elapsed":1093,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# create lists\n","df['countries_tags_en'] = df['countries_tags_en'].astype('string').apply(\n"," lambda x: list(set(x.lower().split(','))) if not pd.isna(x) else [])"]},{"cell_type":"code","source":["df['countries_tags_en']"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":458},"id":"_Kfh2ecH0lWN","executionInfo":{"status":"ok","timestamp":1739993772560,"user_tz":-60,"elapsed":23,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"cb6bacff-1f16-4bd3-8845-e51ee5db7f91"},"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 [france]\n","1 [united-states]\n","2 [united-states]\n","3 [united-states]\n","4 [united-states]\n"," ... \n","320767 [romania]\n","320768 [united-states]\n","320769 [china]\n","320770 [france]\n","320771 [united-states]\n","Name: countries_tags_en, Length: 320772, dtype: object"],"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>countries_tags_en</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>[france]</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>[united-states]</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>[united-states]</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>[united-states]</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>[united-states]</td>\n"," </tr>\n"," <tr>\n"," <th>...</th>\n"," <td>...</td>\n"," </tr>\n"," <tr>\n"," <th>320767</th>\n"," <td>[romania]</td>\n"," </tr>\n"," <tr>\n"," <th>320768</th>\n"," <td>[united-states]</td>\n"," </tr>\n"," <tr>\n"," <th>320769</th>\n"," <td>[china]</td>\n"," </tr>\n"," <tr>\n"," <th>320770</th>\n"," <td>[france]</td>\n"," </tr>\n"," <tr>\n"," <th>320771</th>\n"," <td>[united-states]</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>320772 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["df['countries_tags_en'].explode().unique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tUJIWQh70lWN","executionInfo":{"status":"ok","timestamp":1739993772632,"user_tz":-60,"elapsed":71,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c9c34d27-235c-4d44-fc90-1e2da06cb9eb"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['france', 'united-states', 'united-kingdom', 'canada',\n"," 'switzerland', 'spain', 'germany', 'slovenia', 'italy', 'romania',\n"," 'australia', 'portugal', 'netherlands', 'belgium', 'guadeloupe',\n"," nan, 'etats-unis', 'ireland', 'reunion', 'taiwan', 'brazil',\n"," 'dominican-republic', 'australie', 'saudi-arabia',\n"," 'united-arab-emirates', 'iraq', 'kuwait', 'moldova',\n"," 'new-caledonia', 'singapore', 'finland', 'thailand', 'new-zealand',\n"," 'french-polynesia', 'panama', 'costa-rica', 'mexico', 'pays-bas',\n"," 'scotland', 'china', 'luxembourg', 'lebanon', 'deutschland',\n"," 'denmark', 'spanien', 'nederland', 'belgie', 'malaysia', 'guyana',\n"," 'serbia', 'martinique', 'barbados', 'aruba', 'hong-kong', 'norway',\n"," 'haiti', 'el-salvador', 'bahrain', 'morocco', 'oman',\n"," 'south-korea', 'trinidad-and-tobago', 'niederlande', 'chile',\n"," 'cuba', 'philippines', 'united-states-of-america', 'austria',\n"," 'sweden', 'guinea', 'israel', 'russia',\n"," 'saint-pierre-and-miquelon', 'algeria', 'quebec', 'czech-republic',\n"," 'czech', 'mauritius', 'indonesia', 'armenia', 'cote-d-ivoire',\n"," 'poland', 'greece', 'india', 'ecuador', 'turkey', 'cambodia', '香港',\n"," 'argentina', 'european-union', 'jordan', 'japan', 'colombia',\n"," 'burundi', 'qatar', 'tunisia', 'french-guiana', 'bulgaria',\n"," 'hungary', 'peru', 'puerto-rico', 'monaco', 'nigeria', 'honduras',\n"," 'egypt', 'cyprus', 'venezuela', 'an', 'south-africa', 'mongolia',\n"," 'myanmar', 'suriname', 'pakistan', 'cameroon',\n"," 'virgin-islands-of-the-united-states', 'royaume-uni', 'slovakia',\n"," 'lithuania', 'senegal', '-iraq', 'togo', 'iceland', 'worldwide',\n"," 'angleterre', 'soviet-union', 'global-market',\n"," 'الإمارات-العربية-المتحدة', 'ukraine', 'all-over-the-world',\n"," 'island', 'world', 'gulf-countries', 'السعودية', 'turkiye',\n"," 'allemagne', 'albania', 'malta', 'croatia', 'malawi', 'mali',\n"," 'gabon', 'kazakhstan', ' completed characteristics',\n"," ' date to be completed', ' photos to validate', 'to be completed',\n"," ' completed packaging', ' completed ingredients', ' photos sent',\n"," ' completed nutritional information', ' completed quantity',\n"," ' completed categories', ' complete product name',\n"," ' completed brands', ' validated photos', 'to be checked',\n"," ' complete', ' sent photos', ' completed deadline',\n"," 'packaging-code-completed', ' ingredients to be completed',\n"," ' deadline to be completed', 'republic-of-the-congo', 'iran',\n"," 'sint-maarten', 'vanuatu', 'belgique', 'mayotte', 'andorra',\n"," 'wallis-and-futuna', 'estonia', 'niger', 'saint-martin',\n"," 'bosnia-and-herzegovina', 'belarus', 'mauritania', 'frankreich',\n"," 'vietnam', 'azerbaijan', '日本', '-japan', 'chad',\n"," 'republique-de-chine', 'latvia', 'sri-lanka', 'georgia', 'macau',\n"," 'other-日本', 'mozambique', 'libya', 'montenegro', 'jersey',\n"," 'finand', 'zwitserland', 'italiaans', 'frankrijk', 'denemarken',\n"," 'democratic-republic-of-the-congo', 'ghana', 'guinea-bissau',\n"," 'zweden', 'duitsland', 'noorwegen', 'belgien',\n"," 'central-african-republic', 'العراق', 'المملكة-المتحدة', 'angola',\n"," 'azərbaycan', 'البحرين', 'szczecin', 'burkina-faso', 'kenya',\n"," 'tanzania', 'rwanda', 'tunisie', 'تونس', 'brunei', 'somalia',\n"," 'سلطنة-عمان', 'syria', 'yemen', 'guatemala',\n"," 'republic-of-macedonia', 'spanje', 'uruguay', 'paraguay',\n"," 'croacia', 'frankrike', 'kina', 'sverige', 'ethiopia',\n"," 'cook-islands', 'maldives', '-turkey', 'казахстан',\n"," 'สหราชอาณาจักร', 'ประเทศไทย', 'ประเทศออสเตรเลีย', 'भारत',\n"," 'bangladesh'], dtype=object)"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","source":[],"metadata":{"id":"IUoL6e6M8Bxc","executionInfo":{"status":"ok","timestamp":1739993772686,"user_tz":-60,"elapsed":53,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["plot_univariate_variable_analysis(df.explode('countries_tags_en'),'countries_tags_en','pie')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":428},"id":"OhTDg_Gjzk4a","executionInfo":{"status":"ok","timestamp":1739993777036,"user_tz":-60,"elapsed":4351,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2cd012e0-7a9c-473a-eac9-fac1cbff0a7b"},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":["list(df.columns)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IlPU97hF8CxQ","executionInfo":{"status":"ok","timestamp":1739993777060,"user_tz":-60,"elapsed":23,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d3ea3406-4a43-4e7c-a0f8-d7677659acaf"},"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['code',\n"," 'url',\n"," 'creator',\n"," 'created_t',\n"," 'created_datetime',\n"," 'last_modified_t',\n"," 'last_modified_datetime',\n"," 'product_name',\n"," 'generic_name',\n"," 'quantity',\n"," 'packaging',\n"," 'packaging_tags',\n"," 'brands',\n"," 'brands_tags',\n"," 'categories',\n"," 'categories_tags',\n"," 'categories_fr',\n"," 'origins',\n"," 'origins_tags',\n"," 'manufacturing_places',\n"," 'manufacturing_places_tags',\n"," 'labels',\n"," 'labels_tags',\n"," 'labels_fr',\n"," 'emb_codes',\n"," 'emb_codes_tags',\n"," 'first_packaging_code_geo',\n"," 'cities',\n"," 'cities_tags',\n"," 'purchase_places',\n"," 'stores',\n"," 'countries',\n"," 'countries_tags',\n"," 'countries_fr',\n"," 'ingredients_text',\n"," 'allergens',\n"," 'allergens_fr',\n"," 'traces',\n"," 'traces_tags',\n"," 'traces_fr',\n"," 'serving_size',\n"," 'no_nutriments',\n"," 'additives_n',\n"," 'additives',\n"," 'additives_tags',\n"," 'additives_fr',\n"," 'ingredients_from_palm_oil_n',\n"," 'ingredients_from_palm_oil',\n"," 'ingredients_from_palm_oil_tags',\n"," 'ingredients_that_may_be_from_palm_oil_n',\n"," 'ingredients_that_may_be_from_palm_oil',\n"," 'ingredients_that_may_be_from_palm_oil_tags',\n"," 'nutrition_grade_uk',\n"," 'nutrition_grade_fr',\n"," 'pnns_groups_1',\n"," 'pnns_groups_2',\n"," 'states',\n"," 'states_tags',\n"," 'states_fr',\n"," 'main_category',\n"," 'main_category_fr',\n"," 'image_url',\n"," 'image_small_url',\n"," 'energy_100g',\n"," 'energy-from-fat_100g',\n"," 'fat_100g',\n"," 'saturated-fat_100g',\n"," 'butyric-acid_100g',\n"," 'caproic-acid_100g',\n"," 'caprylic-acid_100g',\n"," 'capric-acid_100g',\n"," 'lauric-acid_100g',\n"," 'myristic-acid_100g',\n"," 'palmitic-acid_100g',\n"," 'stearic-acid_100g',\n"," 'arachidic-acid_100g',\n"," 'behenic-acid_100g',\n"," 'lignoceric-acid_100g',\n"," 'cerotic-acid_100g',\n"," 'montanic-acid_100g',\n"," 'melissic-acid_100g',\n"," 'monounsaturated-fat_100g',\n"," 'polyunsaturated-fat_100g',\n"," 'omega-3-fat_100g',\n"," 'alpha-linolenic-acid_100g',\n"," 'eicosapentaenoic-acid_100g',\n"," 'docosahexaenoic-acid_100g',\n"," 'omega-6-fat_100g',\n"," 'linoleic-acid_100g',\n"," 'arachidonic-acid_100g',\n"," 'gamma-linolenic-acid_100g',\n"," 'dihomo-gamma-linolenic-acid_100g',\n"," 'omega-9-fat_100g',\n"," 'oleic-acid_100g',\n"," 'elaidic-acid_100g',\n"," 'gondoic-acid_100g',\n"," 'mead-acid_100g',\n"," 'erucic-acid_100g',\n"," 'nervonic-acid_100g',\n"," 'trans-fat_100g',\n"," 'cholesterol_100g',\n"," 'carbohydrates_100g',\n"," 'sugars_100g',\n"," 'sucrose_100g',\n"," 'glucose_100g',\n"," 'fructose_100g',\n"," 'lactose_100g',\n"," 'maltose_100g',\n"," 'maltodextrins_100g',\n"," 'starch_100g',\n"," 'polyols_100g',\n"," 'fiber_100g',\n"," 'proteins_100g',\n"," 'casein_100g',\n"," 'serum-proteins_100g',\n"," 'nucleotides_100g',\n"," 'salt_100g',\n"," 'sodium_100g',\n"," 'alcohol_100g',\n"," 'vitamin-a_100g',\n"," 'beta-carotene_100g',\n"," 'vitamin-d_100g',\n"," 'vitamin-e_100g',\n"," 'vitamin-k_100g',\n"," 'vitamin-c_100g',\n"," 'vitamin-b1_100g',\n"," 'vitamin-b2_100g',\n"," 'vitamin-pp_100g',\n"," 'vitamin-b6_100g',\n"," 'vitamin-b9_100g',\n"," 'folates_100g',\n"," 'vitamin-b12_100g',\n"," 'biotin_100g',\n"," 'pantothenic-acid_100g',\n"," 'silica_100g',\n"," 'bicarbonate_100g',\n"," 'potassium_100g',\n"," 'chloride_100g',\n"," 'calcium_100g',\n"," 'phosphorus_100g',\n"," 'iron_100g',\n"," 'magnesium_100g',\n"," 'zinc_100g',\n"," 'copper_100g',\n"," 'manganese_100g',\n"," 'fluoride_100g',\n"," 'selenium_100g',\n"," 'chromium_100g',\n"," 'molybdenum_100g',\n"," 'iodine_100g',\n"," 'caffeine_100g',\n"," 'taurine_100g',\n"," 'ph_100g',\n"," 'fruits-vegetables-nuts_100g',\n"," 'collagen-meat-protein-ratio_100g',\n"," 'cocoa_100g',\n"," 'chlorophyl_100g',\n"," 'carbon-footprint_100g',\n"," 'nutrition-score-fr_100g',\n"," 'nutrition-score-uk_100g',\n"," 'glycemic-index_100g',\n"," 'water-hardness_100g',\n"," 'countries_tags_en']"]},"metadata":{},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"KTf7X-1kIee4"},"source":["### Sort features (quantitative or categorical)"]},{"cell_type":"code","execution_count":20,"metadata":{"id":"kEvgP2u_j8bq","executionInfo":{"status":"ok","timestamp":1739993777369,"user_tz":-60,"elapsed":308,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["features_by_type = {}\n","for feature in df.columns :\n"," try:\n"," df[feature].astype('float64')\n"," features_by_type[feature] = 'quantitative'\n"," except ValueError:\n"," features_by_type[feature] = 'categorical'"]},{"cell_type":"code","execution_count":21,"metadata":{"id":"tpSh3A8SkHqg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993777391,"user_tz":-60,"elapsed":21,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c0c36beb-715f-463e-f824-9957d0fdb768"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'code': 'quantitative',\n"," 'url': 'categorical',\n"," 'creator': 'categorical',\n"," 'created_t': 'categorical',\n"," 'created_datetime': 'categorical',\n"," 'last_modified_t': 'categorical',\n"," 'last_modified_datetime': 'categorical',\n"," 'product_name': 'categorical',\n"," 'generic_name': 'categorical',\n"," 'quantity': 'categorical',\n"," 'packaging': 'categorical',\n"," 'packaging_tags': 'categorical',\n"," 'brands': 'categorical',\n"," 'brands_tags': 'categorical',\n"," 'categories': 'categorical',\n"," 'categories_tags': 'categorical',\n"," 'categories_fr': 'categorical',\n"," 'origins': 'categorical',\n"," 'origins_tags': 'categorical',\n"," 'manufacturing_places': 'categorical',\n"," 'manufacturing_places_tags': 'categorical',\n"," 'labels': 'categorical',\n"," 'labels_tags': 'categorical',\n"," 'labels_fr': 'categorical',\n"," 'emb_codes': 'categorical',\n"," 'emb_codes_tags': 'categorical',\n"," 'first_packaging_code_geo': 'categorical',\n"," 'cities': 'categorical',\n"," 'cities_tags': 'categorical',\n"," 'purchase_places': 'categorical',\n"," 'stores': 'categorical',\n"," 'countries': 'categorical',\n"," 'countries_tags': 'categorical',\n"," 'countries_fr': 'categorical',\n"," 'ingredients_text': 'categorical',\n"," 'allergens': 'categorical',\n"," 'allergens_fr': 'categorical',\n"," 'traces': 'categorical',\n"," 'traces_tags': 'categorical',\n"," 'traces_fr': 'categorical',\n"," 'serving_size': 'categorical',\n"," 'no_nutriments': 'quantitative',\n"," 'additives_n': 'quantitative',\n"," 'additives': 'categorical',\n"," 'additives_tags': 'categorical',\n"," 'additives_fr': 'categorical',\n"," 'ingredients_from_palm_oil_n': 'quantitative',\n"," 'ingredients_from_palm_oil': 'quantitative',\n"," 'ingredients_from_palm_oil_tags': 'categorical',\n"," 'ingredients_that_may_be_from_palm_oil_n': 'quantitative',\n"," 'ingredients_that_may_be_from_palm_oil': 'quantitative',\n"," 'ingredients_that_may_be_from_palm_oil_tags': 'categorical',\n"," 'nutrition_grade_uk': 'quantitative',\n"," 'nutrition_grade_fr': 'categorical',\n"," 'pnns_groups_1': 'categorical',\n"," 'pnns_groups_2': 'categorical',\n"," 'states': 'categorical',\n"," 'states_tags': 'categorical',\n"," 'states_fr': 'categorical',\n"," 'main_category': 'categorical',\n"," 'main_category_fr': 'categorical',\n"," 'image_url': 'categorical',\n"," 'image_small_url': 'categorical',\n"," 'energy_100g': 'quantitative',\n"," 'energy-from-fat_100g': 'quantitative',\n"," 'fat_100g': 'quantitative',\n"," 'saturated-fat_100g': 'quantitative',\n"," 'butyric-acid_100g': 'quantitative',\n"," 'caproic-acid_100g': 'quantitative',\n"," 'caprylic-acid_100g': 'quantitative',\n"," 'capric-acid_100g': 'quantitative',\n"," 'lauric-acid_100g': 'quantitative',\n"," 'myristic-acid_100g': 'quantitative',\n"," 'palmitic-acid_100g': 'quantitative',\n"," 'stearic-acid_100g': 'quantitative',\n"," 'arachidic-acid_100g': 'quantitative',\n"," 'behenic-acid_100g': 'quantitative',\n"," 'lignoceric-acid_100g': 'quantitative',\n"," 'cerotic-acid_100g': 'quantitative',\n"," 'montanic-acid_100g': 'quantitative',\n"," 'melissic-acid_100g': 'quantitative',\n"," 'monounsaturated-fat_100g': 'quantitative',\n"," 'polyunsaturated-fat_100g': 'quantitative',\n"," 'omega-3-fat_100g': 'quantitative',\n"," 'alpha-linolenic-acid_100g': 'quantitative',\n"," 'eicosapentaenoic-acid_100g': 'quantitative',\n"," 'docosahexaenoic-acid_100g': 'quantitative',\n"," 'omega-6-fat_100g': 'quantitative',\n"," 'linoleic-acid_100g': 'quantitative',\n"," 'arachidonic-acid_100g': 'quantitative',\n"," 'gamma-linolenic-acid_100g': 'quantitative',\n"," 'dihomo-gamma-linolenic-acid_100g': 'quantitative',\n"," 'omega-9-fat_100g': 'quantitative',\n"," 'oleic-acid_100g': 'quantitative',\n"," 'elaidic-acid_100g': 'quantitative',\n"," 'gondoic-acid_100g': 'quantitative',\n"," 'mead-acid_100g': 'quantitative',\n"," 'erucic-acid_100g': 'quantitative',\n"," 'nervonic-acid_100g': 'quantitative',\n"," 'trans-fat_100g': 'quantitative',\n"," 'cholesterol_100g': 'quantitative',\n"," 'carbohydrates_100g': 'quantitative',\n"," 'sugars_100g': 'quantitative',\n"," 'sucrose_100g': 'quantitative',\n"," 'glucose_100g': 'quantitative',\n"," 'fructose_100g': 'quantitative',\n"," 'lactose_100g': 'quantitative',\n"," 'maltose_100g': 'quantitative',\n"," 'maltodextrins_100g': 'quantitative',\n"," 'starch_100g': 'quantitative',\n"," 'polyols_100g': 'quantitative',\n"," 'fiber_100g': 'quantitative',\n"," 'proteins_100g': 'quantitative',\n"," 'casein_100g': 'quantitative',\n"," 'serum-proteins_100g': 'quantitative',\n"," 'nucleotides_100g': 'quantitative',\n"," 'salt_100g': 'quantitative',\n"," 'sodium_100g': 'quantitative',\n"," 'alcohol_100g': 'quantitative',\n"," 'vitamin-a_100g': 'quantitative',\n"," 'beta-carotene_100g': 'quantitative',\n"," 'vitamin-d_100g': 'quantitative',\n"," 'vitamin-e_100g': 'quantitative',\n"," 'vitamin-k_100g': 'quantitative',\n"," 'vitamin-c_100g': 'quantitative',\n"," 'vitamin-b1_100g': 'quantitative',\n"," 'vitamin-b2_100g': 'quantitative',\n"," 'vitamin-pp_100g': 'quantitative',\n"," 'vitamin-b6_100g': 'quantitative',\n"," 'vitamin-b9_100g': 'quantitative',\n"," 'folates_100g': 'quantitative',\n"," 'vitamin-b12_100g': 'quantitative',\n"," 'biotin_100g': 'quantitative',\n"," 'pantothenic-acid_100g': 'quantitative',\n"," 'silica_100g': 'quantitative',\n"," 'bicarbonate_100g': 'quantitative',\n"," 'potassium_100g': 'quantitative',\n"," 'chloride_100g': 'quantitative',\n"," 'calcium_100g': 'quantitative',\n"," 'phosphorus_100g': 'quantitative',\n"," 'iron_100g': 'quantitative',\n"," 'magnesium_100g': 'quantitative',\n"," 'zinc_100g': 'quantitative',\n"," 'copper_100g': 'quantitative',\n"," 'manganese_100g': 'quantitative',\n"," 'fluoride_100g': 'quantitative',\n"," 'selenium_100g': 'quantitative',\n"," 'chromium_100g': 'quantitative',\n"," 'molybdenum_100g': 'quantitative',\n"," 'iodine_100g': 'quantitative',\n"," 'caffeine_100g': 'quantitative',\n"," 'taurine_100g': 'quantitative',\n"," 'ph_100g': 'quantitative',\n"," 'fruits-vegetables-nuts_100g': 'quantitative',\n"," 'collagen-meat-protein-ratio_100g': 'quantitative',\n"," 'cocoa_100g': 'quantitative',\n"," 'chlorophyl_100g': 'quantitative',\n"," 'carbon-footprint_100g': 'quantitative',\n"," 'nutrition-score-fr_100g': 'quantitative',\n"," 'nutrition-score-uk_100g': 'quantitative',\n"," 'glycemic-index_100g': 'quantitative',\n"," 'water-hardness_100g': 'quantitative',\n"," 'countries_tags_en': 'categorical'}"]},"metadata":{},"execution_count":21}],"source":["features_by_type"]},{"cell_type":"markdown","metadata":{"id":"5A-6T8aV6Q1m"},"source":["### Identify missing values per features"]},{"cell_type":"code","execution_count":22,"metadata":{"id":"cf0c8910-8bf2-4e28-a919-efacd17a0a2a","executionInfo":{"status":"ok","timestamp":1739993777414,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import numpy as np"]},{"cell_type":"code","execution_count":23,"metadata":{"id":"UrycwLqMIXjU","executionInfo":{"status":"ok","timestamp":1739993780047,"user_tz":-60,"elapsed":2631,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["column_nb_of_nans = df.isna().sum()"]},{"cell_type":"code","execution_count":24,"metadata":{"id":"7WzlVaI6TATP","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993780058,"user_tz":-60,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6b24034e-83af-4d3c-a798-516e906deeae"},"outputs":[{"output_type":"stream","name":"stdout","text":["Taux de remplissage :\n","code 0.9999283\n","url 0.9999283\n","creator 0.9999938\n","created_t 0.9999906\n","created_datetime 0.9999719\n"," ... \n","nutrition-score-fr_100g 0.6896175\n","nutrition-score-uk_100g 0.6896175\n","glycemic-index_100g 0.0000000\n","water-hardness_100g 0.0000000\n","countries_tags_en 1.0000000\n","Length: 163, dtype: float64\n"]}],"source":["print(\"Taux de remplissage :\")\n","print(1 - (column_nb_of_nans/len(df)))"]},{"cell_type":"markdown","metadata":{"id":"Nvp8M9LEPkk_"},"source":["#### > 50% NaN values, categorical feature (we will chose one target here)"]},{"cell_type":"code","execution_count":25,"metadata":{"id":"uAzi7Jg6Ioeu","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993780108,"user_tz":-60,"elapsed":49,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"90c42881-aa56-4973-be30-b12996e1a819"},"outputs":[{"output_type":"stream","name":"stdout","text":["Percentage of missing values for each variable that contains minimum 1 nan:\n","generic_name\n","quantity\n","packaging\n","packaging_tags\n","categories\n","categories_tags\n","categories_fr\n","origins\n","origins_tags\n","manufacturing_places\n","manufacturing_places_tags\n","labels\n","labels_tags\n","labels_fr\n","emb_codes\n","emb_codes_tags\n","first_packaging_code_geo\n","cities\n","cities_tags\n","purchase_places\n","stores\n","allergens\n","allergens_fr\n","traces\n","traces_tags\n","traces_fr\n","no_nutriments\n","additives_tags\n","additives_fr\n","ingredients_from_palm_oil\n","ingredients_from_palm_oil_tags\n","ingredients_that_may_be_from_palm_oil\n","ingredients_that_may_be_from_palm_oil_tags\n","nutrition_grade_uk\n","pnns_groups_1\n","pnns_groups_2\n","main_category\n","main_category_fr\n","image_url\n","image_small_url\n","energy-from-fat_100g\n","butyric-acid_100g\n","caproic-acid_100g\n","caprylic-acid_100g\n","capric-acid_100g\n","lauric-acid_100g\n","myristic-acid_100g\n","palmitic-acid_100g\n","stearic-acid_100g\n","arachidic-acid_100g\n","behenic-acid_100g\n","lignoceric-acid_100g\n","cerotic-acid_100g\n","montanic-acid_100g\n","melissic-acid_100g\n","monounsaturated-fat_100g\n","polyunsaturated-fat_100g\n","omega-3-fat_100g\n","alpha-linolenic-acid_100g\n","eicosapentaenoic-acid_100g\n","docosahexaenoic-acid_100g\n","omega-6-fat_100g\n","linoleic-acid_100g\n","arachidonic-acid_100g\n","gamma-linolenic-acid_100g\n","dihomo-gamma-linolenic-acid_100g\n","omega-9-fat_100g\n","oleic-acid_100g\n","elaidic-acid_100g\n","gondoic-acid_100g\n","mead-acid_100g\n","erucic-acid_100g\n","nervonic-acid_100g\n","trans-fat_100g\n","cholesterol_100g\n","sucrose_100g\n","glucose_100g\n","fructose_100g\n","lactose_100g\n","maltose_100g\n","maltodextrins_100g\n","starch_100g\n","polyols_100g\n","casein_100g\n","serum-proteins_100g\n","nucleotides_100g\n","alcohol_100g\n","vitamin-a_100g\n","beta-carotene_100g\n","vitamin-d_100g\n","vitamin-e_100g\n","vitamin-k_100g\n","vitamin-c_100g\n","vitamin-b1_100g\n","vitamin-b2_100g\n","vitamin-pp_100g\n","vitamin-b6_100g\n","vitamin-b9_100g\n","folates_100g\n","vitamin-b12_100g\n","biotin_100g\n","pantothenic-acid_100g\n","silica_100g\n","bicarbonate_100g\n","potassium_100g\n","chloride_100g\n","calcium_100g\n","phosphorus_100g\n","iron_100g\n","magnesium_100g\n","zinc_100g\n","copper_100g\n","manganese_100g\n","fluoride_100g\n","selenium_100g\n","chromium_100g\n","molybdenum_100g\n","iodine_100g\n","caffeine_100g\n","taurine_100g\n","ph_100g\n","fruits-vegetables-nuts_100g\n","collagen-meat-protein-ratio_100g\n","cocoa_100g\n","chlorophyl_100g\n","carbon-footprint_100g\n","glycemic-index_100g\n","water-hardness_100g\n"]}],"source":["# dataframe with number of nans per column only when 50% nan or more\n","where_nans_more_50_percent = np.where(column_nb_of_nans > (len(df)/2))[0]\n","columns_with_more_50_percent_nans_df = column_nb_of_nans.iloc[where_nans_more_50_percent]\n","\n","print('Percentage of missing values for each variable that contains minimum 1 nan:')\n","columns_with_more_50_percent_nans_df/len(df)\n","\n","print(\"\\n\".join(columns_with_more_50_percent_nans_df.index.tolist())) # display columns names"]},{"cell_type":"code","source":["missing_values_features_selection = ['generic_name', 'quantity', 'packaging_tags', 'categories_tags', 'origins_tags', 'manufacturing_places_tags', 'labels_tags', 'emb_codes_tags',\n"," 'first_packaging_code_geo', 'cities_tags', 'purchase_places', 'stores', 'allergens', 'traces_tags', 'additives_tags', 'pnns_groups_1', 'pnns_groups_2']"],"metadata":{"id":"7glpRsXS9X6Z","executionInfo":{"status":"ok","timestamp":1739993780111,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":26,"outputs":[]},{"cell_type":"code","source":["import missingno as msno\n","import matplotlib.pyplot as plt\n","msno.bar(df[missing_values_features_selection])\n","# Add a horizontal line at 50%\n","plt.axhline(0.5, color='red', linestyle='--', label='values count > 50%')\n","plt.legend(fontsize=16)\n","plt.title(f\"Data counts for each feature\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":905},"id":"029prI8Y9wrU","executionInfo":{"status":"ok","timestamp":1739993783739,"user_tz":-60,"elapsed":3596,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"99e14a97-1a0b-4c5f-8001-5003731ed27c"},"execution_count":27,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Data counts for each feature')"]},"metadata":{},"execution_count":27},{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 3 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAACEkAAARwCAYAAAAcipjvAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XVcFdn7B/DnXLqlQRAEMTHXbkxsce1Ye3XXr4HdnWu3YizG2q65unZgd3ehGLQYKHk/vz/4zey9lKhwL+Dzfr32pcydO57h7Dlz5plnzhEAQIwxxhhjjDHGGGOMMcYYY4wxxhhjuZxC2wVgjDHGGGOMMcYYY4wxxhhjjDHGGNMETpJgjDHGGGOMMcYYY4wxxhhjjDHG2A+BkyQYY4wxxhhjjDHGGGOMMcYYY4wx9kPgJAnGGGOMMcYYY4wxxhhjjDHGGGOM/RA4SYIxxhhjjDHGGGOMMcYYY4wxxhhjPwROkmCMMcYYY4wxxhhjjDHGGGOMMcbYD4GTJBhjjDHGGGOMMcYYY4wxxhhjjDH2Q+AkCcYYY4wxxhhjjDHGGGOMMcYYY4z9EDhJgjHGGGOMMcYYY4wxxhhjjDHGGGM/BE6SYIwxxhhjjDHGWAqzZs0id3d30tHRodKlS2u7OJnuxIkTJISg7du3f/MxLl26RFWqVCETExMSQtD169czr4CMMcYYY4wxxhjLEpwkwRhjjDHGGGNMY9asWUNCCPk/Q0NDyps3L3l7e9PChQvpw4cP33zss2fP0oQJEygqKirzCpwD3L17lyZMmECBgYGZdsxDhw7RsGHDqGrVquTv70/Tpk3LtGPnFvHx8dS6dWuKjIykefPm0fr168nV1TXT/53Xr1/ThAkTOAGDMcYYY4wxxhjLJLraLgBjjDHGGGOMsR/PpEmTyM3NjeLj4yk4OJhOnDhBvr6+NHfuXNqzZw+VLFnyq4959uxZmjhxInXt2pXy5MmT+YXOpu7evUsTJ04kLy8vyp8/f6Yc89ixY6RQKGj16tWkr6+fKcfMbZ48eULPnz+nlStXUs+ePbPs33n9+jVNnDiR8ufPnytn9GCMMcYYY4wxxjSNkyQYY4wxxhhjjGlcw4YNqVy5cvLPI0eOpGPHjlGTJk2oWbNmdO/ePTIyMtJiCX9soaGhZGRklGkJEgAoJiYmV9VpaGgoEVGOTciJiYkhfX19Uih4klHGGGOMMcYYYz8WvhNmjDHGGGOMMZYt1K5dm8aOHUvPnz+nv/76S95+8+ZN6tq1K7m7u5OhoSE5ODhQ9+7dKSIiQt5nwoQJNHToUCIicnNzk5fzkJag8Pf3p9q1a5OdnR0ZGBhQsWLFaNmyZRku2/3796lNmzZka2tLRkZGVLhwYRo9erTaPteuXaOGDRuSubk5mZqaUp06dej8+fNq+0yYMIGEECmOLy1DorpkRv78+alJkyZ0+vRpqlChAhkaGpK7uzutW7dO7XutW7cmIqJatWrJ533ixAkiIrp8+TJ5e3uTjY0NGRkZkZubG3Xv3j3dcxVCkL+/P0VHR8vHW7NmDRERJSQk0OTJk6lAgQJkYGBA+fPnp1GjRlFsbKzaMaSyHzx4kMqVK0dGRkbk5+eX7r974cIFatCgAVlYWJCxsTHVrFmTzpw5o7bP8+fPqU+fPlS4cGEyMjIia2trat26dapLjURFRdHAgQMpf/78ZGBgQM7OztS5c2cKDw9X20+pVNLUqVPJ2dmZDA0NqU6dOvT48eN0y9q1a1eqWbMmERG1bt2ahBDk5eUlf37//n1q1aoVWVlZkaGhIZUrV4727NmjdozIyEgaMmQIlShRgkxNTcnc3JwaNmxIN27ckPc5ceIElS9fnoiIunXrlqI+8ufPT127dk1RPi8vL7XynDhxgoQQtHnzZhozZgw5OTmRsbExvX//PsO/e8YYY4wxxhhjLLfgmSQYY4wxxhhjjGUbv/zyC40aNYoOHTpEv/76KxERHT58mJ4+fUrdunUjBwcHunPnDq1YsYLu3LlD58+fJyEE/fzzz/Tw4UPatGkTzZs3j2xsbIiIyNbWloiIli1bRp6entSsWTPS1dWlvXv3Up8+fUipVNL//ve/dMt08+ZNql69Ounp6VGvXr0of/789OTJE9q7dy9NnTqViIju3LlD1atXJ3Nzcxo2bBjp6emRn58feXl50cmTJ6lixYrf9Pt4/PgxtWrVinr06EFdunShP//8k7p27Uply5YlT09PqlGjBvXv358WLlxIo0aNoqJFixIRUdGiRSk0NJTq169Ptra2NGLECMqTJw8FBgbSjh070v03169fTytWrKCLFy/SqlWriIioSpUqRETUs2dPWrt2LbVq1YoGDx5MFy5coOnTp9O9e/do586dasd58OABtW/fnnr37k2//vorFS5cOM1/89ixY9SwYUMqW7YsjR8/nhQKhZzYcurUKapQoQIREV26dInOnj1L7dq1I2dnZwoMDKRly5aRl5cX3b17l4yNjYmI6OPHj1S9enW6d+8ede/enX766ScKDw+nPXv20MuXL+X/P4iIZsyYQQqFgoYMGULv3r2jmTNnUseOHenChQtplrd3797k5ORE06ZNo/79+1P58uXJ3t6eiJL+X6hatSo5OTnRiBEjyMTEhLZu3Uo+Pj70999/U4sWLYiI6OnTp7Rr1y5q3bo1ubm5UUhICPn5+VHNmjXp7t27lDdvXipatChNmjSJxo0bR7169aLq1aur1cfXmjx5Munr69OQIUMoNjaW9PX1M/y7Z4wxxhhjjDHGcg0wxhhjjDHGGGMa4u/vDyLCpUuX0tzHwsICZcqUkX/+9OlTin02bdoEIkJAQIC8bdasWSAiPHv2LMX+qR3D29sb7u7uXyxzjRo1YGZmhufPn6ttVyqV8t99fHygr6+PJ0+eyNtev34NMzMz1KhRQ942fvx4pHYrLv1eVMvu6uqa4hxDQ0NhYGCAwYMHy9u2bdsGIsLx48fVjrlz584v/q7T0qVLF5iYmKhtu379OogIPXv2VNs+ZMgQEBGOHTuWouwHDhz44r+lVCpRsGBBeHt7q/1OP336BDc3N9SrV09tW3Lnzp0DEWHdunXytnHjxoGIsGPHjlT/PQA4fvw4iAhFixZFbGys/PmCBQtARLh161a65Za+v23bNrXtderUQYkSJRATE6P2b1apUgUFCxaUt8XExCAxMVHtu8+ePYOBgQEmTZokb7t06RKICP7+/inK4Orqii5duqTYXrNmTdSsWTNFWd3d3dV+h1/zu2eMMcYYY4wxxnILXm6DMcYYY4wxxli2YmpqSh8+fJB/NjIykv8eExND4eHhVKlSJSIiunr1aoaOqXqMd+/eUXh4ONWsWZOePn1K7969S/N7YWFhFBAQQN27dycXFxe1z6RlMxITE+nQoUPk4+ND7u7u8ueOjo7UoUMHOn36tLyswdcqVqyYPHsAUdLMGIULF6anT59+8bt58uQhIqJ//vmH4uPjv+nfV7V//34iIho0aJDa9sGDBxMR0b59+9S2u7m5kbe39xePe/36dXr06BF16NCBIiIiKDw8nMLDwyk6Oprq1KlDAQEBpFQqiUi9HuPj4ykiIoI8PDwoT548av8v/P3331SqVCl51gZVyZc76datG+nr68s/S7/vjPyOk4uMjKRjx45RmzZt6MOHD/K5REREkLe3Nz169IhevXpFREQGBgakUCSFZRITEykiIoJMTU2pcOHCGf7/+mt16dJF7Xf4Nb97xhhjjDHGGGMst+DlNhhjjDHGGGOMZSsfP34kOzs7+efIyEiaOHEibd68mUJDQ9X2TS/BQdWZM2do/PjxdO7cOfr06VOKY1hYWKT6PelBefHixdM8dlhYGH369CnV5SSKFi1KSqWSgoKCyNPTM0NlVZU8MYOIyNLSkt6+ffvF79asWZNatmxJEydOpHnz5pGXlxf5+PhQhw4dyMDA4KvL8vz5c1IoFOTh4aG23cHBgfLkyUPPnz9X2+7m5pah4z569IiIkh7gp+Xdu3dkaWlJnz9/punTp5O/vz+9evWKAKjtI3ny5Am1bNkyQ/9+8t+xpaUlEVGGfsfJPX78mADQ2LFjaezYsanuExoaSk5OTqRUKmnBggW0dOlSevbsGSUmJsr7WFtbf/W/nRHJ6+RrfveMMcYYY4wxxlhuwUkSjDHGGGOMMcayjZcvX9K7d+/UHsS3adOGzp49S0OHDqXSpUuTqakpKZVKatCgQYbecn/y5AnVqVOHihQpQnPnzqV8+fKRvr4+7d+/n+bNm6fRN+WTz2IgUX1ArkpHRyfV7arJAen9W9u3b6fz58/T3r176eDBg9S9e3eaM2cOnT9/nkxNTTNe8GTHzQjVGQvSI/3+Z82aRaVLl051H6ms/fr1I39/f/L19aXKlSuThYUFCSGoXbt231yP3/M7Tk4qw5AhQ9KcRUP6f3vatGk0duxY6t69O02ePJmsrKxIoVCQr69vhs8lvf+fUjuv5HXyNb97xhhjjDHGGGMst+AkCcYYY4wxxhhj2cb69euJiOQHzG/fvqWjR4/SxIkTady4cfJ+0hvwqtJ6YLx3716KjY2lPXv2qM0acPz48S+WR1o+4/bt22nuY2trS8bGxvTgwYMUn92/f58UCgXly5ePiP6bpSAqKkpeDoOIUszC8DW+lLRQqVIlqlSpEk2dOpU2btxIHTt2pM2bN1PPnj2/6t9xdXUlpVJJjx49oqJFi8rbQ0JCKCoqilxdXb+p/AUKFCAiInNzc6pbt266+27fvp26dOlCc+bMkbfFxMRQVFRUimOmV2dZRfr/RU9PL0PnUqtWLVq9erXa9qioKLKxsZF/Tq9+LS0tU5w7UdL/T6pLv6Tla373jDHGGGOMMcZYbqHQdgEYY4wxxhhjjDEiomPHjtHkyZPJzc2NOnbsSET/veWf/K3++fPnp/i+iYkJEVGKh8apHePdu3fk7+//xTLZ2tpSjRo16M8//6QXL16ofSYdT0dHh+rXr0+7d++mwMBA+fOQkBDauHEjVatWjczNzYnov4fSAQEB8n7R0dG0du3aL5YlLWmd99u3b1P83qTZAmJjY7/632nUqBERpfzdz507l4iIGjdu/NXHJCIqW7YsFShQgGbPnk0fP35M8XlYWJj8dx0dnRTntGjRohQzcbRs2ZJu3LhBO3fuTHG8b5khIqPs7OzIy8uL/Pz86M2bNyk+/9K5bNu2jV69eqW2La36JUr6/+n8+fMUFxcnb/vnn38oKCgoQ+X9mt89Y4wxxhhjjDGWW/BMEowxxhhjjDHGNO7ff/+l+/fvU0JCAoWEhNCxY8fo8OHD5OrqSnv27CFDQ0MiSnrDvUaNGjRz5kyKj48nJycnOnToED179izFMcuWLUtERKNHj6Z27dqRnp4eNW3alOrXr0/6+vrUtGlT6t27N338+JFWrlxJdnZ2qT7ITm7hwoVUrVo1+umnn6hXr17k5uZGgYGBtG/fPrp+/ToREU2ZMoUOHz5M1apVoz59+pCuri75+flRbGwszZw5Uz5W/fr1ycXFhXr06EFDhw4lHR0d+vPPP8nW1jZFEkZGlS5dmnR0dOiPP/6gd+/ekYGBAdWuXZs2btxIS5cupRYtWlCBAgXow4cPtHLlSjI3N5cTHr5GqVKlqEuXLrRixQqKioqimjVr0sWLF2nt2rXk4+NDtWrV+qbyKxQKWrVqFTVs2JA8PT2pW7du5OTkRK9evaLjx4+Tubk57d27l4iImjRpQuvXrycLCwsqVqwYnTt3jo4cOULW1tZqxxw6dCht376dWrduTd27d6eyZctSZGQk7dmzh5YvX06lSpX6prJmxJIlS6hatWpUokQJ+vXXX8nd3Z1CQkLo3Llz9PLlS7px44Z8LpMmTaJu3bpRlSpV6NatW7Rhw4YUM0AUKFCA8uTJQ8uXLyczMzMyMTGhihUrkpubG/Xs2ZO2b99ODRo0oDZt2tCTJ0/or7/+kpNxvuRrfveMMcYYY4wxxlhuwUkSjDHGGGOMMcY0Tlo6Q19fn6ysrKhEiRI0f/586tatG5mZmantu3HjRurXrx8tWbKEAFD9+vXp33//pbx586rtV758eZo8eTItX76cDhw4QEqlkp49e0aFCxem7du305gxY2jIkCHk4OBAv//+O9na2lL37t2/WNZSpUrR+fPnaezYsbRs2TKKiYkhV1dXatOmjbyPp6cnnTp1ikaOHEnTp08npVJJFStWpL/++osqVqwo76enp0c7d+6kPn360NixY8nBwYF8fX3J0tKSunXr9k2/SwcHB1q+fDlNnz6devToQYmJiXT8+HE5iWHz5s0UEhJCFhYWVKFCBdqwYQO5ubl907+1atUqcnd3pzVr1tDOnTvJwcGBRo4cSePHj/+m40m8vLzo3LlzNHnyZFq8eDF9/PiRHBwcqGLFitS7d295vwULFpCOjg5t2LCBYmJiqGrVqnTkyBF5eRaJqakpnTp1isaPH087d+6ktWvXkp2dHdWpU4ecnZ2/q6xfUqxYMbp8+TJNnDiR1qxZQxEREWRnZ0dlypRRWzJm1KhRFB0dTRs3bqQtW7bQTz/9RPv27aMRI0aoHU9PT4/Wrl1LI0eOpN9++40SEhLI39+f3NzcyNvbm+bMmUNz584lX19fKleuHP3zzz80ePDgDJc3o797xhhjjDHGGGMstxDIynkmGWOMMcYYY4wxxhhjjDHGGGOMMcayCYW2C8AYY4wxxhhjjDHGGGOMMcYYY4wxpgmcJMEYY4wxxhhjjDHGGGOMMcYYY4yxHwInSTDGGGOMMcYYY4wxxhhjjDHGGGPsh8BJEowxxhhjjDHGGGOMMcYYY4wxxhj7IXCSBGOMMcYYY4wxxhhjjDHGGGOMMcZ+CJwkwRhjjDHGGGOMMcYYY4wxxhhjjLEfAidJMMYYY4wxxhhjjDHGGGOMMcYYY+yHwEkSjDHGGGOMMcYYY4wxxhhjjDHGGPshcJIEY4wxxhhjjDHGGGOMMcYYY4wxxn4InCTBGGOMMcYYY4wxxhhjjDHGGGOMsR8CJ0kwxhhjjDHGGGOMMcYYY4wxxhhj7IfASRKMMcYYY4wxxhhjjDHGGGOM5XBKpVLbRWCMsRyBkyQYY4wxxhhjjDHGGGOMMcYYy+EUCvXHfpw0wRhjqRMAoO1CMMbY93j58iW9evWKPn/+TFZWVlSwYEEyMjIiIiIAJITQcgkZY4wxxhhjjDHGGGOMsaxx8eJFevToEd2/f5+KFStGbm5uVKlSJW0XizHGsi1dbReAMca+x5w5c2jVqlX04MEDeVvdunWpUaNG5OvrywkSjDHGGGOMMcYYY4wxxnKtSZMm0fz58ykqKkreZmhoSJ06daLRo0eTk5MT6erq8guFjDGmgmeSYIzlWMOHD6dZs2aRi4sLtWjRgmJiYuj06dN07949UiqV1KVLF5oxYwbZ29tru6iMMcYYY4wxxhhjjDHGWKYaN24cTZkyhcqVK0fdu3enDx8+0O3bt2nDhg2kVCrJy8uLfv/9d2rcuDEZGxtzogRjjP0/TpJgjOVIq1evpl9//ZXq1atHc+bMoeLFixMR0ZUrV2jr1q00e/ZsAkBNmjShmTNnUpEiRbRcYsYYY4wxxhhjjDHGGGMscxw6dIh8fHyoXLlytHz5cipWrBgREcXHx9PJkyepS5cu9ObNG/L09KR+/fpRx44dycTERMulZoyx7EGh7QIwxtjXSkhIoP3795OBgQGNGzeOihcvTomJiUREVLZsWfrtt9+oW7duJISgf/75h4YMGUKvXr0iIiLOC2OMMcYYY4wxxhhjjDGW0929e5diYmKof//+VKxYMTlGrqOjQ3Xr1qX9+/dT5cqV6c6dO7RgwQLasWMHxcXFabnUjDGWPXCSBGMsxwkLC6OTJ0+Sk5MTlSxZMsUUYW5ublS3bl15+/79+2nMmDFERDyVGGOMMcYYY4wxxhhjjLEcS6lUEhFRQEAAERHFxsYS0X+xb4VCQQCoVKlStGLFCqpWrRrdu3ePli1bRrdv31Y7BmOM/ag4SYIxluPExcVRfHw8BQcH071790gIQQpFUncmzRRRuXJlsrW1pe7du5NCoaC1a9fS0qVLtVlsxhhjjDHGGGOMMcYYY+y7SLHwMmXKEBHR8+fP1bYTJSVMACBPT09avHgxeXh40Pnz52nWrFkp9mWMsR8R94Is1+OMyNzHxcWFqlSpQp8+faL169fT69ev5c+kKcUePnxIYWFh1KZNG1q9ejUpFAo6evQoxcfHa6vYjDHGWKbjcQ5jjDHGGGOMMfZj8vDwICKiKVOm0OnTp1N8LiVKlCxZktasWUM6Ojq0ZcsW2rhxo6aLyhhj2Q4nSbBc6+jRowSAMyJzqerVqxMR0fbt2+mvv/6iJ0+eEBGRrq4uvX//nkaNGkVubm5UtmxZqlu3LhUrVowOHTpET58+1WaxGcuxAMgztRDxg1nGtO3KlSs8zskluD9lLPuQ2qPqmIflXFyPjGUf3B5zPh6z5lwcz8k9UqvH9u3bU8uWLSkmJoZmzZpFDx48SPE9IQQplUqqUqUKjR07loiI7ty5o5lCM8ZYNsZRVZYrDRgwgDp27Eh79uzRdlFYFhBC0IABA6hFixYUEhJCM2bMoFatWtHUqVOpT58+VLFiRbp58yb99ttvZG5uTk5OTlS9enWKi4ujT58+abv4PyRphg+Wcwkh6MOHD/LP/GA2ZwoKCqIzZ87QmjVr6M6dOxQVFaXtIrFv0K9fP+rWrRudOXNG20Vh38jX11dtilMOVOZc3K/mLtIaztKf/FAvZwkODqYbN25QQEAAhYaGyvd+XI85C/eruQMAevnyJQUFBVFcXJzcr7KchcesuQPHc3KPjx8/yn9XKBTyjMlt2rQhNzc3OnLkCC1ZsiTVlwSlei9VqhQREZ0/f55iYmJ4nKRBPMbJPfhZR+6hq+0CMJbZBg0aRIsWLaKWLVtSiRIltF0clgUSExPJxMSE1q5dS+bm5nTs2DG6ceMG3bhxg4iIPD09acqUKfT777+Trm5SN6evr0/x8fE8+NCwf/75h5o0aUI6OjqUmJhIOjo62i4S+wbr16+nw4cP04EDByhv3rzk4uJCvXr1otKlS5OzszMB4KBXDrB48WL6888/6fr160REZG9vT61ataLBgwdT/vz5tVo2lnGDBg2iJUuWUIsWLcjFxUXbxWHfYMiQIbRw4UIiIjIzM6PffvtNDjpzwDJn4X419zh//jzdvHmTzpw5Q0WLFqVq1apRtWrV5OmJeZyT/c2bN4/Wrl1LN2/eJCIiR0dHKlu2LA0aNIi8vLy0WziWYdyv5g7r1q2jffv20e7du8nAwIDc3NyoX79+1LhxY3JwcNB28VgG8Zg1d+B4Tu7w999/04kTJ2j37t1UsmRJKlOmDE2cOJH09PSIiKh58+Z048YNmjdvHq1bt44UCgX973//o4IFCxJRUuJaYmIi6erqUrly5UgIQQ4ODmRoaKjN0/qh8Bgnd+BnHbkQGMtFfH19IYRA27Ztcf/+fW0Xh32HESNG4K+//krz84SEBADA58+fceLECUycOBHDhw/HlClT8PjxY8TExKjtX6NGDRQuXBhRUVFZWm72n2HDhkEIgQEDBsjbpHpjOYdUj4aGhnBxcYGDgwOEELC0tESDBg1w/vx5AIBSqdRySVl6hg4dCiEErK2t8euvv8Lb2xsODg4wNzfHsmXLAHAd5gTSOKddu3Y8zsmhlEolChQoACGE/N/y5cvlzxMTE7VYOvY1uF/NPaZPnw5bW1u1dlm8eHH4+/tru2gsg6Txar58+dC5c2fUqFEDLi4ucn0uWLAAr1+/1nYx2Rdwv5o7jBw5EkII6Ovrw8HBAfb29hBCIG/evJg+fTo+fvyo7SKyDOAxa+7A8ZzcYfTo0dDR0ZHbop6eHoQQ6N+/v9p+nz59Qt++fWFoaAgzMzN07NgRFy9eBKDeZidNmgQhBGbNmgWA618TeIyTO/CzjtyJkyRYrjFgwAAIIdCmTRu1BwfcUeU848ePhxACOjo62LlzZ5r7pXdTpvrZ/PnzoVAo0Lt3b3z+/Dkzi8rSsHDhQrWb6aFDh8qfcZvMOWbOnAkhBBo0aICLFy/iw4cPeP36NXr37o18+fJBCAEbGxscOnQIAA/os6sJEyZACIFGjRrh8uXLAICPHz9izpw5EEKgbt263C5zAClBIiPjHG6L2ZNUV82aNUOZMmUwaNAgDjrnUNyv5h5SwLJQoUJYvnw5Vq1aBR8fHxgaGsLb2xsfPnzQdhHZF6xduxZCCDRt2hQ3b94EAERHR+P06dPo1q2b3M8OGjQIDx480HJpWVq4X80dxowZAyEEatWqhYCAAISFhSEoKAjNmzeX+9pnz55pu5jsC3jMmjtwPCd3GD58OIQQqFatGg4dOoSLFy9i0aJFsLOzQ4ECBeQ+NT4+HkDSGGjIkCFwdHSUE9TWrVuHW7du4fPnz5g1axYcHR3h4eGBFy9eaPHMfhw8xskd+FlH7sVJEixXGDFiBIQQ+OWXX3D79u0UnwcGBuLAgQNYt24dHj16hJCQEAA8AMyONmzYACEEFAqF/PZBeokSXzJ//nzY2dkhX758ePLkSeYVlKXpxIkT8hsH/fr148FDDnXnzh24ubnB2dkZ169fB/DfTVdUVBQmTZokv3Wpo6ODgwcPAuB+NbtZv349TExMULt2bdy6dQvAf/X4+vVr2NjYoGrVqtosIssAKTDSqVOnVMc5r169wvnz57F//36EhoYiOjpaC6VkGTVz5kwYGBjgwYMHmDFjBgedcxjuV3OPadOmQQiBZs2ayQ/XAeDmzZsoXLgwhBAp+lwe52QfUl107twZ+vr68puSye8zRo8eLfezAwYMQGBgoMbLytLH/WrusH37drkepb5TqseIiAiUKFECQgiMHz8eAPenOQGPWXMujufkDlIiaP369eXrI5BUhy1btoShoSHu3r2b4nufP3/GihUrULduXbndGhoawsrKCkIIuLi44M6dO5o8lR8Wj3FyB37WkbtxkgTL8ebPny9PFZY8MHL9+nVMnDgRdnZ28kN3FxcXNG/eHBcuXADAA8Ds5ObNm6hRowaEENi4cSP69u37TYkSSqUSd+7cQatWraCrqwsXF5dUHyqxzBcREYHOnTtDV1cXw4YNAwD4+/vz4CEHOnDgAIQQ8PX1BfBffUl95tu3b1G1alW5bvPkyYNz585prbwspbt378LT0xOWlpY4c+aMvF2qywcPHsDAwABdunTBnj17MHDgQCxZskR+UMTXx+xh9uzZ8hsg0lsHUh3eunULs2bNQt68eWFkZAQhBIoUKQJfX1++7mVj27dvhxACx44dA/DfmyVCCHmqTQC4ffs2Hj16pK1islRwv5p77Nq1C7a2tqhUqRJu3LgBIKkepbrs1KkTDA0NERISgk+fPql9lx8IZQ+JiYl4//49HB0dYWZmhjdv3qjVjerfp06dKvez06ZN00ZxWRq4X80dQkND0bRpU+jp6eHEiRNqn0kPg6TYXZ8+fbRRRPYNeMyac3E8J2dTKpX4/PkzWrZsCT09PQQEBMjbpbqcOHEi8ufPjytXruDOnTt4+PCh2jUxISEBYWFhmD17Nho3bgx3d3fUrVsXgwcP5hl9NITHOLkDP+vI/ThJguV479+/R+nSpSGEQJkyZfD27VsASRle3t7eEELA0dERtWvXRvHixeWsSXd3dzlRgmlffHw8Jk+eDCEEOnfujLi4OABAz549vylRYvPmzXB1dUXbtm15BgkN+vjxI0qXLo38+fPj2rVr8vY1a9bw4CGHkAbh0rRv7dq1kwNbEqne5s6dC0NDQ1SpUgVCCDRu3BivXr3SeJlZ6oKCglCoUCHMmDFD3ibVXVhYGNq1awchBDw8PKCvry+vceng4ICjR49qq9gsmWvXrqFIkSLy287v378HkDTOadiwIXR0dGBubo5y5crJ66/r6uqqvcXHspfg4GAoFAqMGjUKQFK7lMZAQgisW7cOFy5cgIeHB7p06YKIiAgtl5hJuF/NHcLDw1G/fn0IIdQe5kl1+fLlS+TPnx/u7u74448/UKxYMTRt2hRjx46VH7xzokT2UaVKFZibm8tLUanWjeq9hrSkoxAC//zzj8bLyVLH/WrucPbsWZibm+P3339Pc58dO3ZACIHq1asDQIp7TJb98Jg15+F4Tu7x6tUrODo6olixYvK2mJgYAElts2TJktDT00OjRo0ghICxsTG8vLxw8+bNFLHWxMREeQk5jsNqDo9xcgd+1pH7cZIEy9FU19uqUKEChBAoWbIkrl69ig4dOshT+T1+/BhAUqe2YcMGVKtWDUII1KtXD69fv9bmKTAVu3fvRqFChbBv3z61bMlevXpBCAE9PT3s2LEjw8e7f/8+oqKisqKoLBVSnb1580YtoUXaLk0TJ4TAkCFD5M+TZ7Sz7OHAgQPQ19dHpUqVUkzDJwWfhwwZAjMzM2zfvh0//fQTLC0t1TLcmfYFBQXh3bt3AP6rk4iICAwePFgOUm7YsAGXL1/G4cOH0alTJ3ltUunNWqZ9d+7cgaenpxy8unLlClq3bg0hBEaPHo3r169DqVQiLCwM06ZNQ5EiRaBQKNCrVy+8e/eO22M28/HjR7i5uaF169bytoSEBEyZMkW+TkpryM6bN097BWWp4n41d5gzZ4780Ef1rbywsDD8+uuvEELA2dkZRYsWRbFixWBqaiqvJcxj1+ylZcuW8oMgadaP5G9SSv73v//Jsy7xOtzZB/erOd/Nmzfh7e2d7ost58+fV0uS4IcI2R+PWXMujufkfM+ePZNf9Ny1a5e8PTw8HP3794cQAoUKFUKTJk1Qv359ODk5yS+QSss6SC8gJiYmynXKdatZPMbJHfhZR+7GSRIsx5MSJT5+/CgnSlhaWqY5SI+NjcXmzZtha2sLGxsbeW02lj2orhErDeaA9BMlkt9cx8bGZm0hWQppDbaTv2WX1uBByoYGkgb8TPOS19W9e/dgb28PIQR69+6NyMhItX3evn2LwoULo0GDBgD+W9e7W7duGi03Sym9QbhSqcTy5cshhEDt2rURHR2t9vnbt2/RokULCCGwYMGCLx6Pac7t27flRAlpxoj58+en2C86OhozZ86EQqGAq6srJ4NqSVrtRhqztG7dGg4ODoiIiFAbt3Tp0kVeG7hNmzbydn7bMvvifjVnUiqVqdbVkCFDIISAl5cXrly5go8fP+L9+/c4fPiw3PeOHTtWS6VmqqR2dPbsWdjZ2cHe3h4rV66U+8vUEiWePn2KihUrwszMDJcuXdJ8oVmGcL+aMz1//jzdz589ewZDQ0PUrVtX3qZ6f5m8nplm8Jg1d+J4Tu4gLUNdpkwZLFiwAHv27EG9evUghECtWrXw4sULJCYmIj4+HtevX4ebm5v8Gc96lj3xGCfn4WcduZ+CGMtBAKj9rFQqSVdXl+Lj48nExISOHTtGZcqUoaioKBo0aBD5+vqm+J6+vj61bduWChUqRBEREXT16lVNngL7f0hK0pL/rlQqiYjI1dWViJLqVk9PjxITE4mIyM/Pj3799VdKSEigtm3b0s6dO4mIKCEhgXR0dIiI6NChQ6RUKklfX1/Tp/PDunTpEr148YKEEERE8p8ShUL9MtO5c2das2YNERHNmTOHhg4dSkREBgYGREQ0bdo06tu3Lz169CiLS86SS15XRYoUoXnz5hER0YoVK6hv3760du1aunnzJu3du5fq1q1LL168oPbt2xMRUY8ePcjCwoLevHmToq9mmnHjxg2KiYlJ0Q5VCSGoYcOGNGjQIDp69CgZGxvL/S8RUZ48eahKlSpERHI7TO94LHOpXg9Vr5NERJ6enrRlyxYqXLgwBQUF0bBhw2jAgAHyvtKfxsbG1L9/fypUqBC9ePGCLl++rPkTYSSEkMcwqqQxS8mSJSkkJITevXsnj1sOHz5MZ8+eJaKkcdC2bdvIz8+PiIh0dXXV2irTvLR+/9yv5kxCCDI2Nlbb9uTJE1qzZg3Vrl2bjh49Sj/99BOZmJiQqakp1a1bl2bMmEE6Ojp09erVVNs3yzqpxQGkdlSgQAFq0KABhYaGkr+/Px05coQSExNJCCF/T+p7XVxcqGTJkvTx40cKCAjQ7EmwVOsxNdyvZm/J6zEhIYGIktoXUdr1GhsbS7GxsfTx40ciIoqLi5PvQbds2UKLFi2i169fZ1WxWRp4zJqzpdWvcjwn50mt3bRq1YqaNm1K169fJ19fX2revDkdOXKEypQpQ3v27KF8+fKRQqEgIQSVKlWKNm7cSFZWVnT9+nW6f/++Fs6CfQmPcbK31GJy/Kwj9+MkCZajAKCQkBD69OkTxcTEyJ2Snp4excXFkYmJCQUEBFDjxo2pXLly8vdUO7O4uDgiIrKyspK/yzRPCEEfPnwgoqSBoEKhUBsUSHWro6OTZqLE9u3bSVdXl4iIxo8fTz///DONGzdOw2fy41qwYAE1adKEypYtS2/evMnw95IPHkaOHElERFOmTKExY8bQmTNnUgStWda5cuUKbdq0iQYMGEA7d+6khw8fyp+1b99eDnZs2rSJevToQdWrV6fmzZtTUFAQjRw5kn7++WciIjIxMSEzMzOKioqi6OhovrHWsD59+lDHjh3pxo0b6e6nVCrJxcWFZs+eTURJQU2pv42PjyciImtrayJKujljmqV6bYyPj1cbvyiVSvL09KTt27dTo0aNqFq1amrfk/6Mi4sjAwMDsrS0VPuMacbo0aPlm2LVMYxE6hsLFixIREQXLlwgIqJ///2X/ve//9Hjx49pzpw5NH/+fCIi+v333+W/J78ZZ1nrw4cP9OjRIwoMDKS3b9+q/f5Vx6zcr+ZMqY1TypYtSxs2bKAjR46QQqGQ26/Uj3p4eBBRUsAyMjKSxzoapFQqKSgoiF6/fk3v379Xa492dnbUr18/Klq0KJ07d47mzJlDx44dkxMlpPYaHx9POjo65OXlRUTcp2pDWvEc6TMJ96vZW/L2KMVkJKm1LaVSKfep8fHxlJiYKD9wX7t2LfXu3ZtWrVqV4lgs6/CYNXcQQlBYWBh9+vSJPn36pBZb5XhOzrFz506aMmVKithqzZo1afHixbRmzRoaNWoUbd26lVq2bEkVKlQgU1NT+Zqoo6NDAMjZ2ZkMDQ0pKiqKwsPDtXEqPzQpaTA9PMbJ3tKLyaXXL/KzjhxOA7NVMJYpVq5ciaZNm8LIyAjOzs4oWbIk/Pz81JbLkKaxUV2mQZXqdDilS5dG/vz58ezZsywtN0vp77//Rp8+fZA/f354e3tj/PjxCAsLA/Dlqf4A9aU3du3ahcmTJ0MIgTx58uD+/fsaOYcf3bBhw+T175YuXYqPHz9+9TH8/f3l6aiqVasGIQSsra1x+/btLCgxS80ff/yBvHnzyvWgr6+PFi1a4OrVq2r77d+/H+3atUOhQoXg7u6Odu3aYe/evWr1/vnzZ1hYWKhNtck0Y+DAgRBCoGnTpmpLFn0N1eujj48PTE1Ncfr0aQA8tZ+mrFu3Dh07doSDgwN++ukn1KtXDwcOHFBbM126FoaGhqZ6DKke4+LiUKhQIRQtWlS+vrKsJ60Nq6uri8mTJ8vbU1tz+/HjxzA1NcWsWbNw8eJFFCpUKMVScarrPb99+5bbogYtWLAAlStXlsebDg4OGDZsGI4cOSLv86X64H41e7h27Rp2796NlStXYsOGDYiIiMDnz58BqLfN5NOmqn4mTR1+9+5d6OrqokWLFhooOZOsW7cOLVu2hL6+PqytreHq6or169cjJCREbb+jR4/C0dERQgjUqFEDGzdulOMDqtPd/vrrrxBC4PDhwxo9jx9dRuI5X5oanPtV7ctoe0xNUFAQjIyMUK1aNXmbv78/HB0dYWlpyWuvaxCPWXOHTZs2oWvXrrC0tETBggVRtmxZBAQEpIiJczwne5s0aRLMzMwghMDGjRtTXTZM8ubNG5iYmKBfv35q26W2m5CQgAIFCsDT0xNv377N8rKzJKtWrZL//q1LDvEYR/syEpP7Ul3ws46ciZMkWI4gPZA1NTVF6dKlUbx4cfmB3k8//YRNmzbJ+6pejFQ7LtWLzYQJEyCEQPv27fH+/XvNnAQDAIwePRo6OjryBUMKPvft21cteJUa1Ru2Pn36QAgBQ0ND+YJz586drC4+AzBz5kwIIdC8eXNcvnz5m44h1eX69euhp6cHIQSsrKy4DjVIWnPb3d0dU6dOxe+//w5PT08YGBjIAQ/VfjMmJgbv3r1LMwA2ZswYCCHkmwMexGuGr68vhBBo27btNyeJqdaz1L4bN26MyMjIzCom+4Lhw4fL45p8+fLB2dkZQgiYmJigRYsWOHDggLyvan2lNc6R2mO3bt2+KYmNfZsyZcrI4xohBKZMmSJ/ljzo/OrVK+TNmxdOTk7w8PBIEWxOTEyEUqnE7NmzcfPmTU2dAgMwdOhQCCFgZ2eH2rVro2LFivKY1dLSEsuWLfviMbhfzR6mTJkCBwcHtfuOn376Cf369cPr168BfN1DWenh+ooVKwDwWEcTRowYIa95b2dnBxcXF7ktzp8/HwkJCWr3/0eOHIG7u7s8xu3fv7/aQ4Jly5bB0tISZcuWzdBDXZY5viaek1ab5H5V+zLSHtPrU1+8eAE9PT3Uq1cPALB69Wo4OjrCwsICt27d0tRpMPCYNTcYNWqUPLYxNDSEjY0NhBCwtbXFrl27AKjHxzmekz1J18cqVarg6NGjX9z/8ePHMDMzw08//ZRqe5MSljp16sRxAA0ZOXIkhBDytQ34+kQJHuNo37fG5FTxs46ci5MkWLY3d+5cCCHQqFEjXLt2DUBSZzRt2jT55lqhUGDBggXyd5J3Vqo/r1ixAtbW1nBxccHTp081cg4siXRTXaNGDRw8eBC3b9/G7Nmz4erqCnd3dwQHB3/xGNKbXwBQoUIFvuBo2L179+Dm5oaSJUuqBTKkG6jUAiPpvZk3ceJEuQ7v3r2bhSVnqubMmSMnuqi+sbNx40YIIVC1alXExcVBqVTKdZtePS5fvhy2trYoWbIkXr16pZmTYHKCRJs2bdQSJFJ7AyitIIfqdqkenZyc8Pjx48wvMEuVdBPcoEEDXLx4EZ8+fcLbt2/Rr18/WFlZQaFQwM3NDevXr5e/k7w+Vet8xYoVsLS0hLu7O8+WpSFSfTRp0gQFChTA2LFjoVAovhh0HjBggBzcnD9/fpr7Mc1ZuXIlhBBo1qyZ2tsea9euRevWreX6mjRpkvxZ8vbI/Wr2MHr0aAgh4OnpibFjx2Ly5MkoUaIELCwsIIRAsWLFvjj2VG2Lixcvhp6eHipXrow3b95kdfEZ/ntgU7t2bQQEBCAiIgLh4eFo27YthBCwsbGRxz+q49SzZ8+iadOmyJMnD4QQyJcvH6pWrYpKlSrJCVB836E5mRHP4X5V+76mPaYmMTERd+/ehRAC5cuXx/Lly2FjY8MJEhrGY9bcQUqQqFmzJg4fPoynT5/iypUrqFevHoQQcHJyQlBQEICMzdbL8Rzt8Pf3h46ODpo1a6aW8JDaA1hpW0hICCpVqgRDQ0MMHDgQV65ckfeZN28ebGxskC9fPn7eoSHLli2TxzFCCDRp0kT+LKOJEjzG0b7Mjsnxs46ch5MkWLb29OlTlChRAra2tvKFX3XaqVWrVsHV1TXVwXryziomJgZDhw6FjY0NHBwceJobDVu/fj2EEPD29lb73UdGRqJly5YQQqSok/SCzlJ2LF9wNGv79u0QQqi97QMAz549w549e9CuXTv4+Phg3LhxcvZ6WsaOHctJLlpw+/ZteHh4IG/evPKyGlK/Gh8fj9KlS+OXX34BgBSzuyS/WQsODsaQIUNgYWEBe3t7rkcNkt50/uWXX1LtA1++fImAgAAcPHgQgYGBac4+kJCQgHfv3smD/7x58/L1UYNu3boFd3d3tfaY/OZKV1cXCoUCVlZWWLdunfxZagGvUaNGwc7Ojtujhkl1MW/ePBgZGeHo0aOYPXt2qkFn1bZ44sQJ1KtXL8XbeEx7WrZsCXNzc/m+Q5quWKlU4tmzZ/KDdyEEJkyYIH9Ptd64X9W+PXv2wMDAADVr1lTrC1+9eoXVq1fLb9A6ODjg7NmzANJve/Pnz4eDgwNsbW15aT8N+fvvv2FsbIzatWvLdahaRzVq1IAQAhMnTgQAtcReICmOsHHjRlSqVAlWVlYQQsDDwwM+Pj54+PChZk/mB5ZZ8RzuV7XrW9pjap49ewZ9fX3Y2trCzc0N5ubmnCChYTxmzfk2bdoEQ0NDeHt7p7jfe/v2LcqWLQshBNasWQMg/RkhOJ6jPXFxcWjatCmsra1x8eLFFJ+Hhobizp07CAoKQnR0tNpn0pLTBgYGKFiwIFq0aIEqVarIY1u+PmrGmTNn4OnpCSEExo8fLy9l3LhxY3mfjCRK8BhHuzI7JsfPOnImTpJg2drZs2ehq6uLjh07AvhvEK7aCXXq1EltCtWNGzeqHSMuLg6bN29GuXLlIIRApUqV8ODBA82dxA9OqVTi8+fP8tt3AQEB8nYp8Dx79mw4Ozvj+vXruH79Op4+fYqoqCgAqd94SQkSvMSG5kj1MHDgQAghcOnSJbkdnjlzBi1atJCXPlH9b+rUqSmOAQD//PMPjIyMkCdPHq5DDTtw4AB0dXUxbNgwAEn1Ig3cAwMDYWlpierVq2P06NH46aef0Lt3b2zfvl3+vlSPMTEx+Pnnn+V11vihgeZI2eoODg44cuQIgP+ui7du3cIff/wBe3t7OdhlY2ODkSNHqt18S33w5s2b5YdFNWvW5AcHGnbw4EHo6uqib9++AP5rX6r9ZcOGDeU+NW/evPj333/VjhEbGwt/f3+5HsuWLcvtUUt27twJIQSOHDmChIQETJ8+XW6Hqus9X79+XZ7qVnUWLQ42a1dYWBjMzMxQoEABfPz4EfHx8SkCH7GxsZg6darcJpM/LOB+NXuYOnUqFAoFtm7dCiDpmicFu+Li4nDlyhV5jVhHR0dcv34dgHpA7OPHj7h37x5at24NIyMjFChQgMesGhIeHg4fHx8oFAocP35c7TPp/nH69OkQQqB79+7pHismJgZPnjzB6dOnERERwUttalhmxnO4X9WOzGyPwcHBcHJykh8e8NIM2sNj1pwpODgYDRo0gJ6eHk6dOqX2mTSrq7Q0mBTvSQvHc7Tr8ePHMDAwQK9evdS2X7t2DVOmTIGjoyMMDQ3h4uKCypUr4+LFi2rj1JEjR8rLi0nx8UaNGuHRo0eaPpUf0vv37/Hrr79CoVDA19cXQFIymbTMX0YTJXiMo32ZEZOT8LOOnIuTJFi2Jk39XqNGDfmhuUQaHGzatAkGBgZo2rSp/HAgeTb65cuX0aFDB4wdO5anDtOC169fw8nJCQUKFJADItIb6sHBwShdurQ8LZU0uCtTpkyqbymEhISgRYsWcHJy4sxKLRg/fjyEEPKbQPfv34e3tzeEEOjduzdWrVqFqVOnok2bNvIAQvVtBElMTAyGDBmCe/fuafoUfnizZ8+GEAItW7bEu3fv5O1hYWHo2bMnhBBwdnaGtbW1WsBy0aJF8r5SO37z5g1Wr17N005r2NmzZ1G1alV5SnhpKsWAgAB4e3tDR0cHVlZWKF++PEqVKiWvU9q4ceMUbyncuHEDvr6+WLBgQYaWPGKZa8GCBXJ7VF1OCvjvZnrWrFnQ09ND7dq15X2Tj2VOnDiBatWqYejQoXj58qXGys/UBQUFQUdHByNHjgSQ9GDhjz/+kIPOc+bMQUBAAJycnNCmTRu1dWJ53V/te/fuHZydnWFlZZVucCo+Ph4TJkyQr487d+5U+5z7Ve1r0aIFhBA4duwYgNSDk0+ePEH16tUhhED+/Pnlaaml+46AgADUqlULenp68PHxwZMnTzR3Aj+406dPw8TERA5WpubAgQPytLhA+lNTA9zHaktmxXO4X9WezGqPSqUSgYGBcHNzg62tLc8GqmU8Zs2Z9u3bByEExowZk+Y+0iy+PXr0AJB+fXE8R3vOnz8PIQSGDh0qbzt37hzq1q0LhUIBOzs75MuXD3Z2dvJSYZs3b1ab7fXMmTP466+/MHfuXJw/fx6RkZHaOJUfVqtWreDg4IDz58/L206ePPnViRI8xtGuzIrJAfysIyfjJAmWLUk3zJcvX4aVlRUKFiwoz0CQfB/pgd+OHTvQqFEjGBgYyG8fqA4GIyMjU3R2TDOCg4Ph7OwMhUKh9kZ6WFgY+vXrByEEChUqhGbNmqFWrVooVKiQ/Ja09HaBal3evn1bDmQyzZo/fz6EEHKm7IYNG1JMjQoktTdpDS4hBHbv3i1/xutWaldAQADs7Ozg4eGBdevWITg4GEFBQejSpQuEEPDy8sKhQ4fw5MkTbN++Hd26dZPrcceOHfJx+O0R7VEqlbh8+bKcKNG4cWMcOXJEnrFn/PjxuHHjBmJiYvD582dMnjwZbm5u0NfXx8CBA/Hp0ye1dhgdHZ3h9RJZ5tq3bx90dXVRvnx5+bom1Y3055gxY2BiYgJ/f3+ULFkSpqam8pt8qtfG4ODgFFNxMs1SKpUoUKAAWrRoIW+LiIhQCzpLga45c+ZosaQsLY0bN5bfvkvvjfOQkBB0794dQgi0bt0aUVFRatdF7le165dffoEQQn74k5bbt2+jfPnycj2qJo8CwO7du7F3715ERERkZXFZMoGBgahatSq2bNmS5j7nzp2DEALVq1eHUqnk9pZNZWY8h/tV7cjs9nj+/Hk8e/YsC0rKvgaPWXOm+/fvI3/+/Ni2bVua++zZswdCCLRp0wZA2vE3jstp1927d6Grq4u2bdsCAD5//oyOHTtCCIHp06fj8ePHePHiBY4ePSo/mLW3t091aQ6mHfHx8fLMrsB/Y5YvJUqkFkvlMY72fG9MTsJ9as7GSRIsW5HeTpeEhobKb8HWr18fT58+VbtovHv3Dp6enqhevToAYO3atRBCoFatWpwQkU1IU7r36dMHOjo6qFatGmbMmIF9+/ahXr16cn29fv0aQNJUUxcvXpQf/pUrV46zYbORp0+fwtnZGcWLF8e5c+fQrFkzFCxYUM5mVh0UhIWFyUHq4cOHA+C3DrKDsLAwtGvXDkII6OrqwtraGsbGxvJbXtK0qUBSfT18+BBt27aFEEKeCpDrUfuSJ0pI6zmrTv2uSpoG18rKiqdg1KLkbScoKAj29vYQQqBFixYpbpjfvn2LggULomHDhgAgT/Pfvn17JCYmclvMRqTxqY+PD5ydnREZGanWn/bo0QMKhQIKhQJNmjSRt6vuw7RHansrV66EkZERSpQokeKBXnL//vsvbGxsYGFhwVMUZzM7d+6EgYEBypUrJ68tm5rExET8/fffcHZ2houLi/wmmOr9JvezmiW1xbCwsHT3e/78OXR0dFC3bl15m2pdffr0KWsKyL4Kx3NypuRxOW6PuQuPWXMmKdb2pTfNL1++DCEE2rVrJ29TvcfkB3nZQ2hoKOzs7GBpaYmAgADcvn0bhoaGGDduHICUfWitWrXkJcSTJ/UyzUt+f5A8jpNWooTq2CYwMDBrC8lSxTE5lhoFMZZNDB8+nLp06UK3b98mIqLExESytbWllStXkpmZGR0+fJi6dOlCM2fOpCNHjtC6deuoZs2a9PjxY+rUqRMREf3yyy9UuHBhioqKIgDaPJ0fnlKpJCIiIQTp6elRmzZtqG7dunTmzBkaOXIkNWnShI4cOUIlSpSg3bt3k6OjIymVStLT06Py5cvTlClTyNHRkd68eUNhYWFaPpsfi2rbkepRYm1tTZUrV6Y7d+7QmDFjKDw8nNzc3MjAwIAAkI6OjryvjY0NVahQgYiIbt68qZnCszQBIKVSSTY2NjR79mwaO3YsVatWjczMzKht27ZUpEgRGjRoEOnp6VFiYiIRJbXfggULUuXKlYmI6NKlSxQbG6vN02D/TwhBP/30Ey1YsIAqV65ML168oEGDBpGvry8R/deOpTY8YsQIKleuHL19+5bu37+vrWL/8IQQcvtSKpXk7OxMK1asIDMzM9q1axc1adKENm/eTOfPn6e9e/dSnTp16OXLl9S2bVsiIurTpw/Z29tTcHCwfDymOZcuXaK7d++m+pmuri4REVWvXp1evXpFwcHBpKenR0RER44coRMnTsjtct++fTRt2jQiItLT00txrWWap1Ak3RY3atSISpYsSbdv36ZJkybRixcv0vxOgwYNqGbNmvT+/Xu6evWqporKVKQ1Zi1UqBB5enrSlStXaMuWLfTp06dUv69QKKhatWpUpkwZCgoKoh07dhDRf+2ZiPtZTZN+39bW1kSU8l5EolQqSalUUnx8PBERxcfHy9/dsGED+fn50evXrzVQYpYWABzPyYGSx+Wk+0fp76nh9pi9JW9LPGbNmRQKBSmVSrK3tyeitNuj1Pake86EhAR5nLtx40basWMHff78WQMlZqpU60u6Pv7222/07t07Wrt2LR04cIBiY2OpXr16at9LTEwkIyMjmjp1Kjk4OFBYWFia41qWde7du6cWC01+fyC1MUmNGjVoy5YtZG9vT/v376cmTZpQYmIiGRoaEhHRpEmTqHv37nTmzJmsLzxTwzE5lirt5GYwpm7IkCHydO5//fUXgKTMLil76+jRo8iTJ4+8j66uLoQQcHJywuTJk/HhwwcASZnNZcqUgYeHB6/jpCXXr1+X/548m+7hw4fYvHkzhg8fju3bt6N9+/b47bffAKTMSn/58iXy5s0LIQQOHDiQ9QVnMqVSicjISCQkJKitPSl58OABrKys5Pbo6OiIly9fqu0j1eeZM2cghED37t01Unb2n9DQUFy5cgWnT59WWw9NapdSHX38+BHHjx+Hrq4uTp8+rXYMaZ9Tp07J664xzUvvbQ+lUolLly6hc+fO2Lt3b6r7xMXFIT4+HpUqVYIQIt3pOVnWmDx5Mvr27Su3P9Xs9E+fPmHNmjUwMzODEAL6+vrQ19eXp7mdNGmS3BdHRUUhf/78qFChQqr9M8s68+bNQ758+WBhYYGHDx+mud+2bdvUlifav3+/vIzY1KlTsXTpUnka41GjRmmq+EzFl66Pt2/flu87GjVqlGKMA/z3FpC0tNiKFSs0U3iWQlpvKPv5+clj1eTLwiW3Z88eKBQKdOrUKSuKyNLx4sULnDx5Etu3b8eFCxcy9B2lUon79+9DCIEKFSogNjZW/mzNmjUwNzeHk5MTQkNDs6rYLBWpjVc5npOzpBaX+xJuj9lPWuOc5HjMmr1ltB6Tu3DhgvxGtGpMdu3atTAxMYGLiwvevn2bBSVmqUkvRn78+HE4OTlBCIEyZcrAyMgIz58/B5Dymvr69Wvky5cPQghcuHCB317XoF69esHV1TXd2enSojqjRLNmzQD8N8urnZ2dXN8s63FMjqWHkySY1vn6+kIIgYIFC0IIgUKFCqU65dC9e/fg6+uLWrVqoWLFiujRoweOHz+utv62UqlEvnz5UL9+fU2eAvt/w4YNgxBCXkMUSKqT1AZvoaGhMDMzQ8+ePdW2SwPB+Ph4eHh4wNPT84vTO7LMs27dOnTo0AEuLi4oXbo06tWrh507dyIkJERtv5MnT8qDB0tLS0ycOFFer1laegMA+vbtCyEEli1bBoCnLNaU5cuXyw/EhRBQKBRYsmSJPLVm8nY5c+ZMKBQKbNy4Ud6uOhXu77//DiEEZs2aJX+fZb2tW7ciPDwcQOrrFkoSEhLktfOSk74XGxuLQoUKoWjRohx01jBpnGNtbY0xY8bI7Sd54OPChQto2rQpypUrhwIFCqBTp07Yv3+/2o1XdHQ0rK2t1dYPZllv6NChEELAw8MDa9asSXeK0+fPn8PExASTJk3CqVOn5PGt9JA2KioKf/zxB4QQMDExkds404z0ro+q66gfP34cFhYWEELA29sb165dk8c3quOcDh06wNTUFJcuXdLK+fzI9u7di+HDh6NatWpo1qwZtm/fnuIh3KhRo+S6XrhwYYolxaT6lpJBpXWhmWYsWrRIXopB+m/EiBFpjmlUBQUFQUdHB1WrVpW3+fv7w9HREVZWVrhx40ZWFp2p8PPzw5s3bwCkn9jL8ZzsLaNxudRwe8w+vhQHUMVj1uzra+oxuRs3bkAIgZ9//lneJrVHa2trtYf2LGulFSNXtXDhwhTjIEliYqJ8XU1ISICHhwdKly4tJxayrDdw4EA5cf7Zs2ffdIxjx47B0dERQggULVpUjg3dvn07cwvL0sQxOfYlnCTBtErqpNq1a4d9+/ahfPnysLS0xP79+wH811lJD3mkAcL79+9TPd7kyZMhhMDs2bMB8IM8TVq+fLk8qLO2tsaWLVvkz1KrhxcvXsDW1hZVqlRJdR1naY2nzp078wBQQ4YPHw4hBPT09ODq6ipnKQsh0KFDB+zZs0dt/0OHDsmJEh4eHhg/frxaMsWiRYtgbm4OT09PvHr1StOn88OSbsRMTU3RuHFjNGjQQK7Hv//+O9XvrFy5EkII1K1bF48fP1Zrs8uWLYOJiQlKlCiR6tu0LGtI9di5c2f5TY/0EiUkqnWnuv/48eMhhEC3bt24T9WgmJgYVKtWDUIImJubw8DAINWbMunnT58+4dOnT3j9+nWqxxszZgyEEPDz81P7Hss6M2fOhBACPj4+KdboTk1oaChcXFzg4uIiv403b948+XOlUomIiAjMnz8fd+/ezcKSs+S+9vp4+PBhmJubQwiB8uXLY9GiRWoP4f38/GBsbIzKlSvzG7IaNm7cOBgaGqoFlfPmzYvFixcDgNqbzFJwUwiBiRMn4tGjRymOJ/Wt0vdZ1pOSz6ytrdG9e3d07NhRrqclS5Z88ftv3ryBjo6OvD6w9ADIwsICt27dyuris/83YsQICCFQs2ZN+cWG9GaU4HhO9pTRuFxauD1mD187zuExa/b0LfEcVXfu3JHjCADw559/cnvUgi/FyFOL1UgP0deuXZvieDNmzJDjOWnNosYyl3RtbNu2LR48ePBNx5ASm06fPg1LS0sIIWBlZYU7d+5kZlFZOjgmxzKCkySY1kgXmzZt2sjTFnfo0EHO0MsI1UHF0qVLYWdnhyJFimTo7ROWubZs2SJPsSgN6Ldu3Sp/rnrRUCqVePnypfzm0JAhQ9SymefNmwdra2s4Ozvj6dOnGj2PH9WsWbPktyXPnz+PuLg4REREYPTo0fJgvUyZMvKMEJKrV6/KmbAKhQKFCxdGp06dUKNGDQghYG9vzzfUGjRu3DgIIdCwYUNcvnxZ3i7ddNWtWxcJCQkpHrY/ffpUHrDXrFkTkydPxo4dO9CtWzcYGRnB2tqa61GDFi9eLLc7AwMDdO/e/asSJQD1YKafnx8sLS2RP3/+b85+Z9+uVatWsLGxwbhx42BpaQkDAwOMHj06zex1VaqfLVu2DLa2tpywpEF37tyBu7s7SpQogZs3b8rbVadoTN4mExIS1B7KqgabVeuTb6Y162uvj1L9XL16VX5woKurC3d3d3Ts2BF16tSBQqGAra3tV02BzL6f9PCgYsWK2L59Oy5evIhff/0VBgYGKFasmNpMH0BSXUrfkaa6XbJkCd6+fYuoqCjMmzcPNjY2KFy4MF68eKGls/qxTJgwAUIING7cWG3qYmn8U6JECURHR6c55lEqlXj8+DGEEKhSpQqWL18OGxsbfgCkYaoPgKR+NL1EidRwPEf7vjcux+0xe/jacY70J49Zs5dvjeeounLlCoQQaNWqFVavXs3tUUsyEiNXbWfTpk2Dnp4ehBAoUKAAxo0bh+fPn+Ply5eYMGECrKys4OTkhCdPnmjjdH44qtdG1Rc7Mzq+Sb7vpEmT5AQJjq1qHsfk2JdwkgTTirQuNrdu3YKVlRWMjY3ltdW/NCAPDAzE//73P5ibm8PR0ZGz8bTk7NmzECJp7ULpjRIzMzO1QWDyi878+fPlG7ISJUrA29tbnlLOwcGBp57SkNu3b8PDwwMODg6prrEmvUUrhIC7uzuWLl2q9nlgYCAmTJiAqlWryvu5uLigRYsWqb6tx7KGv78/TExMUKdOHbkflKaVfvbsGezt7VGrVq00v3/06FF5anHV/8qUKcMPgDQoICBAfiD322+/wc3NDUKIb0qUAICRI0fC1tYWDg4OfH3UMKme5s2bB3Nzc+zatQvTpk2DmZkZDA0N1bLX06vTkJAQDBo0CHny5IG9vT3XowZt374dQgisX79ebfvTp0+xc+dO+Pj4oGHDhhg7diw2b94sf37gwAF4eXlh0aJF8ravabcsc33v9TEwMBCjRo1Sm/bYzs4O3t7e3/xWEfs2f/75p/zgTvU+4ePHj6hWrRoUCoVawEr13mPu3LnImzcvdHV15QC0tA60s7Mz960asn79epiZmaFWrVpyHUrtMSoqCgULFkTp0qVT/a5qP/rs2TMIkbTsn4uLC8zNzfkBkAadPXsWxYsXhxACo0ePRsmSJb85UYLjOdqTWXE5bo/a9T3jnEOHDvGYNZv4nnpUbZ/Xrl2TZ9jKly8ft0ctyWiMXPVauXbtWlSvXl1OlrC1tZVntStQoABfHzVk8ODBEEKgY8eOqc58/fr1a5w4cQLHjx9PkfCQ2rVSSn6ytrbmOtQwjsmxjOIkCaZx0pT+qWXjffjwAW3atIEQAsOHD//isRITE9G/f38IIVC7dm0OVGqJUqlEUFAQ8ubNi969e+P169fo0aNHqoNAQH0t5xkzZsDa2hr6+vryILBJkyb8cF2DDh8+DD09Pfz6669q21UH6+3bt5cfDBQsWBC7d+8GgBRZlzdv3sTFixfx9u1btTW7WNa6c+cOSpYsCWtra5w7d07eLtXL9evXYWxsjD59+uDUqVOYPXs2duzYkeKNydu3b6Nz586oVasWfHx8MG/ePF4qRYOioqLQs2dPCCEwZswYvH37FitWrJCXvslookRCQgL8/PxQoEABCCFQtmzZVG/umGb8+++/EELgwIED+PTpE6ZOnQpzc3MYGhpi1KhR8n5XrlzBu3fv1L77/v17/Prrr/LbeVyPmiG1L2mMeeHCBfmzM2fOwMfHJ8VU/7q6uujfv7+83/Pnz1Mcj2leZl0f4+PjoVQqcf78eZw4cQIvX75M0V5Z1lEqlfj48SMaNWoEXV1dtTb5+fNnAMDYsWNRoEABPH78GPfv30dUVBSioqLUjnPy5EnMmjULBQsWRL58+VCmTBn06dOHZ67TkEePHqFMmTIwNTXF2bNn5e1Se7x//z7y5MmDNm3aYN++fRgwYACWLVuGixcvyvtK/Wl4eLic5GJlZaU22w/LWh8+fMBvv/0GIQQGDx6Mz58/49ChQyhWrNhXJ0pwPEd7MjMux+1Re751nKM6TlWduYXHrNqRGeNVqe4ePnwIU1NTOXGJ26PmfW2MXBrLAsCDBw+wfft2eHt7o3LlymjYsCEmT57Ms51pyOrVq+UXN6W4t+TmzZuYNm0arK2t1WIAY8aMURurqjp9+jSsrKxgaWnJD9a1iGNy7Es4SYJpVHx8PLp164YuXbqk2als3bpVvtCcPn36i8dMSEjArl27EBISktnFZV+pcuXKqFKlCgDg5cuX6N27tzwI3LZtG4CkTPUlS5bgzZs38vdOnTqFv//+G7Nnz8bFixcRGRmplfL/qFauXClPx5eQkCCvmQb8t36aNDVYrVq1oKOjgw4dOsiB5+Tr6THNO3PmDEqWLKk2y4d0Qx0SEgIfHx8IIeDh4aH2UK9+/frYs2eP2rG4LrUnIiICrVq1QpEiReSbrKioKKxcuRIuLi5flShx9+5dlC9fHgMHDuRp4LTs0aNH0NPTw+jRowEkBSKnTZsm35RNmTIFBw4cgI2NDRo0aIDY2Fi17wcGBmLjxo1q102mGaNGjYIQAseOHQOQFHT09vaGEAJ9+vTBqlWrMHfuXPj4+Mhvp/ft21ftGDxFsXZl1vWRr43a9/TpU5iYmMDT01PeJr1hGRYWhmLFisHY2BgtW7aEQqGAh4cH2rRpozZdtSQ6Ohrv379HYmLiV02by77PgwcPUKdOHcyZMweA+lTToaGhaN26tTwjnfQWpRACxYoVw6pVq9SOFRISAjs7O5iamvK0xRoWGxuL3377Dfnz55eTXeLj43H48OFvSpTgeI7mZXZcjtuj9nzPOGfnzp1qx+Ixq/ZkZjwnKChI/pzbo3Z9TYw8+TWQ7z204+DBg6hbty6EEGjdujVu3LgBICnZoX79+tDR0YGVlRUqVKiAypUrQ4ikpadbtmyZZqLE/PnzOQlUyzgmx76EkySYxkgD7ri4uFRvgFXfSG/VqhV0dHTwxx9/yNtSw4OG7EGqh19++QX29vZyQOT58+fo1asXhBAwNzfHmDFjkD9/fggh1LKjmXbt3LlTniFCaptScoRqkoS1tTWWLVsm35hJU28y7YuPj8epU6fkDHSpPw0PD8eQIUMghEClSpWwevVq3LhxA3/99Zc8wPf29pbfoFQqlWrBEQ6UaN7169flB7KSjCRKpFZvUVFRPKNLNlG4cGE0aNBA/vnly5eYNm0aLCwsoK+vD1tbWwghMHv2bC2WkiW3bNkyCCEwdOhQAMBff/0FIQQWLFigtt/z588xbdo0OVFCCnox7cus6yPTvtevX8PR0RH58uXD1atX5fvD4OBg9O3bVx7LVqpUCZ6envISYoUKFcKlS5fk4yQf2/BYR3MSExNx+/ZtREdHA/jvdx8WFoahQ4dCCIGqVati27ZtePLkCQ4ePIiePXtCR0cHxYoVw/nz5+XjAEkBT26j2hEWFpbiwXlGEiWStzfV5HymGZkdl5P25/aoHTzOyR0yqx6l6+Pt27f5oawWZUaMXPV5B49VNScxMREBAQGoXbs2hBD4+eefsWvXLrRs2RJCCEyaNAk3b95EbGwsEhMTMXfuXNjY2KjNvJSR5RuY5nFMjqWHkySYRmX0wj5r1iw5SzY8PDyLS8Uyy6pVq6BQKHD8+HEA/00xNmDAADm7UgghZ0fzQC97iIqKkoNZNWrUwPv379U+j4yMhLu7O+rXrw8gKQtWCIFffvkFANejtqX1+1cqlfIsIXXq1ElRrwEBAfJawlu2bNFEUdlXUr2pSi9RQjXLWboBZ9qRvD1KweQmTZrA3d0d79+/l7d9+vQJ3bp1g46OjvwmkER6O5ppnmqy2O3bt5E3b164u7vj2rVr6NmzJ1xcXBAdHa32BjSQtFZw27ZtIYRQm7KRaQ9fH3MPpVKJ0NBQ1KxZE0IItG3bFqtWrcLx48fRoEEDCCHg5eWFly9fIiEhAYmJiVi7di0qVqwIIYTaDGhMO9K7X1i/fr38UD15cue9e/fQpEkTCCGwePFieTsHnjUrvYC/6rb0EiVUl9x89uxZ1haYpSuz43LcHrUjrZfJeJyTs2T2eJXbY/bBMfKcRfr9K5VKnDx5Uk6UcHNzgxACc+fOVdtPMnfuXAghoKOjk+oMdky7OCbHMkJBjGUhAGp/F0KobUtL3759qXTp0vTkyRP6888/CUkJPVlZVJYJnJ2dCQAFBQUREZEQgpydnal8+fJkYWFBREQGBgZUsGBB+TtKpVIrZWVJlEolWVhY0NSpU8nFxYVOnTpFNWrUoH379lFAQADt37+f6tSpQ2/evKEOHToQEVHnzp3J1dWV7t+/TwkJCSSE0PJZ/HhiY2OJKKn+0vr9CyGodu3aNHz4cDpy5AiZmZmRUqmU21z16tWpefPmRER09+5dzRScyZJfH4lS9ocKxX/DNAsLC2rdujWNHTuW8uXLR/7+/jR48GAKDw8nfX19IiIaP348jR49mh48eKCBM2CSK1eu0IULF4iIUrRHqQ7r1q1Lz549o4cPH5KOjg4REZ0/f55OnjxJSqWSDA0N6dSpUzR27FhKSEggPT09vj5qUPI6lOqxYMGCVLVqVXr27Bl16NCB7t27Rx4eHmRsbExCCLkuiYjy589PXl5eRER07do1iouL47Grhqn+vqXrY2p1wNfHnEW6h7S1taUxY8aQi4sLbd26lX799VeqXbs2HTx4kEqWLEm7d+8mJycnIkrqe1u3bk2dOnUiXV1dunjxIsXExGj5TH4sXxMH6NChA02cOJEOHz5MJiYmpFQq5X2LFClCtWvXJiKi27dvy9tVx0hMc6Tfu2pdqtaFrq4ueXl50YIFC6ho0aJ09OhRat++PQUHB5OBgQERJY1X+/btS6dOndJs4Zkso/fvGY3LcXvUDtVxqCoe52R/WRnP4faYfXCMPGeRxqpCCKpevTqNHz+eateuTYGBgdS/f38aOHCg2v5SXQ0cOFCOAwQHB2u62IzU+9TkOCbHMoKvnCxLff78mQIDAykwMJCeP39ORF++IUtMTCRDQ0Nq2bIlERGdOnVKDlhzsDn7SO1CUb58eTI1NaWjR4/KdXXkyBGaNGkSvXv3jipVqkSxsbH0888/07Zt20gIwQN4Dbp69Spt2LCBxo0bR2vWrKGoqCj591+jRg0aPXo0ubu7040bN6h169bk5eVFTZo0oVevXtHIkSPlNkmUNJCPj4+nxMREbZ3OD2vGjBk0bNgwevfuHSkUinT7RXd3d5o+fToRESUkJJBCoSCFQiEPIM3MzIiI5IfsTHMSExMpODiYwsPDKTIykoiSBu/pDcJTS5QYPXo0ffjwgf744w+aPHkybd26Vb7hZllv/vz51Lp1a2rdujVdvXo1xefSmCd//vxE9N9N87///ku//fYbPXv2jCZMmEAzZ84kPT09WrBgAQ0bNoyIOMClKWnVoVKpJH19fVq6dCkVLVqU7t+/T2fPnqW7d+/Sw4cP1Y4RHx9PRESenp5ERGRvb0/6+vqcRKhhCQkJFBkZSR8+fKC4uDgiSvu+g6+P2d/nz58pNjZWrQ7r1q1L27ZtoxkzZlCnTp3Iz8+PvL29qVmzZmRubk6JiYmko6NDAMjIyIiaNWtGVlZW9OTJE3r8+LEWz+bHEx4eTg8ePKCHDx/S06dPiei/9qg61lEqlaRQKGjs2LFE9F97FELI7djS0pKIiPLkycP9qoadOXOGli1bRt27d6fZs2fT7du3iSj9mE5qiRJdu3alt2/f0syZM2ny5Ml05swZeWzENONrY2kcl8t+UovnpIXHOdkXx3Nyh7Vr11JoaGi6+3CMPPtL3v5UEyWqVatGY8aMoV69epG3t7faPkRJ8ZrExESKiYmhmJgYUiqV9PbtW42Wn325T+WYHMuQLJ+rgv2w1q5di+bNmyNPnjywtraGq6ur2hrOX5oC7Pr16zA1NYUQAv7+/llcWpaec+fOYfv27ZgyZQrWrVuHwMBAtc9Vp5oqWrQo6tSpAwA4fPgwChYsCCEE5s2bh9jYWPz2228QQkAIgV27dmn0PH5kM2bMQN68eeXfvTT18MOHD+V9oqOjcePGDfj4+KBSpUrw8PBAly5dcODAAbWpbz98+IC8efOiSZMm2jiVH9qIESMghICTkxPGjRuHd+/eAfi6aflU+9569erB1tYW165dy+yisnRs2rQJv/zyC5ycnODq6govLy+sW7dO/vxL18eoqCj4+fnB1dUVQgiUK1cOQgjY2tri9u3bWV189v+k9dPd3NywadOmFFOEq3r27Bn09PQwbtw4HDp0SO3aCADBwcGYNm0ahBBwcHBAaGiohs7ix/alOpSmYTx+/Djc3d0hhECePHkwe/Zsedpp1fXU+/fvDyEE/Pz8APCUqZq0bt06tGvXDu7u7ihSpAiaNm2K1atXIzo6Wt7nS/XB18fsYdeuXRg6dCiqVq2KOnXqYNeuXWlO8x4aGgqFQoGxY8cC+K8OpT/Dw8Ph5OSEEiVKIDIyUjMnwLBw4UJUqFABenp6MDU1haWlJYYMGYLjx4/LdZPWNPES1fbYrFkzWFhY4NSpU1labqZu6tSpsLa2Vrt/rFWrFo4dOwbgy31qfHw8Dhw4IE8HX6hQIQghYGNjw+NVDVq1ahVu3rwJ4NvGJRyXyx7Siuc8evQIQMbqlsc52sfxnNzB19dXvpf/UuyGY+TZ099//43Hjx+n+bnqMmNp7SfVfUxMDAoXLozChQvj1atXmV9Ylqav6VM5JsfSw0kSLEsMHz5cvsi7uLjA0dFR/nnatGkZPs7EiRMhhECXLl0QHx/PwWYtmDx5Muzs7OT1mYQQsLOzw9ixY3Hx4kV5P2mNUenB3+LFi+Hh4aG2bhcABAYGomPHjtDV1cX9+/c1fj4/osGDB8sPgcaPH49x48bBysoKQghMmDAhxf7x8fH4/PkzgoODUz3e2LFj1dYF5napGVFRUahevbocXLSwsMCYMWO+6sZa9QZu5syZEEKgZcuWePv2bVYVmyUzcuRIuS+1tLSEgYGB/PPy5cszfJy4uDisXr0aNjY2EELAysoKd+7cycKSM1XSGs3NmzfH1atX1T5LrS1+/vwZBQsWRIECBVC0aFG1mzHJy5cvMXfuXL42asjX1GF8fDwOHjwoP+DJly8fZsyYoRYwWbRoEczNzVGsWDG8fPlSI+fAkkjBET09PRQsWFDtvuOXX37Bvn371AJdqeHrY/Ywbtw4+bqoq6srX99WrVoFIOWD9UePHsHIyAjt27eXt6nuI91L9urVC58+fdLMSfzghg0bJo9xatWqhWrVqsntsWjRopgwYYJcR2klSqi2xzlz5kAIgcaNG6eZLMMy35AhQyCEQLFixbBo0SIsWrRITsr9/fffv+pYx44dkx/u8nhVs6T2WK9ePXl8+S337hyX066vjeekhsc52sfxnNxBSpBo06ZNutczKZGeY+TZj9Sn/vrrr3j+/DmAjLU/1X1U2+L48eMhhEC3bt3w4cOHzC8wS9XX9qkck2Pp4SQJlunGjRsHIQTq16+PEydOIDY2Frdu3ZK3CyGwb9++DB1r//79cqDsypUrWVxyltyYMWMghEDx4sUxffp0TJgwAXXq1IEQAvr6+ihfvjx27Nih9p158+bJF6jULjgA8OrVK7x580ZDZ/Fjk+rDx8cHt27dkrcfPHgQQgiULVsWCQkJiIuLA6D+Rqw0oFDdtmzZMtja2qJ48eL8EEgLevToAUNDQwwdOhT29vawtLTEmDFjEBUVBSD9gb1qIHr58uWwsbGBk5NTutnTLHONHj0aQgh4eXnh4MGDCA8Px4EDB9CrVy8IIWBtbY2zZ8+mewzV9iglJFpZWeHu3btZXXz2/27fvo0CBQqgWLFiuHHjRorPU2uHnz59wv/+9z95HKQaGFFtm196s5Zljm+pw/j4eNy5c0d+SGRiYoLChQujc+fOqFGjBoQQsLe354c/GjZ79mwIIeDt7Y0zZ84ASAo2zp8/X25vlStXxpIlS+RgVvL65etj9iA9zKtQoQK2bduGy5cvy2/X5cuXDxERESm+8+jRI/kN5zFjxiA2Nlb+bP78+bCysoKrqyuePn2qyVP5Yfn7+8vJZ6r3HXv37kX9+vVhbGwMIQS6du0qj2eSX/dUg87SfYejo6P8tjTLeosWLZLrUXXGh7Nnz8LMzAwuLi6Ijo5O9b5RolqvUoI9j1c1y8/PT23Wgfr16+PevXsAvj5RguNy2vO18ZzU6pbHOdkHx3NyNtUEiQcPHmToOxwjz16WLFkiXxfNzc3Rq1evFLNlf4lqW/Tz80OePHn4fkNLMtqnJiYmIi4ujmNyLE2cJMEy1Y4dO2BiYoJatWqlCBJHRUWhTZs20NHRUeuIvsTb2xtCCLVlAVjWO3jwIAwNDeHl5ZViOsz58+ejYsWK8ltCGzZskD+7ePEiSpUqBSEE5syZI2//0hRkLPPdv38fhQsXVpt+Lz4+Xg5oVa9eHS1btgSAFNmuyesrMjIS/fr1g6WlJRwcHPghkIZJ9TFr1ixYWlpi3759mDBhAiwtLWFlZZXmjbXq4C42NhZKpRIDBw6ElZUV8ubNy1PdatCWLVtgYGCAevXqpfi937lzB9WqVYOhoSE2bdqUoeNJSWz8Rp7m7dixA0II/Pnnn2rbnz59iu3bt6NBgwaoX78+Bg4ciK1bt8rtMCAgAOXLl8eSJUvk7/C1UTu+pg63bNmi1pd+/PgRo0aNkpNGpekdW7ZsyQ/xNOz+/fsoVKgQ7OzsUp1mWHpgK4SAp6cnFi9enGqb4+uj9v35558QQqBhw4ZqD4EAoG7dujAyMlJLzlWtxwULFqg9BPTx8YGXl5c8+x3XpWbExcWhbdu2MDAwkBOWVMekd+7cwYgRI+S3n3/55Rf5nkS1PmNiYuTEQktLSzg7O3MdaohSqURgYCDKlCkDCwsL+WF4QkKCXFc+Pj7ytOHJZ/ZILagsvSjD41XNOnv2LEqUKAEhBIYOHYoqVap8d6IEx+U0L7PiOTzO0T6O5+R8AwcOlBMkVN8yT+uBqtROL126xDHybCIgIECeGbJHjx4oVKgQDA0N0atXL3lGiYyQ6m7EiBGwtbXlGLkWfGufyjE5lhZOkmCZJioqCq1atYKOjg6OHz8ub1ftjKSb5KZNm6q9eZAaaaBx9OhRzsbTgj/++ANCCGzZsgVAUj1K2ekAcOjQIfj4+MjZl9J+QFJQevv27fLPfMHRjiNHjshTDEukdvXixQvY2NigYsWKGDFiBIoXL47ffvsNGzZskPeR6i0iIkK+IahatSpPO6VFAQEB8lqF0dHRGD9+PKytrWFlZYXRo0fL04qdO3dObq9SPfr5+cHCwkKux4xmvrPvFxoaiiZNmsDAwEBtPW3VvrF3794QQqB79+5fPN7JkychhICZmRm/kadB0nhG6g+lh0AAcObMGfj4+MDQ0FDtrT1ra2v06NFDbo+qa1TytVHzvrUOe/bsqTZuleru1q1buHbtGiIjIxEdHa3Zk2E4duwYFAoFfvnlF3mbUqlUa1s9e/aU67J48eLYu3dviuPw9VF7lEolYmJi0LhxYxgYGKgt5Se1qZEjR6JAgQK4desW7t27hzdv3qg9DAoPD8f06dPV2q2trS3q16/PD/M0KCIiAm5ubihQoIBa8oNqLODly5eYPn06rK2tIYTA4MGDU8zwsm7dOjg7O8szb3Edata5c+egp6eHtm3bytuk+nz58iUcHR1RqFAh9OvXD/b29mjRogWmT5+e6swgFy9ehEKhQJ48efjhgQZFR0ejf//+EEJg2LBh+PDhA/bs2SPPhPW1iRIcl9Oe743nSH/yOCf74HhOziTNINGiRYsUD9Ojo6Nx48YNTJ8+HWPHjsXs2bPx5MkTtX3WrFnDMXIte/funTxD3dixY/Hu3TssWrQIbm5uX5UokZiYiPXr18vLO5YvX55j5FqU0T71zJkz8oyDqrO2cFtkEk6SYJnm7NmzEEKgb9++KT6TOh1pkO/t7c0dUTamVCrRpUsXCCFw7NgxAEh1iuKzZ8/i559/hhAChQsXxtGjR1Mci+tZe9avXw8hBDp06KD2BlBwcDB69OgBIQRcXFxgaWkpB5UdHBwwatSoFNnQd+/exd9//43g4GBtnAr7f3fv3oWRkRFGjBgBIClYqToInDJlCnbu3AlLS0sUL15cLTj94cMHNGvWDJMnT+ap/DRMuvYNHz48xWdSH7l27VoIIdCuXbsMHXPWrFmpLhPAso7UloYOHQohBHbv3g0AePz4MRo0aAAhBHx9ffHnn3/C398fDRo0QJ48eeT1KdOblpppxvfUYY8ePeRrI9df9rBp0yYIIdC+fXsAqS8ZJiVoV65cWd5X+oyvj9lDYGAg9PT0UKRIEbkOpT8jIyNRvHhxmJqaolmzZjA0NETevHnRtWvXFPcdR48exbJlyzBx4kScPn0aYWFhGj+XH1lISAjy5csHhUKh9sJEcq9evcL48eNhZmYGJyenFDNoRUdH4/fff8f8+fMREhKSxaVmye3btw9CCNSoUUPtvi8kJERO6HVxcYGrqyt0dHSgUCgghEDnzp1TfQlm1apVnNCrYR8/fsTAgQPh6emJkydPAkh6A/17EiWYdmRWPIfHOdkHx3NynpMnT8LMzEyO56i+PHjx4kX06dNHXk5MNVl36dKlai9ISDhGrh0hISFo3749ypQpIy9x++HDByxevPirEyVevnyJWrVqoX///rwMtZZ9TZ9arFgxJCYmprkEJ/uxcZIE+26qnUqjRo0wf/78NPe9ePEihBCoVasW4uLiuEPKxgYMGJDqIBBQr/Pjx4+jVq1aUCgU6N69O96+fcv1qkUxMTHy3w8dOiSvm75jxw48e/YMQUFB6NSpE4QQqFmzJk6fPo2goCAcO3YMrVu3hrGxMfLmzYvNmzcD4AF8dlSyZEnUqFFDrmsp2GxjYwMzMzP57bxZs2bJ31F9m0R1vW6mGW/evEHdunXh7++f5j7SurJt2rRJ91i8Pp72/fXXXxBCYOTIkWo/L1iwQG2/J0+eYNKkSbCwsICVlRX+/vtvbRSXpeJb61D1DSCmfdKyKXny5JEfwkl9pDR2nTp1KlxdXbFixQr57fT169fLx+Dro/aFhoYiX758cHd3V5s1IDg4GH379oUQAkWLFkXFihVRrlw56OrqQqFQoFSpUjh8+LAWS86S69GjB3R1dTFt2jQAad9HPHr0CG3btoUQAp06dZK3q85Akfz+k2Ud1Xv3a9euwdnZGYaGhpg/fz4uXbqEJ0+eyPXl5eWFq1evIioqCteuXcPQoUPlJVRU7z34HlLzVOvx6dOnOH/+vNrnsbGx2Lt3b7qJEsnjOBzX0a7MiOdIfSmPc7IPjufkLOHh4Zg5cyacnZ3h6OiIWbNm4dOnT7hx44a8vFvlypXx22+/wdfXV07MtrKywuLFi1PMcse059y5cykSeTOSKJHatfDTp088k2Q28S19KmPJcZIEyxQZHaTdvXsXCoUCNWrUSDF1GMsepIv/7t27oa+vj0qVKslZyqoP51QHCf7+/siTJw/MzMxw+fJlzRaYycaNG4e1a9eqbevevTuEENDT04Otra2cAV2lShV8/vxZbd8bN26gbt26KaZ0ZNqj2j9Kba558+bw8PDAx48f5c8+f/6MTp06QVdXVw56Sb60tBHLGlJ9SXX49u3bdPc/ceIEhBBo3ry5vC216yNfMzUn+c2w9Lu/dOkS8uTJA1NTU1y4cAG+vr5wdXXF+/fvkZCQoFZHjx49QuPGjSGEwMCBAzVafqZOtT65DnOm5P1qbGwsatWqJb/1nHxq27dv38LNzQ21atUC8N8bmT179lQ7HtOuyMhIVKxYEUIING7cGP7+/ti/fz/q1asnP5R99eqVHPhatWoVypcvD11dXfTs2ROfPn3ia6MWpPZQdfHixRBCwNjYGBcuXACQ9rjl6NGj0NPTgxAChw4dyvoCs3Sp1uOoUaPkt2EVCoVcT5UqVUpx//j8+XP06tULQgj8/PPPmi42Sya1ZGrVNpheooRqYtKLFy+yvrAsheTjHIDjOTnRl5KOOJ6Tc0h19vbtW8yaNQv29vawt7fHmDFj5FmV58yZo1aXANCxY0c5UYKXm9Ieqf7SujaqztKSVqKE6rUxKipKA6VmyXGfyjSBkyTYN+vevXua04KnFXR8+vQp9PX15SQJ1f38/PwwdepUDnJlEy9evICbmxuEEGprkqaVKCENAnv37g2AH+Rp2vDhw+XpFpNPTTtmzBjUrl0b+fLlQ/fu3eHp6Yldu3YBSKpP1XqUpvwvXbo0IiIi+AGChoWGhuLy5csICAjA69ev1T6T2t6cOXMghMCpU6fkzwICAuDu7i6/aWJtbY0xY8YgIiICAD8I0gYpeTB5sCutvvH8+fMQQqBJkyZqU8ABwPLly7F8+fIsLjFLTUhICD5//pziLYGePXtCCIH8+fOjePHiqFKlSprHWLduHYQQaNiwodpsPyzr/fXXXzhy5Ij8s2pfyHWY8yRPyo6Li8OGDRtQsGBBCCFQqFAh7N27FydPnsS///6LMmXKwMjICGvWrIFSqURwcDDc3NxQuHBhfgsvm5Da5K1bt+Dk5KQ2VbE0Ho2MjAQAteVu5s+fDyEErK2tERgYqLXy/8jSakPSQwMnJyf5wUBaY5++fftCoVCkWHKDaUbyeI5qPS1ZsgSdOnVCqVKlMGzYMJQrVw5r1qwBkDK4vHv3bggh4OjoiKCgIL7v0LD04nKpSS1R4tatW/LnI0eOROPGjVPMRMGyXlr9Ksdzcpbk9Sj1rRzPyZmSJ0rkzZsXOjo6qb6ZrnqfKM0yMWDAAAAcI9eG5L/z1OogvUQJ1QT84cOHo2vXrpxEqAVp1SP3qSwz6RJj32Dw4MHk7+9PdevWpeDgYHJwcFD7XAiR6vcSExMpMTGRiIgSEhJIT0+PiIjWrVtHo0ePpoiICOrRowfZ29tn7QmwdAGgfPny0apVq6h58+a0detWsrGxocWLF5OOjg4lJiaSjo4OCSFIqVSSQqGgHj160NatWyksLIyIiBQKhZbP4scxcOBAWrBgAZmZmVF4eDjt37+funbtSrGxsWRgYECTJ08mpVJJcXFxdOPGDfL39yczMzMiItLR0SEiovj4eNLT05PbsouLC1lZWWntnH5ES5cupXXr1tHFixeJiMjKyopWrlxJLVq0IAByXRUvXpyIiMLDw4mI6ODBg9SvXz969uwZTZgwgUxMTGj69Om0YsUKio6OpgkTJpC5ubl2TuoHdPToUbpy5QodOXKEHB0dqXTp0tS+fXtycHCQ+8vUSPWrr69PRP/1odL1MTIyklq1akVWVlZpXmNZ5tmyZQvt27eP9u7dS05OTuTi4kJLly6l/PnzExHRtGnT6P79+3TmzBkSQpCLiwvduXOHPD095WNI/WrevHmJiMjS0pIMDAy0cTo/pAEDBtCiRYuoRYsWZGhoSFWrViUhhFwvXIc5R2r9art27cjR0ZG8vb0pPDycVq9eTbdu3aLmzZsTACIisrW1pZEjR1LLli1JCEHGxsZkZmZG8fHxpKvLt8HZgXQvUbx4cTpx4gRt3ryZnj9/ThUrVqQtW7ZQ+fLlydLSkpRKJeno6BAAEkJQp06daNGiRfT06VN68+YNubq6avtUfhjpjXOIiKZMmUIhISF09uxZatWqFf39999UtGhRtTGQ1LdaW1sTAHr+/Lk2T+mHlFo8R6FQyPf5ffr0oT59+lBiYiLdvXuXZs2aRYaGhkREcv8p1WP+/PlJT0+PihcvTs7Ozto8rR/Ol+JyqdHX16f69esTEdHEiRPp8OHDNGzYMFqwYAHt3LmTZsyYQQYGBrRs2bKsLj77f1/qVzmekzN8KQ7A8ZycSQhBAChPnjzUs2dPAkCLFy+mcuXKUb9+/YiI5PGpgYEBJSQkkK6uLtWvX59OnjxJnz9/JiKOkWvSoUOH6Nq1a3Tjxg2ytbWlsmXLUt26deV7elVS/ZqamlKXLl2IiGjOnDm0bt060tXVpVGjRtH69etp5syZpKurS9OmTdP06fywvlSP3KeyTKW19AyWY/n6+kIIgXbt2uH+/ftf9d0nT55AV1dX7W09f39/ODo6wtraGjdv3szs4rJ07NmzJ92pv+Li4jBnzhwYGRlBCIF+/frJnyXP3Lt+/TqEEGjVqlXWFpqpkdqjj48PWrdunWKq0+TTiq1YsQJCCOzevVv+XHWfPn36QAiB2bNnA+DsSk0ZOnSovK56/fr1UalSJXl6vtu3b8v7JSYm4vHjxxBCYPz48di/fz88PDwghMDcuXMBJL35PmHCBAgh4ObmhtDQUG2d1g9n0qRJ8hSoqtMU16hRAy9fvgSQdpu6fPkyhBBo1qyZvI2vj9qhOs20nZ0d7OzsIIRA0aJF8erVKwBJbXH//v0oU6YMhBAwMDDAggULUky1CQADBgyAEALLli0DwP2qJly9ehX6+vry9MTNmjXD6dOn5c+l2Vq4DrO/9PpV6U2ed+/e4cqVK+jSpQvKli2LggULolu3bjh48KDaLDAfP36Ei4sLGjRooK3T+aGld9+R/A2hiIgICCEwadIkAEixTGN4eDicnZ1RpEgRhIeHZ2Gpmar02mNQUBCA/95SL1u2rDwWvXbtWqrH69y5M8zMzHDy5EkNngX7Ujwn+TXu77//hhACCxcuBJDy/nHQoEEQQmDcuHEp3mpnWed74nJAUlvdtWsXKlSoACEEChcuDCEEbGxs1O4/Wdb62vtHjudkTxmpR+n+49GjRxzPyabSG6tKbSkyMhKLFy+WZ3NJTpptaerUqWozSTDNGDt2rPwMQ/U/FxcX7Ny5M832pDqjxIIFC+Du7g5DQ0P5Gmlra8vXRg3KaD0qlUo8fPiQ+1T23ThJgn0V6UasTZs2ajdiqa3vlNpg/MWLF9DT00O9evWQkJCANWvWwNHRERYWFmpT/LGsN3DgQAgh0L9/fzx69CjN/V6+fIlx48bB0NAQQgh07tw5xdqHADB+/Hi16cb4ZizrqbbHV69e4dGjR1AoFBBCYMOGDal+Z9WqVRBCwN7ePsXgf+nSpTA2Nkbx4sXlQCfLepMnT5aXWVANInfo0AFCCIwZMwaA+tS2np6e8PDwgKenJ4QQmDdvntoxX716hRkzZuDBgweaOAWG/xJdPD094efnh23btqFfv34oUKAAhBDo2rVrqg9fJVeuXFFLNJMSJPj6qFkjR46EEAJeXl44efIkIiIicPnyZdSoUQNCCCxZskTe9/Pnz9i9e7ec1GRsbIw5c+bIazsDwMKFC2Fubo5ixYpxv6pBoaGhyJs3LwoWLIhatWrJyYSqiRIA12F2l5F+9f3792rfiY6OlqfRTG7cuHFq10weq2pORu87JE+fPoVCoUCTJk3kbarTV0+aNAlCCPTs2TPV+xKW+TLSHj98+AAgqW/dtWuX3LeamprC399frW/18/ODqakpKlWqlGKpQJZ1viWes2vXLgghYGZmhjNnzqjts2TJEpiZmaFw4cI8BbUGfW9cTtW+ffvg6uoqJ+in9xINy1zfcv/I8Zzs51vqkeM52U9GxqpSf6qahK3ax6om/TZq1AgmJibYv39/iv1Y1pAehFetWhW7du3CxYsXsWrVKlStWhVCCFhaWmL06NG4e/duqt9XXSp36dKl8ssyfG3UrG+px2LFinGfyr4LJ0mwDJPeEGjfvr1agEPy6dMnREZG4t27d/I6XMkHAc+fP4exsTG8vLywbNkyODg48AMgLVi6dKmchWdubo5+/fqlG7B88eIFpk2bBhMTEwghUKdOHaxatQqPHj3Cu3fvMHfuXNjb28PDw4ODIxqiGhhRbY99+/aFrq4ufH19AaRsg+/evUPNmjXlTNh58+ZhxYoV6NKlC/T19WFjY5PmgJFlvsOHD8PCwgLFixfHjRs3APz3EODy5cuwsbHBggUL1L4TExOD7t27y214zpw58meqgbHUgmQsa/j5+UEIgebNm6tll0dFRWHhwoUwNTVFiRIlEBwcnOYxrl69Ch0dHfz888/4888/+fqoBYsWLYKenh4aNWqU4iZ44cKFEEJg4sSJats/ffqEixcvolGjRhBCwMjICJ6enmjfvj2qV68OIQQcHBz4plqDEhMTER8fDy8vL9SqVQubNm1CqVKl0kyUiImJwaVLl9CwYUOuw2zka/tV1aCk9Hdp9gEAWLZsGezs7ODp6Sm/0cc042vvOwDg9evXsLGxgRACvXv3Vvts3rx5sLa2Rv78+fH06dOsLDr7f98yzomNjcX58+fRuHFjuW8tWLAgOnTogNq1a0NfXx/29vapxhVY1viWeI5EqkdTU1MMHjwY06dPR+vWraGjowMbGxu+RmpQZsTlVO8TR48eLT8E4jiA5nzr/SPHc7KXr63HhIQEjudkQ98yVk1O9V5kzpw5EEKgXr16POOZhhw6dAhmZmYoUaJEillYg4ODUadOHXkc8/vvv6c6blFtcyNGjOBroxZ8TT326dNH3of7VPa9OEmCZYj0tk6lSpVSTJf5+PFjrF+/HsWLF4eLiwuKFCmCOnXq4NKlSymO8/TpU+jq6sLc3BxWVlYwNzfnB0AadurUKXkqxS5dusDNzQ3GxsZfHAS+e/cOO3bsgLW1tXzhsbCwgL29vTzlEQdHNKNXr16pvjkCABs3bpSn9kveBpVKJRITE7Fnzx5UqVIFQgjo6urK9Vm2bFkOVGrYvHnzoFAosHLlSnmbNHA7ffo0TE1NMXDgQKxbtw6DBw/Gvn378P79ewQFBaFEiRKYP3++/L3kU1Uzzbh37x5++ukn2NjY4PLlywD+a2tAUnJg3rx5IYTA9u3b0zzO1atX5YexdnZ2nCChYWfOnIG7uzsKFiwo951KpVKewWXLli0QQuCvv/7Cs2fPcPXqVXnpDcnYsWPlmzYhBPLmzYvWrVt/dYCFZY4+ffogb968eP/+Pfbt2ydP/e7j44OAgAB5P9V6HDNmDNdhNpBZ/SoAvH//Hr///jusrKw42UULvuW+Q3qYt2TJEnma1WrVqqFp06byrD729vY85a2GfEt7TP5AduTIkahWrZrct1pbW6Nx48b8NpcGfWs8R7ovuXnzJurXry/fZ0r3kZUqVfqmpR7Yt8msuJxE9SEQXx8151vHORzPyV6+5/p4//59FC9eXF7GCOB4jrZ8a4w8LUuWLIG9vT3s7e3x8OHDLCgxS82CBQugo6Mjz/ypVCrl/wDgxo0b8jIMxsbGGDJkSJrLLvC1UXu+th4HDx6M2NhYPHjwAJ6enli0aJF8LO5T2dfgJAn2RR8+fEDXrl1hYWEBNzc37Nq1S55a6vTp0/Dx8YGBgYEc8JDWYbO2tsbGjRuRmJgod2avXr2Cra2t/Dk/ANKs9+/fo2/fvvIU/vHx8Zg3bx6cnZ1hZGSUoUHgw4cPMXHiRNSpUwdubm6oWrUqBg8ezG9yaci9e/egUChSBBZVL/6tW7eGEEIeLCQfGMTGxuLx48fo3bs3mjRpAh8fHyxdujTFAz+W9dq0aQMhBDZu3Agg6c0fIGnNNB8fHwgh5AGgEAJ6enpo1aoVHj58qLb8Bg/+tEd662D58uUpPpPqpWPHjmr1nJobN27A2NhYvhnj66PmJCQkYNasWRBCYOvWrWrbgaSMdenhTr169eT2aGtri5UrV+L169fyd+Li4nD37l1cvXoVYWFhcptmmiO1u8WLF0MIIQct//77b/z0009yosTNmzdx9OhRlChRQm06Rq5D7cusfjUkJARDhgyRp+vkB3ma9b33HUFBQZgxY4baerR2dnaoX78+B5016Hvao+r49MOHD7h69SpOnjyJZ8+eyUtzsKz3vfEcSXR0NMaOHYuePXuiU6dOWLduHd68eaOt0/rhZGZcDgDu3r0LIQT09fX5LVkN+95xDsdzsodvrUfps6ioqBTbmGZlRowcSLo+PnnyBL1794a5uTm/RKgFUltbvXo1APUZBYGk2SMrVaokv7hrZmaGnTt3AlBvfxcuXIAQAgYGBnxt1IKvrUdTU1Ns27YNANRmbeE+lX0tTpJgGRISEoKBAwfCwMAABQsWxLZt23D+/Hn5bQJfX1/s3LkTjx8/xr59++Tttra2OH/+vHyc2NhYOUDNFxvN+/DhA1q2bInKlSvL000nJiZmeBCoepFRKpUIDg5GbGwsT1mkYdeuXUs1OCzVz+rVqyGEQKlSpeQbr7TWv+OBg3ZJy6Y0b95c3hYZGYnff/8dQghUrlwZCxcuxK5du/Dbb7/B2toaurq6aNOmDZ4/fw6A61Db/Pz84OrqigsXLgBIva0NGDBAbaCfmpCQEHh4eEChUPD1UQueP3+OZcuWyT9L7So8PFye1rh48eLo168flixZgnbt2snTca5atUrtOyx7uH37NoQQaksW7dixQ55RokqVKnBxcYEQQn5TgWUPmdWvAsCVK1ewc+dOhISEZElZWdq+974DSKr769evY/HixZg5cybOnz+PsLAwTZ0Cw/e3R742Zg/fE885d+6ctovP/l9mxOVU2/CePXt4Vh4tyMxxDvex2vO99Sjtn1asjmW9zBirAkmzLRUpUgRCCNSvX59nIdSCnj17QgiBzp07y9ukZxXSn40bN0adOnXQu3dvCCFQoECBVO8RV65cyddGLfmWenR3d1dbmor7VPYtOEmCZVhoaCh8fX1hYGAADw8P+YZLdbp3SWJiovx5pUqV8O7dO7mTCgsLw4sXLzRdfPb/Xrx4gSNHjqhty8ggUPUiwzdi2VtYWBgKFiwIIQRGjRqV6j7JBw08iNCOmzdvIk+ePBBCoHz58mjevDnc3d0hhEDNmjXlt4Mkc+fOhYGBAQwNDXHo0CEtlZqp+vjxI86cOZPqZ9JsH9J0faoPa5P3o/Hx8bhy5QoCAwOzrrAsXckT/mJiYuRpjevUqYM3b96o1duoUaMghICjoyNevnyp6eKyL3j16hWMjY3h6+urtv3w4cPyNVIIgf79+8uf8fgme8isflXCYxzt+db7Dqk/5japfZnVHjmpXvsyK54j4b5VO763HgGuO23Lin6V61TzMqseeayjXZkRI4+Li8POnTsxd+5ctYe1THMOHDgAExMTGBkZqS25IAkKCpKXZwAgXxt3794NgPvQ7OJ765Gxb6UgxjLI1taWRo0aRb///jsFBwfT4cOHafTo0TRgwAC1/RISEkihUNDYsWPJxsaGIiIiKDY2loQQRERkY2ND+fLl08YpMCLKly8f1alTh4iIAJBSqSSFQkH9+/enwYMHk7W1Na1atYoWLlxIjx8/JiIipVIp119sbCwpFNx1ZFdKpZJsbGxo+PDhZGhoSFeuXKHo6GgiSqpviVSfaf3MNKNEiRL077//kpubG927d4/27NlDhoaGVKhQIVq6dCkZGxuTUqmkxMREIiIaOHAgNWrUiGJjY+nIkSNaLj0jIjIxMaEqVaoQUVL7UyX1lWZmZkREpKurS0REiYmJ8mf//PMPBQUFka6uLv3000/k6uqqqaKzZHR0dNR+jo+PJ319fWrdujUdOXKEHBwcSAhBCQkJREQ0depUqlSpEgUHB9OTJ0+0UWSWBgCUN29eKl26NB0/fpw+fPgg15uenp58XSQiCg0NpbNnzxJRUptVvVYy7ciMfvXly5fyd3iMoz3fet8h9cdxcXFaKztLklntMfk1lmleZsVzJNy3asf31iMR1522ZUW/ynWqeZlVjxxf1a7MiJHr6emRj48P9e/fn+z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\n"},"metadata":{}}]},{"cell_type":"code","execution_count":28,"metadata":{"id":"Yl9KFiTfLOwU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993783781,"user_tz":-60,"elapsed":41,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3dabc16e-3eb7-4a80-bd58-cff341687062"},"outputs":[{"output_type":"stream","name":"stdout","text":["['generic_name', 'quantity', 'packaging', 'packaging_tags', 'categories', 'categories_tags', 'categories_fr', 'origins', 'origins_tags', 'manufacturing_places', 'manufacturing_places_tags', 'labels', 'labels_tags', 'labels_fr', 'emb_codes', 'emb_codes_tags', 'first_packaging_code_geo', 'cities', 'cities_tags', 'purchase_places', 'stores', 'allergens', 'allergens_fr', 'traces', 'traces_tags', 'traces_fr', 'additives_tags', 'additives_fr', 'ingredients_from_palm_oil_tags', 'ingredients_that_may_be_from_palm_oil_tags', 'pnns_groups_1', 'pnns_groups_2', 'main_category', 'main_category_fr', 'image_url', 'image_small_url']\n","['generic_name', 'quantity', 'packaging', 'packaging_tags', 'categories', 'categories_tags', 'categories_fr', 'origins', 'origins_tags', 'manufacturing_places', 'manufacturing_places_tags', 'labels', 'labels_tags', 'labels_fr', 'emb_codes', 'emb_codes_tags', 'first_packaging_code_geo', 'cities', 'cities_tags', 'purchase_places', 'stores', 'allergens', 'allergens_fr', 'traces', 'traces_tags', 'traces_fr', 'additives_tags', 'additives_fr', 'ingredients_from_palm_oil_tags', 'ingredients_that_may_be_from_palm_oil_tags', 'pnns_groups_1', 'pnns_groups_2', 'main_category', 'main_category_fr', 'image_url', 'image_small_url']\n"]}],"source":["# in columns_with_more_50_percent_nans_df, only keep categorical variables\n","categorical_features = []\n","for feature in columns_with_more_50_percent_nans_df.index:\n"," if features_by_type[feature] == 'categorical':\n"," categorical_features.append(feature)\n","print(categorical_features)\n","\n","columns_with_more_50_percent_nans_df = columns_with_more_50_percent_nans_df[\n"," np.isin(columns_with_more_50_percent_nans_df.index.to_list(), categorical_features)]\n","print(columns_with_more_50_percent_nans_df.index.tolist())"]},{"cell_type":"code","execution_count":29,"metadata":{"id":"BgI_GdyXx4ah","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739993783787,"user_tz":-60,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"34e628d5-ceff-449f-9c97-52fc6bd7277b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["generic_name 0.8354127\n","quantity 0.6732290\n","packaging 0.7538439\n","packaging_tags 0.7538407\n","categories 0.7368536\n","categories_tags 0.7369191\n","categories_fr 0.7368505\n","origins 0.9308231\n","origins_tags 0.9309385\n","manufacturing_places 0.8862089\n","manufacturing_places_tags 0.8862276\n","labels 0.8548533\n","labels_tags 0.8545883\n","labels_fr 0.8545197\n","emb_codes 0.9086392\n","emb_codes_tags 0.9086485\n","first_packaging_code_geo 0.9413820\n","cities 0.9999283\n","cities_tags 0.9366528\n","purchase_places 0.8185845\n","stores 0.8387577\n","allergens 0.9116382\n","allergens_fr 0.9999408\n","traces 0.9240800\n","traces_tags 0.9241549\n","traces_fr 0.9240831\n","additives_tags 0.5177883\n","additives_fr 0.5177883\n","ingredients_from_palm_oil_tags 0.9849270\n","ingredients_that_may_be_from_palm_oil_tags 0.9635380\n","pnns_groups_1 0.7147101\n","pnns_groups_2 0.7054263\n","main_category 0.7369908\n","main_category_fr 0.7369908\n","image_url 0.7635829\n","image_small_url 0.7635829\n","dtype: float64"],"text/html":["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>0</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>generic_name</th>\n"," <td>0.8354127</td>\n"," </tr>\n"," <tr>\n"," <th>quantity</th>\n"," <td>0.6732290</td>\n"," </tr>\n"," <tr>\n"," <th>packaging</th>\n"," <td>0.7538439</td>\n"," </tr>\n"," <tr>\n"," <th>packaging_tags</th>\n"," <td>0.7538407</td>\n"," </tr>\n"," <tr>\n"," <th>categories</th>\n"," <td>0.7368536</td>\n"," </tr>\n"," <tr>\n"," <th>categories_tags</th>\n"," <td>0.7369191</td>\n"," </tr>\n"," <tr>\n"," <th>categories_fr</th>\n"," <td>0.7368505</td>\n"," </tr>\n"," <tr>\n"," <th>origins</th>\n"," <td>0.9308231</td>\n"," </tr>\n"," <tr>\n"," <th>origins_tags</th>\n"," <td>0.9309385</td>\n"," </tr>\n"," <tr>\n"," <th>manufacturing_places</th>\n"," <td>0.8862089</td>\n"," </tr>\n"," <tr>\n"," <th>manufacturing_places_tags</th>\n"," <td>0.8862276</td>\n"," </tr>\n"," <tr>\n"," <th>labels</th>\n"," <td>0.8548533</td>\n"," </tr>\n"," <tr>\n"," <th>labels_tags</th>\n"," <td>0.8545883</td>\n"," </tr>\n"," <tr>\n"," <th>labels_fr</th>\n"," <td>0.8545197</td>\n"," </tr>\n"," <tr>\n"," <th>emb_codes</th>\n"," <td>0.9086392</td>\n"," </tr>\n"," <tr>\n"," <th>emb_codes_tags</th>\n"," <td>0.9086485</td>\n"," </tr>\n"," <tr>\n"," <th>first_packaging_code_geo</th>\n"," <td>0.9413820</td>\n"," </tr>\n"," <tr>\n"," <th>cities</th>\n"," <td>0.9999283</td>\n"," </tr>\n"," <tr>\n"," <th>cities_tags</th>\n"," <td>0.9366528</td>\n"," </tr>\n"," <tr>\n"," <th>purchase_places</th>\n"," <td>0.8185845</td>\n"," </tr>\n"," <tr>\n"," <th>stores</th>\n"," <td>0.8387577</td>\n"," </tr>\n"," <tr>\n"," <th>allergens</th>\n"," <td>0.9116382</td>\n"," </tr>\n"," <tr>\n"," <th>allergens_fr</th>\n"," <td>0.9999408</td>\n"," </tr>\n"," <tr>\n"," <th>traces</th>\n"," <td>0.9240800</td>\n"," </tr>\n"," <tr>\n"," <th>traces_tags</th>\n"," <td>0.9241549</td>\n"," </tr>\n"," <tr>\n"," <th>traces_fr</th>\n"," <td>0.9240831</td>\n"," </tr>\n"," <tr>\n"," <th>additives_tags</th>\n"," <td>0.5177883</td>\n"," </tr>\n"," <tr>\n"," <th>additives_fr</th>\n"," <td>0.5177883</td>\n"," </tr>\n"," <tr>\n"," <th>ingredients_from_palm_oil_tags</th>\n"," <td>0.9849270</td>\n"," </tr>\n"," <tr>\n"," <th>ingredients_that_may_be_from_palm_oil_tags</th>\n"," <td>0.9635380</td>\n"," </tr>\n"," <tr>\n"," <th>pnns_groups_1</th>\n"," <td>0.7147101</td>\n"," </tr>\n"," <tr>\n"," <th>pnns_groups_2</th>\n"," <td>0.7054263</td>\n"," </tr>\n"," <tr>\n"," <th>main_category</th>\n"," <td>0.7369908</td>\n"," </tr>\n"," <tr>\n"," <th>main_category_fr</th>\n"," <td>0.7369908</td>\n"," </tr>\n"," <tr>\n"," <th>image_url</th>\n"," <td>0.7635829</td>\n"," </tr>\n"," <tr>\n"," <th>image_small_url</th>\n"," <td>0.7635829</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> float64</label>"]},"metadata":{},"execution_count":29}],"source":["columns_with_more_50_percent_nans_df/len(df)"]},{"cell_type":"code","execution_count":30,"metadata":{"id":"98u9lecMnQET","executionInfo":{"status":"ok","timestamp":1739993783791,"user_tz":-60,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["studied_target = \"allergens\""]},{"cell_type":"code","execution_count":31,"metadata":{"id":"b1BrpyKGSQT8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993783803,"user_tz":-60,"elapsed":13,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"db7fa54a-42a8-4420-d504-60f570b68fa8"},"outputs":[{"output_type":"stream","name":"stdout","text":["Target is \"allergens\" : 292428 missing values (91.16%)\n"]}],"source":["print(f'''Target is \"{studied_target}\" : {columns_with_more_50_percent_nans_df['allergens']} missing values ({columns_with_more_50_percent_nans_df['allergens']/len(df):.2%})''')"]},{"cell_type":"code","execution_count":32,"metadata":{"id":"ae0lilXKf4xp","executionInfo":{"status":"ok","timestamp":1739993785082,"user_tz":-60,"elapsed":1279,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["df_target_feature_only = df.copy()"]},{"cell_type":"code","execution_count":33,"metadata":{"id":"cBTwgw9af7fQ","executionInfo":{"status":"ok","timestamp":1739993785286,"user_tz":-60,"elapsed":202,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Drop rows where studied target is NaN\n","df_target_feature_only = df_target_feature_only.dropna(subset=[studied_target])"]},{"cell_type":"code","source":["df_target_feature_only = df_target_feature_only[~df_target_feature_only[studied_target].apply(lambda x: str(x).isspace())]"],"metadata":{"id":"Vk5hUSZBd9V7","executionInfo":{"status":"ok","timestamp":1739993785642,"user_tz":-60,"elapsed":355,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":34,"outputs":[]},{"cell_type":"code","execution_count":35,"metadata":{"id":"6n0Id3gCj01s","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993785662,"user_tz":-60,"elapsed":19,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a411eeaa-8fd1-4087-cb43-63860a88883b"},"outputs":[{"output_type":"stream","name":"stdout","text":["Nombre de lignes pour \"allergens\": 28342/320772\n"]}],"source":["print(f'Nombre de lignes pour \"{studied_target}\": {len(df_target_feature_only)}/{len(df)}')"]},{"cell_type":"markdown","metadata":{"id":"lIT9gX8QPfDV"},"source":["#### < 50% NaN values other features + selection"]},{"cell_type":"code","execution_count":36,"metadata":{"id":"shdjdVJhgYOA","executionInfo":{"status":"ok","timestamp":1739993785931,"user_tz":-60,"elapsed":238,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["column_nb_of_nans_refined = df_target_feature_only.isna().sum()"]},{"cell_type":"code","execution_count":37,"metadata":{"id":"r4YEzEHJgYOB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993785952,"user_tz":-60,"elapsed":20,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"faecf743-f4a8-425f-b290-3051b4057041"},"outputs":[{"output_type":"stream","name":"stdout","text":["Taux de remplissage des autres variables :\n","code 0.9993296\n","url 0.9993296\n","creator 1.0000000\n","created_t 0.9999647\n","created_datetime 0.9997883\n"," ... \n","nutrition-score-fr_100g 0.8571731\n","nutrition-score-uk_100g 0.8571731\n","glycemic-index_100g 0.0000000\n","water-hardness_100g 0.0000000\n","countries_tags_en 1.0000000\n","Length: 163, dtype: float64\n"]}],"source":["print(f'''Taux de remplissage des autres variables :\\n{1 - (column_nb_of_nans_refined/len(df_target_feature_only))}''')"]},{"cell_type":"code","execution_count":38,"metadata":{"id":"NqROAz85PeYn","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993785975,"user_tz":-60,"elapsed":22,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"afeda1d1-0354-4a71-fe0e-c60e68e0bfa3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Percentage of missing values for each variable that contains minimum 1 nan:\n","code 0.0006704\n","url 0.0006704\n","creator 0.0000000\n","created_t 0.0000353\n","created_datetime 0.0002117\n","last_modified_t 0.0000000\n","last_modified_datetime 0.0000000\n","product_name 0.0040576\n","generic_name 0.3132101\n","quantity 0.0173947\n","packaging 0.0367299\n","packaging_tags 0.0366947\n","brands 0.0088914\n","brands_tags 0.0088914\n","categories 0.0255451\n","categories_tags 0.0262155\n","categories_fr 0.0255451\n","manufacturing_places 0.4758309\n","manufacturing_places_tags 0.4758309\n","labels 0.4413238\n","labels_tags 0.4410768\n","labels_fr 0.4404065\n","purchase_places 0.2375979\n","stores 0.3138099\n","countries 0.0008115\n","countries_tags 0.0008115\n","countries_fr 0.0008115\n","ingredients_text 0.0000000\n","allergens 0.0000000\n","serving_size 0.4781949\n","additives_n 0.0006704\n","additives 0.0006704\n","additives_tags 0.3485993\n","additives_fr 0.3485993\n","ingredients_from_palm_oil_n 0.0006704\n","ingredients_that_may_be_from_palm_oil_n 0.0006704\n","nutrition_grade_fr 0.1428269\n","pnns_groups_1 0.0381766\n","pnns_groups_2 0.0107614\n","states 0.0006704\n","states_tags 0.0006704\n","states_fr 0.0006704\n","main_category 0.0262155\n","main_category_fr 0.0262155\n","image_url 0.3042128\n","image_small_url 0.3042128\n","energy_100g 0.1078258\n","fat_100g 0.1106485\n","saturated-fat_100g 0.1272317\n","carbohydrates_100g 0.1177757\n","sugars_100g 0.1289606\n","proteins_100g 0.1104015\n","salt_100g 0.1274434\n","sodium_100g 0.1275845\n","nutrition-score-fr_100g 0.1428269\n","nutrition-score-uk_100g 0.1428269\n","countries_tags_en 0.0000000\n","dtype: float64\n"]}],"source":["# dataframe with number of nans per column only when 50% nan or more\n","where_nans_less_50_percent = np.where(column_nb_of_nans_refined < (len(df_target_feature_only)/2))[0]\n","columns_with_less_50_percent_nans_df = column_nb_of_nans_refined.iloc[where_nans_less_50_percent]\n","\n","print('Percentage of missing values for each variable that contains minimum 1 nan:')\n","print(columns_with_less_50_percent_nans_df/len(df_target_feature_only))"]},{"cell_type":"code","execution_count":39,"metadata":{"id":"wjW9Ze_afcKh","executionInfo":{"status":"ok","timestamp":1739993785999,"user_tz":-60,"elapsed":24,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["studied_features = ['categories_tags','brands_tags', 'countries_tags', 'ingredients_text','additives',\n"," 'ingredients_from_palm_oil_n', 'nutrition_grade_fr', 'energy_100g', 'fat_100g',\n"," 'saturated-fat_100g', 'carbohydrates_100g', 'sugars_100g', 'proteins_100g',\n"," 'salt_100g', 'sodium_100g']"]},{"cell_type":"markdown","metadata":{"id":"JnylP_GkT4AS"},"source":["#### Remove duplicates"]},{"cell_type":"code","execution_count":40,"metadata":{"id":"XQjqFjbNknvO","executionInfo":{"status":"ok","timestamp":1739993786180,"user_tz":-60,"elapsed":179,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from pandas_df_management import remove_duplicates"]},{"cell_type":"code","execution_count":41,"metadata":{"id":"qSNHGPDUamAI","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993799981,"user_tz":-60,"elapsed":13800,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fe878643-d758-4314-f74c-dce968a97ea3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Before : 28342\n","After : 24850\n","Removed values per feature duplicates cleaning : {'code': 21, 'product_name': 3471}\n"]}],"source":["# noter ce que la fonction fait précisément\n","features_for_duplicates = ['code','product_name']\n","df_target_feature_only_free_duplicates, removed_values_per_feature = remove_duplicates(df_target_feature_only, features_for_duplicates, studied_features)\n","\n","print(f'Before : {len(df_target_feature_only)}')\n","print(f'After : {len(df_target_feature_only_free_duplicates)}')\n","print(f'Removed values per feature duplicates cleaning : {removed_values_per_feature}')"]},{"cell_type":"markdown","metadata":{"id":"xDN7A1oclGRW"},"source":["#### Missing values per selected feature"]},{"cell_type":"code","execution_count":42,"metadata":{"id":"9q1PqVoQhrRg","colab":{"base_uri":"https://localhost:8080/","height":554},"executionInfo":{"status":"ok","timestamp":1739993799982,"user_tz":-60,"elapsed":9,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3816b87f-e80e-4b40-cbb9-2763d1234891"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["categories_tags 0.0229779\n","brands_tags 0.0051107\n","countries_tags 0.0007646\n","ingredients_text 0.0000000\n","additives 0.0000000\n","ingredients_from_palm_oil_n 0.0000000\n","nutrition_grade_fr 0.1391147\n","energy_100g 0.1048290\n","fat_100g 0.1070423\n","saturated-fat_100g 0.1232596\n","carbohydrates_100g 0.1134809\n","sugars_100g 0.1248290\n","proteins_100g 0.1078471\n","salt_100g 0.1237425\n","sodium_100g 0.1238632\n","dtype: float64"],"text/html":["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>0</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>categories_tags</th>\n"," <td>0.0229779</td>\n"," </tr>\n"," <tr>\n"," <th>brands_tags</th>\n"," <td>0.0051107</td>\n"," </tr>\n"," <tr>\n"," <th>countries_tags</th>\n"," <td>0.0007646</td>\n"," </tr>\n"," <tr>\n"," <th>ingredients_text</th>\n"," <td>0.0000000</td>\n"," </tr>\n"," <tr>\n"," <th>additives</th>\n"," <td>0.0000000</td>\n"," </tr>\n"," <tr>\n"," <th>ingredients_from_palm_oil_n</th>\n"," <td>0.0000000</td>\n"," </tr>\n"," <tr>\n"," <th>nutrition_grade_fr</th>\n"," <td>0.1391147</td>\n"," </tr>\n"," <tr>\n"," <th>energy_100g</th>\n"," <td>0.1048290</td>\n"," </tr>\n"," <tr>\n"," <th>fat_100g</th>\n"," <td>0.1070423</td>\n"," </tr>\n"," <tr>\n"," <th>saturated-fat_100g</th>\n"," <td>0.1232596</td>\n"," </tr>\n"," <tr>\n"," <th>carbohydrates_100g</th>\n"," <td>0.1134809</td>\n"," </tr>\n"," <tr>\n"," <th>sugars_100g</th>\n"," <td>0.1248290</td>\n"," </tr>\n"," <tr>\n"," <th>proteins_100g</th>\n"," <td>0.1078471</td>\n"," </tr>\n"," <tr>\n"," <th>salt_100g</th>\n"," <td>0.1237425</td>\n"," </tr>\n"," <tr>\n"," <th>sodium_100g</th>\n"," <td>0.1238632</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> float64</label>"]},"metadata":{},"execution_count":42}],"source":["df_target_feature_only_free_duplicates[studied_features].isna().sum() / len(df_target_feature_only_free_duplicates)"]},{"cell_type":"code","execution_count":43,"metadata":{"id":"arwnPaLjmX3K","colab":{"base_uri":"https://localhost:8080/","height":908},"executionInfo":{"status":"ok","timestamp":1739993800745,"user_tz":-60,"elapsed":766,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"46483b0b-d1ba-4ab5-8db1-fc5b197433fe"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Data counts for each feature')"]},"metadata":{},"execution_count":43},{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 3 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\n"},"metadata":{}}],"source":["import missingno as msno\n","import matplotlib.pyplot as plt\n","msno.bar(df_target_feature_only_free_duplicates[studied_features])\n","# Add a horizontal line at 50%\n","plt.axhline(0.5, color='red', linestyle='--', label='values count > 50%')\n","plt.legend(fontsize=16)\n","plt.title(f\"Data counts for each feature\")"]},{"cell_type":"markdown","metadata":{"id":"Rr-VwqLtiJSD"},"source":["## 2) Variables Cleaning and Missing Values Management"]},{"cell_type":"markdown","metadata":{"id":"PwcLkkyTtIKf"},"source":["### 2.0) General information"]},{"cell_type":"code","execution_count":44,"metadata":{"id":"uHRZZwHgttQP","executionInfo":{"status":"ok","timestamp":1739993800746,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["df_refined = df_target_feature_only_free_duplicates.copy()"]},{"cell_type":"code","execution_count":45,"metadata":{"id":"M3V7Grngbnai","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993803559,"user_tz":-60,"elapsed":2812,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5621641e-8cb7-4ac1-f36c-c08549cc0c37"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: pingouin in /usr/local/lib/python3.11/dist-packages (0.5.5)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (from pingouin) (3.10.0)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from pingouin) (1.26.4)\n","Requirement already satisfied: pandas>=1.5 in /usr/local/lib/python3.11/dist-packages (from pingouin) (2.2.2)\n","Requirement already satisfied: pandas-flavor in /usr/local/lib/python3.11/dist-packages (from pingouin) (0.6.0)\n","Requirement already satisfied: scikit-learn>=1.2 in /usr/local/lib/python3.11/dist-packages (from pingouin) (1.6.1)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.11/dist-packages (from pingouin) (1.13.1)\n","Requirement already satisfied: seaborn in /usr/local/lib/python3.11/dist-packages (from pingouin) (0.13.2)\n","Requirement already satisfied: statsmodels in /usr/local/lib/python3.11/dist-packages (from pingouin) (0.14.4)\n","Requirement already satisfied: tabulate in /usr/local/lib/python3.11/dist-packages (from pingouin) (0.9.0)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.5->pingouin) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.5->pingouin) (2025.1)\n","Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.5->pingouin) (2025.1)\n","Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=1.2->pingouin) (1.4.2)\n","Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=1.2->pingouin) (3.5.0)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (1.3.1)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (0.12.1)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (4.56.0)\n","Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (1.4.8)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (24.2)\n","Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (11.1.0)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->pingouin) (3.2.1)\n","Requirement already satisfied: xarray in /usr/local/lib/python3.11/dist-packages (from pandas-flavor->pingouin) (2025.1.2)\n","Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.11/dist-packages (from statsmodels->pingouin) (1.0.1)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas>=1.5->pingouin) (1.17.0)\n"]}],"source":["!pip install pingouin\n","from data_analysis_functions import plot_univariate_variable_analysis, plot_bivariate_variable_analysis"]},{"cell_type":"code","execution_count":46,"metadata":{"id":"iKmv4y5VdyCG","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993803610,"user_tz":-60,"elapsed":37,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"bfa9db51-fbf0-45ef-a4e9-34392e6b6281"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['categories_tags',\n"," 'brands_tags',\n"," 'countries_tags',\n"," 'ingredients_text',\n"," 'additives',\n"," 'ingredients_from_palm_oil_n',\n"," 'nutrition_grade_fr',\n"," 'energy_100g',\n"," 'fat_100g',\n"," 'saturated-fat_100g',\n"," 'carbohydrates_100g',\n"," 'sugars_100g',\n"," 'proteins_100g',\n"," 'salt_100g',\n"," 'sodium_100g']"]},"metadata":{},"execution_count":46}],"source":["studied_features"]},{"cell_type":"code","execution_count":47,"metadata":{"id":"uy549MijkGpw","colab":{"base_uri":"https://localhost:8080/","height":554},"executionInfo":{"status":"ok","timestamp":1739993803616,"user_tz":-60,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9faa19df-c4d0-4043-ca38-fb603e5a0d30"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["categories_tags 571\n","brands_tags 127\n","countries_tags 19\n","ingredients_text 0\n","additives 0\n","ingredients_from_palm_oil_n 0\n","nutrition_grade_fr 3457\n","energy_100g 2605\n","fat_100g 2660\n","saturated-fat_100g 3063\n","carbohydrates_100g 2820\n","sugars_100g 3102\n","proteins_100g 2680\n","salt_100g 3075\n","sodium_100g 3078\n","dtype: int64"],"text/html":["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>0</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>categories_tags</th>\n"," <td>571</td>\n"," </tr>\n"," <tr>\n"," <th>brands_tags</th>\n"," <td>127</td>\n"," </tr>\n"," <tr>\n"," <th>countries_tags</th>\n"," <td>19</td>\n"," </tr>\n"," <tr>\n"," <th>ingredients_text</th>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>additives</th>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>ingredients_from_palm_oil_n</th>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>nutrition_grade_fr</th>\n"," <td>3457</td>\n"," </tr>\n"," <tr>\n"," <th>energy_100g</th>\n"," <td>2605</td>\n"," </tr>\n"," <tr>\n"," <th>fat_100g</th>\n"," <td>2660</td>\n"," </tr>\n"," <tr>\n"," <th>saturated-fat_100g</th>\n"," <td>3063</td>\n"," </tr>\n"," <tr>\n"," <th>carbohydrates_100g</th>\n"," <td>2820</td>\n"," </tr>\n"," <tr>\n"," <th>sugars_100g</th>\n"," <td>3102</td>\n"," </tr>\n"," <tr>\n"," <th>proteins_100g</th>\n"," <td>2680</td>\n"," </tr>\n"," <tr>\n"," <th>salt_100g</th>\n"," <td>3075</td>\n"," </tr>\n"," <tr>\n"," <th>sodium_100g</th>\n"," <td>3078</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":47}],"source":["df_target_feature_only_free_duplicates[studied_features].isna().sum()"]},{"cell_type":"markdown","source":["Some new derivated features will be created (mainly from categorical features to quantitative features).\n","Each new created feature will be added in a dict following this method:\n","- Based on graph type :\n"," - added_features_graph_types if new feature is not list based\n"," - added_containing_lists if new feature is list based\n","- features_by_type will be updated with the type of variable : quantitative, categorical"],"metadata":{"id":"cOVc64WzJ8rO"}},{"cell_type":"code","execution_count":48,"metadata":{"id":"ImklSId_KDH9","executionInfo":{"status":"ok","timestamp":1739993803651,"user_tz":-60,"elapsed":34,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["added_features_graphs_types = {}"]},{"cell_type":"code","execution_count":49,"metadata":{"id":"XXSQwTMFKDH9","executionInfo":{"status":"ok","timestamp":1739993803655,"user_tz":-60,"elapsed":37,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# these ones will need to be exploded when managing analysis\n","added_containing_lists_features_graphs_types = {}"]},{"cell_type":"markdown","metadata":{"id":"1FNPq66X57yH"},"source":["### 2.1) Quantitative Variables Management"]},{"cell_type":"code","execution_count":50,"metadata":{"id":"59QUeq-QgXm1","executionInfo":{"status":"ok","timestamp":1739993803658,"user_tz":-60,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["quantitative_features = [feature for feature in studied_features if features_by_type[feature] == 'quantitative']"]},{"cell_type":"markdown","metadata":{"id":"ZyUGgzqz5l8b"},"source":["#### Initial Distribution"]},{"cell_type":"code","execution_count":51,"metadata":{"id":"WRtKAv6Hjmng","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739993806531,"user_tz":-60,"elapsed":2872,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4ae4987f-02aa-4248-a74d-b1f5a5c0a21b"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 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":{}},{"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":{}}],"source":["for variable in quantitative_features :\n"," if '100g' in variable:\n"," plot_univariate_variable_analysis(df_refined, variable, 'boxplot')\n"," else:\n"," plot_univariate_variable_analysis(df_refined, variable, 'bars')"]},{"cell_type":"markdown","metadata":{"id":"DHi-aMiL5ln0"},"source":["#### All _100g variables outliers cleaning except energy"]},{"cell_type":"code","execution_count":52,"metadata":{"id":"4UclWl575lGJ","executionInfo":{"status":"ok","timestamp":1739993806567,"user_tz":-60,"elapsed":34,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["variables_100g_and_thresholds = {'fat_100g':100, 'saturated-fat_100g':100, 'carbohydrates_100g':105, 'sugars_100g':105,\n"," 'proteins_100g':100, 'salt_100g':100, 'sodium_100g':100}"]},{"cell_type":"code","execution_count":53,"metadata":{"id":"ww5LIB-oBed7","executionInfo":{"status":"ok","timestamp":1739993814064,"user_tz":-60,"elapsed":7496,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# for each variable, check each line of the dataset : if the value for this line exceeds threshold (and is positive), then\n","\n","modified_lines_100g_nutrients = {key:0 for key in variables_100g_and_thresholds.keys()}\n","for index, row in df_refined.iterrows():\n"," for key, value in variables_100g_and_thresholds.items():\n"," if not pd.isna(row[key]) and (row[key] > value or row[key] < 0):\n"," df_refined.loc[index, key] = np.nan\n"," modified_lines_100g_nutrients[key] += 1"]},{"cell_type":"code","execution_count":54,"metadata":{"id":"7E_6fIl6B4Vt","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993814087,"user_tz":-60,"elapsed":21,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d666e561-2475-4514-8d59-b5360f33746e"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of added NaN values : 5\n","Number values modified to NaN : {'fat_100g': 0, 'saturated-fat_100g': 0, 'carbohydrates_100g': 1, 'sugars_100g': 1, 'proteins_100g': 0, 'salt_100g': 2, 'sodium_100g': 1}\n"]}],"source":["added_nan_values = 0\n","for value in modified_lines_100g_nutrients.values():\n"," added_nan_values += value\n","\n","print(f'Number of added NaN values : {added_nan_values}')\n","print(f'Number values modified to NaN : {modified_lines_100g_nutrients}')"]},{"cell_type":"markdown","metadata":{"id":"uz7pPIsi0Uvr"},"source":["#### energy_100g cleaning and estimations"]},{"cell_type":"code","execution_count":55,"metadata":{"id":"qSKTPaCaudQQ","executionInfo":{"status":"ok","timestamp":1739993814107,"user_tz":-60,"elapsed":19,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def quantity_in_g_or_ml_converter(quantity_str): # approximation : 1 ml = 1 g\n"," quantity_str = quantity_str.replace(' ','').replace('x','*').lower()\n"," if 'g' in quantity_str and 'ml' in quantity_str: # handle cases with both g and ml : always chose g\n"," if quantity_str.index('g') < quantity_str.index('ml'):\n"," quantity_str = quantity_str[:quantity_str.index('ml')]\n"," else:\n"," quantity_str = quantity_str[quantity_str.index('ml'):]\n"," if '(' in quantity_str and ')' in quantity_str:\n"," quantity_str = quantity_str[:quantity_str.find('(')] + quantity_str[quantity_str.find(')')+1:]\n"," if 'oz' in quantity_str: # oz to ml (g) conversion\n"," quantity_str = quantity_str.replace('oz','') + '*29.5735'\n"," if 'cl' in quantity_str: # cl to ml (g) conversion\n"," quantity_str = quantity_str.replace('cl','') + '*10'\n"," if 'l' in quantity_str: # L to ml (g) conversion\n"," quantity_str = quantity_str.replace('l','') + '*1000'\n"," for char in quantity_str:\n"," if char.isalpha():\n"," quantity_str = quantity_str.replace(char,'')\n","\n"," try:\n"," # Attempt to evaluate the expression\n"," return eval(quantity_str)\n"," except (SyntaxError, TypeError):\n"," # Handle cases where eval fails due to invalid syntax or TypeError\n"," # For example, if the string is empty or contains invalid characters\n"," return None # or any other suitable default value\n"]},{"cell_type":"code","execution_count":56,"metadata":{"id":"LDInq84xy3l2","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993814346,"user_tz":-60,"elapsed":238,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"052fe5ff-0f67-4a51-c3a7-cf18e6e0a470"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of modified values for 'energy' : {'estimation_with_macronutrients': 9, 'quantity conversion': 2, 'incorrect values (NaN)': 0, 'incorrect macronutrients (total > 100 g) (NaN)': 0}\n"]}],"source":["# 3 cases:\n","## 1: fat_100g, carbohydrates_100g and proteins_100g are available : estimation\n","## 2 : one of the aboves is missing : check if quantity is available and if that quantity > 100, then divide energy by this quantity, then multiply by 100.\n","### 2.1 if converted energy is still too high --> np.nan\n","### 2.2 else, assign it\n","## 3 if none of the aboves are missing : susbet.loc[index,'quantity'] = np.nan\n","\n","# values based on https://www.fao.org/4/Y5022E/y5022e04.htm\n","energy_in_kJ_per_macronutrient = {'fat_100g':38, 'carbohydrates_100g':17, 'proteins_100g':17}\n","\n","# based on food energy density : https://spark.iop.org/energy-density-foods\n","max_energy_100g = 100 * energy_in_kJ_per_macronutrient['fat_100g'] # in kJ, fat has highest energy density\n","\n","modified_lines_100g_energy = {key:0 for key in ['estimation_with_macronutrients', 'quantity conversion', 'incorrect values (NaN)', 'incorrect macronutrients (total > 100 g) (NaN)']}\n","\n","subset = df_refined[(df_refined['energy_100g'] > max_energy_100g) | (df_refined['energy_100g'].isna())]\n","\n","for index in subset.index:\n"," if not pd.isna(subset.loc[index, 'fat_100g']) and not pd.isna(subset.loc[index, 'carbohydrates_100g']) and not pd.isna(subset.loc[index, 'proteins_100g']):\n"," # Case 1: Estimation (Implementation of estimation method needed here)\n"," # print(f\"Case 1: Index {index} - All macro nutrients available, estimation needed.\")\n"," # Add your estimation logic here\n"," estimated_energy = 0\n"," for macronutrient, value in energy_in_kJ_per_macronutrient.items():\n"," estimated_energy += subset.loc[index, macronutrient] * value\n"," if not pd.isna(estimated_energy) and estimated_energy <= max_energy_100g:\n"," df_refined.loc[index, 'energy_100g'] = estimated_energy\n"," modified_lines_100g_energy['estimation_with_macronutrients'] += 1\n"," else:\n"," # print(f\"Case 4: Index {index} - Macro nutrients cumulated weight exceeds 100g : nutrients values set to NaN\")\n"," df_refined.loc[index, 'energy_100g'] = np.nan\n"," for nutrient in variables_100g_and_thresholds.keys():\n"," df_refined.loc[index, nutrient] = np.nan\n"," modified_lines_100g_energy['incorrect macronutrients (total > 100 g) (NaN)'] += 1\n","\n"," pass\n"," elif not pd.isna(subset.loc[index, 'quantity']) and not pd.isna(subset.loc[index, 'energy_100g']): # only if energy_100g exists and is outlier\n"," quantity_value = quantity_in_g_or_ml_converter(subset.loc[index, 'quantity'])\n"," new_energy_value = (subset.loc[index, 'energy_100g'] / quantity_value) * 100\n"," if quantity_value is not None and quantity_value > 100 and new_energy_value <= max_energy_100g:\n"," # Case 2: Adjust energy based on quantity\n"," df_refined.loc[index, 'energy_100g'] = new_energy_value\n"," # print(f\"Case 2: Index {index} - Quantity available and > 100, energy adjusted.\")\n"," modified_lines_100g_energy['quantity conversion'] += 1\n"," else:\n"," # Case 3: Missing relevant data\n"," df_refined.loc[index, 'energy_100g'] = np.nan\n"," # print(f\"Case 3: Index {index} - Quantity unavailable or <=100 or converted energy is still too high, setting energy_100g to NaN.\")\n"," modified_lines_100g_energy['incorrect values (NaN)'] += 1\n","\n"," else:\n"," # Case 3: Missing relevant data\n"," if not pd.isna(df_refined.loc[index, 'energy_100g']): # we prefer tagging an uncorrectable value as NaN. If it is already NaN, do nothing.\n"," df_refined.loc[index, 'energy_100g'] = np.nan\n"," # print(f\"Case 3: Index {index} - Quantity unavailable, setting quantity to NaN.\")\n"," modified_lines_100g_energy['incorrect values (NaN)'] += 1\n","\n","print(f\"Number of modified values for 'energy' : {modified_lines_100g_energy}\")"]},{"cell_type":"markdown","metadata":{"id":"bl7_JPOJ6iPx"},"source":["#### Final Distribution"]},{"cell_type":"code","execution_count":57,"metadata":{"id":"YxJE9IYJ6kJT","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739993817533,"user_tz":-60,"elapsed":3186,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"110fd8f0-d534-4fbd-fab8-766591453a4c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 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":{}},{"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":{}}],"source":["for variable in studied_features :\n"," if '100g' in variable:\n"," plot_univariate_variable_analysis(df_refined, variable, 'boxplot')"]},{"cell_type":"code","execution_count":58,"metadata":{"id":"m7AwyL-k7OIH","colab":{"base_uri":"https://localhost:8080/","height":433},"executionInfo":{"status":"ok","timestamp":1739993818159,"user_tz":-60,"elapsed":624,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1d2546ce-c0cb-46f8-820d-b7f8363de32a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plot_univariate_variable_analysis(df_refined, 'energy_100g', 'boxplot')"]},{"cell_type":"markdown","metadata":{"id":"lA706KgNohhp"},"source":["### 2.2) Categorical Variables Management"]},{"cell_type":"code","execution_count":59,"metadata":{"id":"s3UuUlZtihY5","executionInfo":{"status":"ok","timestamp":1739993818163,"user_tz":-60,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["categorical_features = [feature for feature in studied_features if features_by_type[feature] == 'categorical']"]},{"cell_type":"code","execution_count":60,"metadata":{"id":"QeRElYjMOTD6","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993818192,"user_tz":-60,"elapsed":28,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"15c13438-0e13-4080-8bfe-4e48e550a929"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['categories_tags',\n"," 'brands_tags',\n"," 'countries_tags',\n"," 'ingredients_text',\n"," 'additives',\n"," 'nutrition_grade_fr']"]},"metadata":{},"execution_count":60}],"source":["categorical_features"]},{"cell_type":"code","execution_count":61,"metadata":{"id":"8wHolbaaOhi2","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993818394,"user_tz":-60,"elapsed":201,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"966ffe61-2268-4e03-b236-bfc14591d4bd"},"outputs":[{"output_type":"stream","name":"stdout","text":["categories_tags : 8236 distinct values\n","brands_tags : 6688 distinct values\n","countries_tags : 237 distinct values\n","ingredients_text : 23863 distinct values\n","additives : 23119 distinct values\n","nutrition_grade_fr : 6 distinct values\n"]}],"source":["for feature in categorical_features:\n"," print(f'{feature} : {len(df_refined[feature].unique())} distinct values')"]},{"cell_type":"markdown","metadata":{"id":"vypZLuEuPCyH"},"source":["#### Initial Distribution"]},{"cell_type":"code","execution_count":62,"metadata":{"id":"yVTcur3iPhPk","executionInfo":{"status":"ok","timestamp":1739993818416,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["graph_type_per_feature = {'nutrition_grade_fr':'bars', 'countries':'pie_1%', 'brands_tags':'bars' }"]},{"cell_type":"code","execution_count":63,"metadata":{"id":"zMsFfMRYPxM_","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739993820222,"user_tz":-60,"elapsed":1805,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6520bfdd-3211-4215-8dd3-7f047dcbeee3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 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":{}}],"source":["import matplotlib.pyplot as plt\n","for feature, graph_type in graph_type_per_feature.items():\n"," plot_univariate_variable_analysis(df_refined, feature, graph_type)"]},{"cell_type":"code","source":[],"metadata":{"id":"M5VdeW_uOv9v","executionInfo":{"status":"ok","timestamp":1739993820224,"user_tz":-60,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":63,"outputs":[]},{"cell_type":"markdown","source":["#### Allergens"],"metadata":{"id":"vZZQdhu2OwIN"}},{"cell_type":"markdown","source":["##### English translation"],"metadata":{"id":"gcZM93XmOwIN"}},{"cell_type":"code","source":["!pip install deep-translator\n","from strings_management import translate_all_words_batch, select_key_words\n","import nltk\n","nltk.download('stopwords')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993828503,"user_tz":-60,"elapsed":8278,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8c036fe4-6469-4f14-fa45-1132b77ae1d2","id":"ZCLCTd6zOwIN"},"execution_count":64,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: deep-translator in /usr/local/lib/python3.11/dist-packages (1.11.4)\n","Requirement already satisfied: beautifulsoup4<5.0.0,>=4.9.1 in /usr/local/lib/python3.11/dist-packages (from deep-translator) (4.13.3)\n","Requirement already satisfied: requests<3.0.0,>=2.23.0 in /usr/local/lib/python3.11/dist-packages (from deep-translator) (2.32.3)\n","Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4<5.0.0,>=4.9.1->deep-translator) (2.6)\n","Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4<5.0.0,>=4.9.1->deep-translator) (4.12.2)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (3.4.1)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (3.10)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (2.3.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (2025.1.31)\n"]},{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package stopwords to /root/nltk_data...\n","[nltk_data] Unzipping corpora/stopwords.zip.\n"]},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":64}]},{"cell_type":"code","source":["ncpus = os.cpu_count()"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993828529,"user_tz":-60,"elapsed":27,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"vtX6sNnCOwIN"},"execution_count":65,"outputs":[]},{"cell_type":"code","source":["# select ingredients and allergens\n","ingredients_and_allergens = df[['ingredients_text','allergens']][df['allergens'].astype(str)!='nan'].astype(str)\n","all_allergens_raw = ingredients_and_allergens['allergens']\n","all_allergens_raw = all_allergens_raw.unique()"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993828624,"user_tz":-60,"elapsed":93,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"udWpuSc7OwIO"},"execution_count":66,"outputs":[]},{"cell_type":"code","source":["all_allergens_with_context = {}\n","for index, row in ingredients_and_allergens.iterrows():\n"," # lower the strings and clean the spaces and undesirable characters\n"," allergens = select_key_words(row['allergens'])\n"," # add allergen (if not already added) and a reference ingredients list (helps for translation)\n"," for allergen in allergens:\n"," if allergen not in all_allergens_with_context:\n"," all_allergens_with_context[allergen] = ','.join(select_key_words(row['ingredients_text']))\n"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845093,"user_tz":-60,"elapsed":16467,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"5TjmLqn8OwIO"},"execution_count":67,"outputs":[]},{"cell_type":"code","source":["# place the allergen at first position (no matter the repetition)\n","for key, value in all_allergens_with_context.items():\n"," all_allergens_with_context[key] = ':'.join([str(key),str(value)])"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845125,"user_tz":-60,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"hzkJsI7dOwIO"},"execution_count":68,"outputs":[]},{"cell_type":"code","source":["# # translate the complete list of ingredients with the allergen at first position (context helps google trad determining the correct language)\n","# # can take more than 15 minutes for 2000 words (comment it if you have already done the translation and saved the json file)\n","# translated_allergens_with_context = translate_all_words_batch(all_allergens_with_context.values(), target_language=\"en\", max_workers=ncpus, translator_lib=\"deep_translator\")\n","# translated_allergens = {key.split(':')[0] : item.split(':')[0] for key, item in translated_allergens_with_context.items()}"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845127,"user_tz":-60,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"W7Wt7HPqOwIO"},"execution_count":69,"outputs":[]},{"cell_type":"code","source":["import json\n","translated_allergens_json_file = \"translated_allergens.json\""],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845128,"user_tz":-60,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"wgtRucSzOwIO"},"execution_count":70,"outputs":[]},{"cell_type":"code","source":["# # save dictionnary\n","# with open(translated_allergens_json_file, 'w') as f:\n","# json.dump(translated_allergens, f, indent=4)"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845149,"user_tz":-60,"elapsed":20,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"5Ofh_40FOwIO"},"execution_count":71,"outputs":[]},{"cell_type":"code","source":["with open(translated_allergens_json_file, 'r') as f:\n"," translated_dict_loaded = json.load(f)"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845483,"user_tz":-60,"elapsed":332,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"zn5iQ9cAOwIO"},"execution_count":72,"outputs":[]},{"cell_type":"code","source":["def allergens_translation(ingredients_list, translation_dict, keep_duplicates=False):\n"," if ingredients_list is not None and ingredients_list != '' and ingredients_list!='nan':\n"," ingredients_list = [translation_dict[ingredient] for ingredient in select_key_words(ingredients_list, keep_duplicates=keep_duplicates)]\n"," else:\n"," ingredients_list = []\n"," return ','.join(ingredients_list)"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993845506,"user_tz":-60,"elapsed":20,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"A9I7xieFOwIO"},"execution_count":73,"outputs":[]},{"cell_type":"code","source":["df_refined[\"allergens_en\"] = df_refined['allergens'].astype(\"string\").apply(lambda x: allergens_translation(x, translated_dict_loaded))\n","features_by_type[\"allergens_en\"] = \"categorical\""],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993850460,"user_tz":-60,"elapsed":4931,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"2suL-9rkOwIP"},"execution_count":74,"outputs":[]},{"cell_type":"markdown","source":["##### Derivated features"],"metadata":{"id":"7u3dpDxqOwIP"}},{"cell_type":"code","execution_count":75,"metadata":{"executionInfo":{"status":"ok","timestamp":1739993850662,"user_tz":-60,"elapsed":201,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"iGblqMQoOwIP"},"outputs":[],"source":["# Make proper list of allergens\n","df_refined['allergens_list_en'] = df_refined['allergens_en'].apply(lambda x: x.split(','))\n","features_by_type[\"allergens_list_en\"] = \"categorical\"\n","added_containing_lists_features_graphs_types[\"allergens_list_en\"] = 'bars'"]},{"cell_type":"code","source":["# Count the amount of allergens (target feature) (returns np.nan if field is np.nan)\n","df_refined['allergens_count'] = df_refined['allergens_list_en'].apply(lambda x: len(x)).astype(\"Int64\")\n","features_by_type[\"allergens_count\"] = \"quantitative\"\n","added_features_graphs_types[\"allergens_count\"] = 'bars_10'"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993851077,"user_tz":-60,"elapsed":452,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"riLbvJNsOwIP"},"execution_count":76,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"tBMv-ptWOwIP"},"source":["#### Ingredients"]},{"cell_type":"markdown","metadata":{"id":"t04a-sJkOwIP"},"source":["##### English translation"]},{"cell_type":"code","execution_count":77,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993859597,"user_tz":-60,"elapsed":8521,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e106d15e-64f2-4b4a-d37b-0aae61158b38","id":"AyT6FunYOwIP"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: deep-translator in /usr/local/lib/python3.11/dist-packages (1.11.4)\n","Requirement already satisfied: beautifulsoup4<5.0.0,>=4.9.1 in /usr/local/lib/python3.11/dist-packages (from deep-translator) (4.13.3)\n","Requirement already satisfied: requests<3.0.0,>=2.23.0 in /usr/local/lib/python3.11/dist-packages (from deep-translator) (2.32.3)\n","Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4<5.0.0,>=4.9.1->deep-translator) (2.6)\n","Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4<5.0.0,>=4.9.1->deep-translator) (4.12.2)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (3.4.1)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (3.10)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (2.3.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep-translator) (2025.1.31)\n"]},{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package stopwords to /root/nltk_data...\n","[nltk_data] Package stopwords is already up-to-date!\n"]},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":77}],"source":["!pip install deep-translator\n","from strings_management import translate_all_words_batch, select_key_words\n","import nltk\n","nltk.download('stopwords')"]},{"cell_type":"code","source":["ncpus = os.cpu_count()"],"metadata":{"executionInfo":{"status":"ok","timestamp":1739993859600,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"sPy64MC0OwIP"},"execution_count":78,"outputs":[]},{"cell_type":"code","execution_count":79,"metadata":{"id":"QYy9aU4EOwIQ","executionInfo":{"status":"ok","timestamp":1739993859603,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# # translate the complete list of ingredients\n","# # took 5 hours last time tried for + 20k items\n","# # can take time (comment it if you have already done the translation and saved the json file)\n","# # duplicates are kept since duplicates ingredients could be an interesting feature for allergens prediction\n","# translated_ingredients = translate_all_words_batch(df_refined['ingredients_text'].apply(lambda x: ','.join(select_key_words(x, keep_duplicates=True))).astype('string').values,\n","# target_language=\"en\")"]},{"cell_type":"code","execution_count":80,"metadata":{"executionInfo":{"status":"ok","timestamp":1739993859633,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"xznp-nyvOwIQ"},"outputs":[],"source":["import json\n","translated_ingredients_json_file = \"translated_ingredients.json\""]},{"cell_type":"code","execution_count":81,"metadata":{"executionInfo":{"status":"ok","timestamp":1739993859661,"user_tz":-60,"elapsed":27,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"daZYqMyxOwIQ"},"outputs":[],"source":["# # save dictionnary\n","# with open(translated_ingredients_json_file, 'w') as f:\n","# json.dump(translated_ingredients, f, indent=4)"]},{"cell_type":"code","execution_count":82,"metadata":{"executionInfo":{"status":"ok","timestamp":1739993860883,"user_tz":-60,"elapsed":1221,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"eEcTSMajOwIQ"},"outputs":[],"source":["with open(translated_ingredients_json_file, 'r') as f:\n"," translated_dict_loaded = json.load(f)"]},{"cell_type":"code","source":["def ingredients_translation(ingredients_list, translation_dict, keep_duplicates=False):\n"," if ingredients_list is not None and ingredients_list != '' and ingredients_list!='nan':\n","\n"," translated_ingredients_list = translation_dict[','.join( select_key_words(ingredients_list, keep_duplicates=keep_duplicates) )]\n"," if translated_ingredients_list is not None:\n"," translated_ingredients_list = translated_ingredients_list.split(',')\n"," else:\n"," print()\n"," raise AttributeError(f\"Error for {','.join(select_key_words(ingredients_list, keep_duplicates=keep_duplicates))}: value is {translated_ingredients_list}\")\n"," translated_ingredients_list = []\n"," else:\n"," translated_ingredients_list = []\n"," return ','.join(translated_ingredients_list)"],"metadata":{"id":"-rOrz1aRVNKX","executionInfo":{"status":"ok","timestamp":1739993860885,"user_tz":-60,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":83,"outputs":[]},{"cell_type":"code","source":["# create a new column with translated ingredients into english\n","# df_refined['ingredients_text_en'] = df_refined['ingredients_text'].apply(lambda x: translated_dict_loaded[x])\n","df_refined[\"ingredients_text_en\"] = df_refined['ingredients_text'].astype(\"string\").apply(lambda x: ingredients_translation(x, translated_dict_loaded, keep_duplicates=False))\n","features_by_type[\"ingredients_text_en\"] = \"categorical\""],"metadata":{"id":"HE8C80orVTJC","executionInfo":{"status":"ok","timestamp":1739993869475,"user_tz":-60,"elapsed":8593,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":84,"outputs":[]},{"cell_type":"markdown","source":["##### Derivated features"],"metadata":{"id":"I7fNtqYQOwIR"}},{"cell_type":"code","execution_count":85,"metadata":{"id":"p1D3Gi9BOwIS","executionInfo":{"status":"ok","timestamp":1739993879952,"user_tz":-60,"elapsed":10476,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from strings_management import count_words_occurrences\n","# Count the ocurrencies of each ingredients (returns np.nan if field is np.nan)\n","df_refined['ingredients_count_en'] = df_refined['ingredients_text_en'].apply(count_words_occurrences)\n","features_by_type[\"ingredients_count_en\"] = \"quantitative\""]},{"cell_type":"code","execution_count":86,"metadata":{"id":"3EKtSCpcOwIS","executionInfo":{"status":"ok","timestamp":1739993880040,"user_tz":-60,"elapsed":47,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Make proper list of ingredients\n","df_refined['ingredients_lists_en'] = df_refined['ingredients_count_en'].apply(lambda x: list(x.keys()) if not pd.isna(x) else [])\n","features_by_type['ingredients_lists_en'] = 'categorical'\n","added_containing_lists_features_graphs_types['ingredients_lists_en'] = 'bars_log'"]},{"cell_type":"code","execution_count":87,"metadata":{"id":"cmCX3Cn4OwIS","executionInfo":{"status":"ok","timestamp":1739993880111,"user_tz":-60,"elapsed":54,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Count the amount of different ingredients (returns np.nan if field is np.nan)\n","df_refined['ingredients_count_en_sum'] = df_refined['ingredients_text_en'].apply(lambda x: len(x.split(',')) if not pd.isna(x) else np.nan\n"," ).astype(\"Int64\")\n","features_by_type['ingredients_count_en_sum'] = 'quantitative'\n","added_features_graphs_types['ingredients_count_en_sum'] = 'hist'"]},{"cell_type":"code","execution_count":88,"metadata":{"id":"aCfRdnbWOwIS","executionInfo":{"status":"ok","timestamp":1739993880196,"user_tz":-60,"elapsed":45,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Have the maximum count for one single ingredient in an ingredients list (returns np.nan if field is np.nan)\n","df_refined['max_count_for_single_ingredient'] = df_refined['ingredients_count_en'].apply(lambda x: max(x.values()) if not (pd.isna(x) or len(x)==0) else np.nan\n"," ).astype(\"Int64\")\n","features_by_type['max_count_for_single_ingredient'] = 'quantitative'\n","added_features_graphs_types['max_count_for_single_ingredient'] = 'bars'"]},{"cell_type":"code","execution_count":89,"metadata":{"id":"mTEFs-4sOwIS","executionInfo":{"status":"ok","timestamp":1739993880322,"user_tz":-60,"elapsed":125,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Have the amount of ingredients that are found 2 times or more inside of the ingredients text (returns np.nan if field is np.nan)\n","df_refined['repeated_ingredients_count'] = df_refined['ingredients_count_en'].apply(lambda x: sum(val >= 2 for val in x.values()) if not (pd.isna(x) or len(x)==0) else np.nan\n"," ).astype(\"Int64\")\n","features_by_type['repeated_ingredients_count'] = 'quantitative'\n","added_features_graphs_types['repeated_ingredients_count'] = 'bars'"]},{"cell_type":"code","execution_count":90,"metadata":{"id":"GJhaUNpGmPvb","executionInfo":{"status":"ok","timestamp":1739993880339,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# df_refined['repeated_ingredients_count'] = df_refined['ingredients_count_en'].apply(\n","# lambda x: sum(val >= 2 for val in x.values()) if not (pd.isna(x) or len(x) == 0) else pd.NA\n","# ).astype(\"Int64\") # Conversion explicite au type nullable Int64\n"]},{"cell_type":"markdown","metadata":{"id":"dGtuJoOws45f"},"source":["#### NutriScore (nutrition_grade_fr)"]},{"cell_type":"code","execution_count":91,"metadata":{"id":"MoLe6Wxro2yL","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993880464,"user_tz":-60,"elapsed":126,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"47e6ccb6-c224-4eaf-8e30-ff43ed953b3e"},"outputs":[{"output_type":"stream","name":"stdout","text":["fatal: destination path 'NutriScoreCalculator' already exists and is not an empty directory.\n"]}],"source":["!git clone https://github.com/MalteIwanicki/NutriScoreCalculator.git"]},{"cell_type":"code","execution_count":92,"metadata":{"id":"Tdd3j773tS__","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993888603,"user_tz":-60,"elapsed":8139,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"876c8035-7aa3-4c12-a312-a8b62b52da85"},"outputs":[{"output_type":"stream","name":"stdout","text":["Processing ./NutriScoreCalculator\n"," Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Building wheels for collected packages: nutri_score_calculator\n"," Building wheel for nutri_score_calculator (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for nutri_score_calculator: filename=nutri_score_calculator-0.2-py3-none-any.whl size=6139 sha256=3dc2253cbde3f1d42b67dff5e8411b10befa6cf5b216cb78ea122e1adc6d3e1e\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-7va_d404/wheels/bb/03/42/11e34d85593ff1b54252700c0c025e9844fa32babf3a526c03\n","Successfully built nutri_score_calculator\n","Installing collected packages: nutri_score_calculator\n","Successfully installed nutri_score_calculator-0.2\n"]}],"source":["!pip install NutriScoreCalculator/"]},{"cell_type":"code","execution_count":93,"metadata":{"id":"KsTAx8pHt7ZP","executionInfo":{"status":"ok","timestamp":1739993888606,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from nutri_score_calculator import NutriScoreCalculator, NutriScoreCategory"]},{"cell_type":"code","execution_count":94,"metadata":{"id":"PqwiyZ3mB0OA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993888612,"user_tz":-60,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a36886a6-6cf3-4dc1-a2a0-71a49aa4f3bc"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['categories_tags',\n"," 'brands_tags',\n"," 'countries_tags',\n"," 'ingredients_text',\n"," 'additives',\n"," 'ingredients_from_palm_oil_n',\n"," 'nutrition_grade_fr',\n"," 'energy_100g',\n"," 'fat_100g',\n"," 'saturated-fat_100g',\n"," 'carbohydrates_100g',\n"," 'sugars_100g',\n"," 'proteins_100g',\n"," 'salt_100g',\n"," 'sodium_100g']"]},"metadata":{},"execution_count":94}],"source":["studied_features"]},{"cell_type":"code","execution_count":95,"metadata":{"id":"sgLiSwUvH4EU","executionInfo":{"status":"ok","timestamp":1739993888639,"user_tz":-60,"elapsed":26,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["indexes_with_missing_nutriscore = df_refined[df_refined['nutrition_grade_fr'].isna()].index.tolist()"]},{"cell_type":"code","execution_count":96,"metadata":{"id":"6W5CELoo7_Ms","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993892936,"user_tz":-60,"elapsed":4295,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"86ff2bbb-3caf-4ec5-fb86-13e5f4815a27"},"outputs":[{"output_type":"stream","name":"stdout","text":["Estimated nutriscores: 3457\n"]}],"source":["# each time \"nutrition_grade_fr\" is missing, \"nutrition-score-fr_100g\" too.\n","# approximation : french nutri-score may be surestimated\n","for index, row in df_refined.loc[indexes_with_missing_nutriscore].iterrows():\n"," result = NutriScoreCalculator.calculate_nutri_score(\n"," category=NutriScoreCategory.ALLGEMEINER_FALL, # General case\n"," kilokalorien=row['energy_100g'], # Kilocalories (if incorect value --> 10 points)\n"," gesaettigte_fettsaeuren=row['saturated-fat_100g'], # Saturated fats (if incorect value --> 10 points)\n"," zucker=row['carbohydrates_100g'], # Sugars (if incorect value --> 10 points)\n"," proteine=row['proteins_100g'], # Proteins (if incorect value --> 5 points)\n"," salz=row['salt_100g'], # Salt (if incorect value --> 10 points)\n"," ballaststoffe=row['fiber_100g'], # Fiber (if incorect value --> 5 points)\n"," anteil_obst_gemuese_huelsen_schalen_raps_walnuss_und_olivenoele=np.nan, # Proportion of fruits, vegetables, legumes, rapeseed, walnuts, and olive oil, (if incorect value --> 5 points)\n"," )\n"," df_refined.loc[index,'nutrition_grade_fr'] = result[0][-1].lower()\n"," df_refined.loc[index,'nutrition-score-fr_100g'] = result[1]\n","\n","print(f'Estimated nutriscores: {len(indexes_with_missing_nutriscore)}')"]},{"cell_type":"markdown","metadata":{"id":"FUKePoonk7Yi"},"source":["#### Categories Tags"]},{"cell_type":"code","execution_count":97,"metadata":{"id":"fhGIdKHUUbGq","colab":{"base_uri":"https://localhost:8080/","height":241},"executionInfo":{"status":"ok","timestamp":1739993892981,"user_tz":-60,"elapsed":44,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d33eae53-8a6b-41d8-f278-4bf1f84daa58"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["184 en:sugary-snacks,en:biscuits-and-cakes,en:biscuits,fr:sables\n","218 en:plant-based-foods-and-beverages,en:plant-based-foods,en:sugary-snacks,en:confectioneries,en:nuts-and-their-products,en:nut-confectioneries,de:pralinen\n","222 en:desserts,en:puddings,en:christmas-puddings\n","242 en:sugary-snacks,en:biscuits-and-cakes,en:desserts,en:cakes,en:madeleines\n","267 en:dietary-supplements,en:bodybuilding-supplements,en:protein-powders\n","Name: categories_tags, dtype: object"],"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>categories_tags</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>184</th>\n"," <td>en:sugary-snacks,en:biscuits-and-cakes,en:biscuits,fr:sables</td>\n"," </tr>\n"," <tr>\n"," <th>218</th>\n"," <td>en:plant-based-foods-and-beverages,en:plant-based-foods,en:sugary-snacks,en:confectioneries,en:nuts-and-their-products,en:nut-confectioneries,de:pralinen</td>\n"," </tr>\n"," <tr>\n"," <th>222</th>\n"," <td>en:desserts,en:puddings,en:christmas-puddings</td>\n"," </tr>\n"," <tr>\n"," <th>242</th>\n"," <td>en:sugary-snacks,en:biscuits-and-cakes,en:desserts,en:cakes,en:madeleines</td>\n"," </tr>\n"," <tr>\n"," <th>267</th>\n"," <td>en:dietary-supplements,en:bodybuilding-supplements,en:protein-powders</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":97}],"source":["df_refined['categories_tags'].head()"]},{"cell_type":"code","execution_count":98,"metadata":{"id":"sx__kk3dU2bl","executionInfo":{"status":"ok","timestamp":1739993892988,"user_tz":-60,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from strings_management import translate_word\n","# create a 'categories_tags_en' column. For each value of \"categories_tags\" inside of the df_refined dataframe each value is a list coma separated. I want to keep only the elements that are starting with \"en\" and then remake the coma separated string. Remove \"en:\" each time\n","\n","def process_tags_with_language_indicator(tags_str):\n"," \"\"\"\n"," Processes a comma-separated string of categories tags.\n","\n"," Keeps only the elements starting with \"en\", removes \"en:\", and\n"," reconstructs the comma-separated string.\n"," If no \"en\" term is found, try translating the others.\n","\n"," Args:\n"," categories_tags_str: A string of comma-separated categories tags.\n","\n"," Returns:\n"," A string of comma-separated categories tags starting with \"en\"\n"," with \"en:\" removed, or an np.nan if no such tags are found or can be translated.\n"," \"\"\"\n"," if pd.isna(tags_str) or tags_str == '' or tags_str is None:\n"," return np.nan\n"," tags = tags_str.split(',')\n"," en_tags = [tag[3:] for tag in tags if tag.startswith('en:')]\n"," if not en_tags:\n"," en_tags = translate_all_words_batch(\n"," tags_str.replace(tags_str[0:3],'').split(','), source_language=tags_str[0:2]\n"," ).values()\n"," # if translation fails (can be because of bad language indicator) --> try auto with maximum words\n"," if None in en_tags:\n"," en_tags = translate_word(\n"," tags_str.replace(tags_str[0:3],'')\n"," )['translated'].split(',')\n"," if en_tags is not None and None not in en_tags:\n"," return ','.join(list(en_tags))\n"," else :\n"," return np.nan"]},{"cell_type":"code","execution_count":99,"metadata":{"id":"4e9cY2lGlhlr","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993960819,"user_tz":-60,"elapsed":67832,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"878dc0b3-ad5a-4407-d3e2-2977fb2b1289"},"outputs":[{"output_type":"stream","name":"stdout","text":["An error occurred during batch translation: he --> No support for the provided language.\n","Please select on of the supported languages:\n","{'afrikaans': 'af', 'albanian': 'sq', 'amharic': 'am', 'arabic': 'ar', 'armenian': 'hy', 'assamese': 'as', 'aymara': 'ay', 'azerbaijani': 'az', 'bambara': 'bm', 'basque': 'eu', 'belarusian': 'be', 'bengali': 'bn', 'bhojpuri': 'bho', 'bosnian': 'bs', 'bulgarian': 'bg', 'catalan': 'ca', 'cebuano': 'ceb', 'chichewa': 'ny', 'chinese (simplified)': 'zh-CN', 'chinese (traditional)': 'zh-TW', 'corsican': 'co', 'croatian': 'hr', 'czech': 'cs', 'danish': 'da', 'dhivehi': 'dv', 'dogri': 'doi', 'dutch': 'nl', 'english': 'en', 'esperanto': 'eo', 'estonian': 'et', 'ewe': 'ee', 'filipino': 'tl', 'finnish': 'fi', 'french': 'fr', 'frisian': 'fy', 'galician': 'gl', 'georgian': 'ka', 'german': 'de', 'greek': 'el', 'guarani': 'gn', 'gujarati': 'gu', 'haitian creole': 'ht', 'hausa': 'ha', 'hawaiian': 'haw', 'hebrew': 'iw', 'hindi': 'hi', 'hmong': 'hmn', 'hungarian': 'hu', 'icelandic': 'is', 'igbo': 'ig', 'ilocano': 'ilo', 'indonesian': 'id', 'irish': 'ga', 'italian': 'it', 'japanese': 'ja', 'javanese': 'jw', 'kannada': 'kn', 'kazakh': 'kk', 'khmer': 'km', 'kinyarwanda': 'rw', 'konkani': 'gom', 'korean': 'ko', 'krio': 'kri', 'kurdish (kurmanji)': 'ku', 'kurdish (sorani)': 'ckb', 'kyrgyz': 'ky', 'lao': 'lo', 'latin': 'la', 'latvian': 'lv', 'lingala': 'ln', 'lithuanian': 'lt', 'luganda': 'lg', 'luxembourgish': 'lb', 'macedonian': 'mk', 'maithili': 'mai', 'malagasy': 'mg', 'malay': 'ms', 'malayalam': 'ml', 'maltese': 'mt', 'maori': 'mi', 'marathi': 'mr', 'meiteilon (manipuri)': 'mni-Mtei', 'mizo': 'lus', 'mongolian': 'mn', 'myanmar': 'my', 'nepali': 'ne', 'norwegian': 'no', 'odia (oriya)': 'or', 'oromo': 'om', 'pashto': 'ps', 'persian': 'fa', 'polish': 'pl', 'portuguese': 'pt', 'punjabi': 'pa', 'quechua': 'qu', 'romanian': 'ro', 'russian': 'ru', 'samoan': 'sm', 'sanskrit': 'sa', 'scots gaelic': 'gd', 'sepedi': 'nso', 'serbian': 'sr', 'sesotho': 'st', 'shona': 'sn', 'sindhi': 'sd', 'sinhala': 'si', 'slovak': 'sk', 'slovenian': 'sl', 'somali': 'so', 'spanish': 'es', 'sundanese': 'su', 'swahili': 'sw', 'swedish': 'sv', 'tajik': 'tg', 'tamil': 'ta', 'tatar': 'tt', 'telugu': 'te', 'thai': 'th', 'tigrinya': 'ti', 'tsonga': 'ts', 'turkish': 'tr', 'turkmen': 'tk', 'twi': 'ak', 'ukrainian': 'uk', 'urdu': 'ur', 'uyghur': 'ug', 'uzbek': 'uz', 'vietnamese': 'vi', 'welsh': 'cy', 'xhosa': 'xh', 'yiddish': 'yi', 'yoruba': 'yo', 'zulu': 'zu'}\n","An error occurred during batch translation: xx --> No support for the provided language.\n","Please select on of the supported languages:\n","{'afrikaans': 'af', 'albanian': 'sq', 'amharic': 'am', 'arabic': 'ar', 'armenian': 'hy', 'assamese': 'as', 'aymara': 'ay', 'azerbaijani': 'az', 'bambara': 'bm', 'basque': 'eu', 'belarusian': 'be', 'bengali': 'bn', 'bhojpuri': 'bho', 'bosnian': 'bs', 'bulgarian': 'bg', 'catalan': 'ca', 'cebuano': 'ceb', 'chichewa': 'ny', 'chinese (simplified)': 'zh-CN', 'chinese (traditional)': 'zh-TW', 'corsican': 'co', 'croatian': 'hr', 'czech': 'cs', 'danish': 'da', 'dhivehi': 'dv', 'dogri': 'doi', 'dutch': 'nl', 'english': 'en', 'esperanto': 'eo', 'estonian': 'et', 'ewe': 'ee', 'filipino': 'tl', 'finnish': 'fi', 'french': 'fr', 'frisian': 'fy', 'galician': 'gl', 'georgian': 'ka', 'german': 'de', 'greek': 'el', 'guarani': 'gn', 'gujarati': 'gu', 'haitian creole': 'ht', 'hausa': 'ha', 'hawaiian': 'haw', 'hebrew': 'iw', 'hindi': 'hi', 'hmong': 'hmn', 'hungarian': 'hu', 'icelandic': 'is', 'igbo': 'ig', 'ilocano': 'ilo', 'indonesian': 'id', 'irish': 'ga', 'italian': 'it', 'japanese': 'ja', 'javanese': 'jw', 'kannada': 'kn', 'kazakh': 'kk', 'khmer': 'km', 'kinyarwanda': 'rw', 'konkani': 'gom', 'korean': 'ko', 'krio': 'kri', 'kurdish (kurmanji)': 'ku', 'kurdish (sorani)': 'ckb', 'kyrgyz': 'ky', 'lao': 'lo', 'latin': 'la', 'latvian': 'lv', 'lingala': 'ln', 'lithuanian': 'lt', 'luganda': 'lg', 'luxembourgish': 'lb', 'macedonian': 'mk', 'maithili': 'mai', 'malagasy': 'mg', 'malay': 'ms', 'malayalam': 'ml', 'maltese': 'mt', 'maori': 'mi', 'marathi': 'mr', 'meiteilon (manipuri)': 'mni-Mtei', 'mizo': 'lus', 'mongolian': 'mn', 'myanmar': 'my', 'nepali': 'ne', 'norwegian': 'no', 'odia (oriya)': 'or', 'oromo': 'om', 'pashto': 'ps', 'persian': 'fa', 'polish': 'pl', 'portuguese': 'pt', 'punjabi': 'pa', 'quechua': 'qu', 'romanian': 'ro', 'russian': 'ru', 'samoan': 'sm', 'sanskrit': 'sa', 'scots gaelic': 'gd', 'sepedi': 'nso', 'serbian': 'sr', 'sesotho': 'st', 'shona': 'sn', 'sindhi': 'sd', 'sinhala': 'si', 'slovak': 'sk', 'slovenian': 'sl', 'somali': 'so', 'spanish': 'es', 'sundanese': 'su', 'swahili': 'sw', 'swedish': 'sv', 'tajik': 'tg', 'tamil': 'ta', 'tatar': 'tt', 'telugu': 'te', 'thai': 'th', 'tigrinya': 'ti', 'tsonga': 'ts', 'turkish': 'tr', 'turkmen': 'tk', 'twi': 'ak', 'ukrainian': 'uk', 'urdu': 'ur', 'uyghur': 'ug', 'uzbek': 'uz', 'vietnamese': 'vi', 'welsh': 'cy', 'xhosa': 'xh', 'yiddish': 'yi', 'yoruba': 'yo', 'zulu': 'zu'}\n"]}],"source":["# Create the 'categories_tags_en' column\n","df_refined['categories_tags_en'] = df_refined['categories_tags'].apply(process_tags_with_language_indicator)\n","features_by_type['categories_tags_en'] = 'categorical'"]},{"cell_type":"code","execution_count":100,"metadata":{"id":"NsuYJqHfl9mg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993960853,"user_tz":-60,"elapsed":9,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"953275e9-6ddf-4424-8ad9-8377ad03bb2b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["4707"]},"metadata":{},"execution_count":100}],"source":["df_refined['categories_tags_en'].nunique()"]},{"cell_type":"code","execution_count":101,"metadata":{"id":"SZXodzNWmGSL","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993960881,"user_tz":-60,"elapsed":27,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"15be22c1-bf1d-4e92-fd09-76c137d242c7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["8235"]},"metadata":{},"execution_count":101}],"source":["df_refined['categories_tags'].nunique()"]},{"cell_type":"code","execution_count":102,"metadata":{"id":"F9HEGMKAj4v6","executionInfo":{"status":"ok","timestamp":1739993960933,"user_tz":-60,"elapsed":51,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# create lists\n","df_refined['categories_tags_en_list'] = df_refined['categories_tags_en'].astype('string').apply(\n"," lambda x: list(set(x.lower().split(','))) if not pd.isna(x) else [])\n","features_by_type['categories_tags_en_list'] = 'categorical'\n","added_containing_lists_features_graphs_types['categories_tags_en_list'] = 'bars_log'"]},{"cell_type":"markdown","metadata":{"id":"ppDA6_6Rmh5b"},"source":["#### Countries Tags"]},{"cell_type":"code","execution_count":103,"metadata":{"id":"ethhZuNamhLA","colab":{"base_uri":"https://localhost:8080/","height":458},"executionInfo":{"status":"ok","timestamp":1739993960938,"user_tz":-60,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7f999edf-f0f2-478a-9728-15f15824f882"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["184 en:france\n","218 en:germany\n","222 en:united-kingdom\n","242 en:france\n","267 en:germany\n"," ... \n","320613 en:france\n","320628 en:france\n","320648 en:france\n","320652 en:france\n","320701 en:switzerland\n","Name: countries_tags, Length: 24850, dtype: object"],"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>countries_tags</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>184</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>218</th>\n"," <td>en:germany</td>\n"," </tr>\n"," <tr>\n"," <th>222</th>\n"," <td>en:united-kingdom</td>\n"," </tr>\n"," <tr>\n"," <th>242</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>267</th>\n"," <td>en:germany</td>\n"," </tr>\n"," <tr>\n"," <th>...</th>\n"," <td>...</td>\n"," </tr>\n"," <tr>\n"," <th>320613</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>320628</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>320648</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>320652</th>\n"," <td>en:france</td>\n"," </tr>\n"," <tr>\n"," <th>320701</th>\n"," <td>en:switzerland</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>24850 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":103}],"source":["df_refined['countries_tags']"]},{"cell_type":"code","execution_count":104,"metadata":{"id":"nm89uA5PqSPE","executionInfo":{"status":"ok","timestamp":1739993961016,"user_tz":-60,"elapsed":76,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Create the 'categories_tags_en' column\n","df_refined['countries_tags_en'] = df_refined['countries_tags'].apply(process_tags_with_language_indicator)\n","features_by_type['categories_tags_en'] = 'categorical'"]},{"cell_type":"code","execution_count":105,"metadata":{"id":"UTSg561UqSPH","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993961056,"user_tz":-60,"elapsed":39,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"660fb02c-8c53-44d0-cda4-ad8470ad8e97"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["225"]},"metadata":{},"execution_count":105}],"source":["df_refined['countries_tags_en'].nunique()"]},{"cell_type":"code","execution_count":106,"metadata":{"id":"6nlbzvCVqSPI","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993961056,"user_tz":-60,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4e03a250-9436-4a3d-a189-fc724159d868"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["236"]},"metadata":{},"execution_count":106}],"source":["df_refined['countries_tags'].nunique()"]},{"cell_type":"code","execution_count":107,"metadata":{"id":"id4WtvCXqSPI","executionInfo":{"status":"ok","timestamp":1739993961061,"user_tz":-60,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# create lists\n","df_refined['countries_tags_en_list'] = df_refined['countries_tags_en'].astype('string').apply(\n"," lambda x: list(set(x.lower().split(','))) if not pd.isna(x) else [])\n","features_by_type['countries_tags_en_list'] = 'categorical'\n","added_containing_lists_features_graphs_types['countries_tags_en_list'] = 'pie'"]},{"cell_type":"code","source":["df_refined['countries_tags_en_list'].explode().nunique()"],"metadata":{"id":"o5gzAmzi74Lq","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993961092,"user_tz":-60,"elapsed":32,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a2644913-0fe0-4c4b-ef38-6ae1ed0121b6"},"execution_count":108,"outputs":[{"output_type":"execute_result","data":{"text/plain":["75"]},"metadata":{},"execution_count":108}]},{"cell_type":"markdown","metadata":{"id":"g7htdpHhiiWB"},"source":["#### Additives"]},{"cell_type":"code","execution_count":109,"metadata":{"id":"fLgNMEjp7MgO","executionInfo":{"status":"ok","timestamp":1739993961185,"user_tz":-60,"elapsed":94,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Count the amount of additives (returns np.nan if field is np.nan)\n","df_refined['additives_count'] = df_refined['additives'].apply(lambda x: len(x.split(']')) if not pd.isna(x) else np.nan\n"," ).astype(\"Int64\")\n","features_by_type['additives_count'] = 'categorical'\n","added_features_graphs_types['additives_count'] = 'bars'"]},{"cell_type":"markdown","metadata":{"id":"ZM3ICUZywrNr"},"source":["#### Final Distribution"]},{"cell_type":"code","execution_count":110,"metadata":{"id":"iv7JytmKwyK5","executionInfo":{"status":"ok","timestamp":1739993961189,"user_tz":-60,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["graph_type_per_feature = {'nutrition_grade_fr':'bars'}"]},{"cell_type":"code","execution_count":111,"metadata":{"id":"6KcjabsOwyK6","colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"status":"ok","timestamp":1739993961493,"user_tz":-60,"elapsed":305,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ea3c7648-14b5-481b-b7cd-3b594e5afeb6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["import matplotlib.pyplot as plt\n","for feature, graph_type in graph_type_per_feature.items():\n"," plot_univariate_variable_analysis(df_refined, feature, graph_type)"]},{"cell_type":"markdown","metadata":{"id":"pD0nbFT5eKPs"},"source":["## 4) Analysis (sub-dataframe)"]},{"cell_type":"markdown","source":["### Variables management examples"],"metadata":{"id":"3lbCJ86ICPdr"}},{"cell_type":"markdown","source":["ingredients_text"],"metadata":{"id":"UNeYZVxLCu4c"}},{"cell_type":"code","source":["index= 13419"],"metadata":{"id":"xSJl8R993gsR","executionInfo":{"status":"ok","timestamp":1739993961494,"user_tz":-60,"elapsed":9,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":112,"outputs":[]},{"cell_type":"code","source":["# raw text\n","df_refined.loc[index]['ingredients_text']"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":70},"id":"tpyQWMgs306W","executionInfo":{"status":"ok","timestamp":1739993961495,"user_tz":-60,"elapsed":8,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7c56539b-b42d-4e64-a875-ba5f8253fe31"},"execution_count":113,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'Chocolat au lait 40% (sucre, beurre de cacao, poudre de _lait_ entier, pâte de cacao, émulsifiant : lécithines (_soja_), arôme), nappage au caramel 21% (sirop de glucose-fructose, stabilisant : glycérol, _lait_ concentré sucré, caramel 4%* (sucre, eau), _beurre_, arôme, sel, gélifiant : pectines), farine de _blé_, sucre, fructose, _lait_ écrémé en poudre, _beurre_ pâtissier, colorant : caramel ordinaire, émulsifiant : lécithines (_soja_), sel. *% exprimé sur le nappage équivalent à 0.8% sur l’ensemble du produit. '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":113}]},{"cell_type":"code","source":["# lower cases\n","df_refined.loc[index]['ingredients_text'].lower()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":70},"id":"dFwCXevM22o5","executionInfo":{"status":"ok","timestamp":1739993961496,"user_tz":-60,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b874f3f9-0c25-485d-fb03-452713b13b0e"},"execution_count":114,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'chocolat au lait 40% (sucre, beurre de cacao, poudre de _lait_ entier, pâte de cacao, émulsifiant : lécithines (_soja_), arôme), nappage au caramel 21% (sirop de glucose-fructose, stabilisant : glycérol, _lait_ concentré sucré, caramel 4%* (sucre, eau), _beurre_, arôme, sel, gélifiant : pectines), farine de _blé_, sucre, fructose, _lait_ écrémé en poudre, _beurre_ pâtissier, colorant : caramel ordinaire, émulsifiant : lécithines (_soja_), sel. *% exprimé sur le nappage équivalent à 0.8% sur l’ensemble du produit. '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":114}]},{"cell_type":"code","source":["# select key words\n","','.join(select_key_words(df_refined.loc[index]['ingredients_text'], keep_duplicates=False))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":70},"id":"mW4jen1-TAV1","executionInfo":{"status":"ok","timestamp":1739993961499,"user_tz":-60,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d42c5b07-57f3-41fc-b5ab-ebee052d2984"},"execution_count":115,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'chocolat au lait sucre,beurre de cacao,poudre de lait entier,pâte de cacao,émulsifiant lécithines soja,arôme,nappage au caramel sirop de glucose fructose,stabilisant glycérol,lait concentré sucré,caramel sucre,eau,beurre,arôme,sel,gélifiant pectines,farine de blé,sucre,fructose,lait écrémé en poudre,beurre pâtissier,colorant caramel ordinaire,émulsifiant lécithines soja,sel exprimé sur le nappage équivalent à sur l ensemble du produit'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":115}]},{"cell_type":"code","source":["# remove duplicates\n","','.join(select_key_words(df_refined.loc[index]['ingredients_text'], keep_duplicates=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":53},"id":"w7yrF73S3hpp","executionInfo":{"status":"ok","timestamp":1739993961504,"user_tz":-60,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b40dbd5f-0540-4a5e-90c1-8b99320c19a2"},"execution_count":116,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'chocolat au lait sucre,beurre de cacao,poudre de lait entier,pâte de cacao,émulsifiant lécithines soja,arôme,nappage au caramel sirop de glucose fructose,stabilisant glycérol,lait concentré sucré,caramel sucre,eau,beurre,sel,gélifiant pectines,farine de blé,sucre,fructose,lait écrémé en poudre,beurre pâtissier,colorant caramel ordinaire,sel exprimé sur le nappage équivalent à sur l ensemble du produit'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":116}]},{"cell_type":"code","source":["# translate text\n","english_text = translate_word(','.join(select_key_words(df_refined.loc[index]['ingredients_text'], keep_duplicates=True)) )['translated'].lower()\n","english_text"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":53},"id":"Q0eIKnB92T7L","executionInfo":{"status":"ok","timestamp":1739993961586,"user_tz":-60,"elapsed":81,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"10502911-9040-4139-9bec-ee18aad9945f"},"execution_count":117,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'sugar milk chocolate, cocoa butter, whole milk powder, cocoa paste, soy lecithins emulsifier, aroma, caramel crippage fructose glucose syrup, glycérol stabilizer, sweet concentrated milk, caramel sugar, water, butter, salt, gélifying pectin , wheat flour, sugar, fructose, skimmed milk powder, butter pastry chef, ordinary caramel coloring, salt expressed on the topping equivalent to the whole product'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":117}]},{"cell_type":"code","source":["# turn text to list\n","print(english_text.split(','))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pNIp6X1N5mUx","executionInfo":{"status":"ok","timestamp":1739993961601,"user_tz":-60,"elapsed":14,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"decefc59-2ec8-467e-a4af-767036b989a0"},"execution_count":118,"outputs":[{"output_type":"stream","name":"stdout","text":["['sugar milk chocolate', ' cocoa butter', ' whole milk powder', ' cocoa paste', ' soy lecithins emulsifier', ' aroma', ' caramel crippage fructose glucose syrup', ' glycérol stabilizer', ' sweet concentrated milk', ' caramel sugar', ' water', ' butter', ' salt', ' gélifying pectin ', ' wheat flour', ' sugar', ' fructose', ' skimmed milk powder', ' butter pastry chef', ' ordinary caramel coloring', ' salt expressed on the topping equivalent to the whole product']\n"]}]},{"cell_type":"code","source":["# explode dataset\n","df_refined[['code', 'allergens_en', 'ingredients_count_en_sum', 'ingredients_lists_en']].explode('ingredients_lists_en').loc[index]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":739},"id":"O899WVaM7Du2","executionInfo":{"status":"ok","timestamp":1739993961694,"user_tz":-60,"elapsed":95,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8deeec95-8308-498a-8ec8-3b0194c4f417"},"execution_count":119,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" code allergens_en \\\n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","13419 1664 milk,soy,milk,butter,wheat,milk,butter,soy \n","\n"," ingredients_count_en_sum \\\n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","13419 35 \n","\n"," ingredients_lists_en \n","13419 sugar milk chocolate \n","13419 cocoa butter \n","13419 whole milk powder \n","13419 cocoa paste \n","13419 soy lecithins emulsifier \n","13419 aroma \n","13419 caramel crippage fructose glucose syrup \n","13419 glycérol stabilizer \n","13419 sweet concentrated milk \n","13419 caramel sugar \n","13419 water \n","13419 butter \n","13419 salt \n","13419 salt gelifier pectin \n","13419 wheat flour \n","13419 sugar \n","13419 fructose \n","13419 skimmed milk powder \n","13419 pastry butter \n","13419 ordinary caramel coloring \n","13419 soy lecithin emulsifier \n","13419 salt expressed on the topping equivalent to the whole product "],"text/html":["\n"," <div id=\"df-c7c28562-34af-4d43-b0cd-da182bddd125\" class=\"colab-df-container\">\n"," <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>code</th>\n"," <th>allergens_en</th>\n"," <th>ingredients_count_en_sum</th>\n"," <th>ingredients_lists_en</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>13419</th>\n"," <td>1664</td>\n"," <td>milk,soy,milk,butter,wheat,milk,butter,soy</td>\n"," 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'block' : 'none';\n"," })();\n"," </script>\n","</div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","repr_error":"0"}},"metadata":{},"execution_count":119}]},{"cell_type":"code","source":["# count distinct categories before\n","df_refined['ingredients_text'].nunique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tg1vSs_R7Zkn","executionInfo":{"status":"ok","timestamp":1739993961745,"user_tz":-60,"elapsed":50,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"365ab119-1b05-44a0-c856-f1eca4b90cb2"},"execution_count":120,"outputs":[{"output_type":"execute_result","data":{"text/plain":["23863"]},"metadata":{},"execution_count":120}]},{"cell_type":"code","source":["# count distinct categories after\n","df_refined['ingredients_lists_en'].explode().nunique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Qtjg4PRu_uoT","executionInfo":{"status":"ok","timestamp":1739993961787,"user_tz":-60,"elapsed":43,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c4558d4d-d988-4788-d398-5598e94a59de"},"execution_count":121,"outputs":[{"output_type":"execute_result","data":{"text/plain":["56878"]},"metadata":{},"execution_count":121}]},{"cell_type":"markdown","source":["It seems that some cleaning remains to do : select_key_words() function could be improved (plural detection etc.)"],"metadata":{"id":"CnwZPe79CbIz"}},{"cell_type":"code","source":["# Only keep categories that have more than 5 occurrencies\n","\n","# Explode the 'ingredients_lists_en' column and count unique values\n","ingredient_counts = df_refined['ingredients_lists_en'].explode().value_counts()\n","\n","# Filter out categories with less than 5 occurrences\n","filtered_ingredients = ingredient_counts[ingredient_counts > 5]\n","\n","# Print the filtered ingredients and their counts\n","filtered_ingredients\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":490},"id":"wlDhYOwgAY0L","executionInfo":{"status":"ok","timestamp":1739993961941,"user_tz":-60,"elapsed":154,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"aae5a537-3b42-4245-9875-1837c32fcd75"},"execution_count":122,"outputs":[{"output_type":"execute_result","data":{"text/plain":["ingredients_lists_en\n","salt 13478\n","sugar 10877\n","water 8669\n","wheat flour 5253\n","sunflower oil 3137\n"," ... \n","candied watermelons 6\n","refined sunflower oil 6\n","cow s pasteurized milk 6\n","watermelons 6\n","egg liqueur 6\n","Name: count, Length: 3955, dtype: int64"],"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>count</th>\n"," </tr>\n"," <tr>\n"," <th>ingredients_lists_en</th>\n"," <th></th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>salt</th>\n"," <td>13478</td>\n"," </tr>\n"," <tr>\n"," <th>sugar</th>\n"," <td>10877</td>\n"," </tr>\n"," <tr>\n"," <th>water</th>\n"," <td>8669</td>\n"," </tr>\n"," <tr>\n"," <th>wheat flour</th>\n"," <td>5253</td>\n"," </tr>\n"," <tr>\n"," <th>sunflower oil</th>\n"," <td>3137</td>\n"," </tr>\n"," <tr>\n"," <th>...</th>\n"," <td>...</td>\n"," </tr>\n"," <tr>\n"," <th>candied watermelons</th>\n"," <td>6</td>\n"," </tr>\n"," <tr>\n"," <th>refined sunflower oil</th>\n"," <td>6</td>\n"," </tr>\n"," <tr>\n"," <th>cow s pasteurized milk</th>\n"," <td>6</td>\n"," </tr>\n"," <tr>\n"," <th>watermelons</th>\n"," <td>6</td>\n"," </tr>\n"," <tr>\n"," <th>egg liqueur</th>\n"," <td>6</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>3955 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":122}]},{"cell_type":"markdown","metadata":{"id":"1LIhm4rLf4lW"},"source":["### Before and After cleaning"]},{"cell_type":"code","execution_count":123,"metadata":{"id":"zTlQPvmANifQ","executionInfo":{"status":"ok","timestamp":1739993961942,"user_tz":-60,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from data_analysis_functions import plot_differences_between_original_and_corrected_dataset, plot_comparison_between_original_and_corrected_dataset"]},{"cell_type":"code","execution_count":124,"metadata":{"id":"_QQfifJNZy3_","colab":{"base_uri":"https://localhost:8080/","height":607},"executionInfo":{"status":"ok","timestamp":1739993962575,"user_tz":-60,"elapsed":635,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f16ce49f-a574-4dbc-c4a1-b7f149bfb07a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plot_comparison_between_original_and_corrected_dataset(df_target_feature_only_free_duplicates[studied_features], df_refined[studied_features])"]},{"cell_type":"code","execution_count":125,"metadata":{"id":"wGHHOCP1Mt3G","colab":{"base_uri":"https://localhost:8080/","height":607},"executionInfo":{"status":"ok","timestamp":1739993963013,"user_tz":-60,"elapsed":437,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"dbb7d082-c1e5-4f61-feec-40a2a06c6cd6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 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\n"},"metadata":{}}],"source":["plot_differences_between_original_and_corrected_dataset(df_target_feature_only_free_duplicates[studied_features], df_refined[studied_features])"]},{"cell_type":"markdown","metadata":{"id":"nY8VS_elguFq"},"source":["Result can seem disappointing but the main part of the work was refining the data since the amount of empty fields is quite low"]},{"cell_type":"markdown","metadata":{"id":"WhixNDh2efsY"},"source":["### Univariate"]},{"cell_type":"code","execution_count":126,"metadata":{"id":"ls3VrbbjHYe1","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993963026,"user_tz":-60,"elapsed":12,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fda58bf7-d815-4f6a-b983-103a73e44dbc"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'allergens_count': 'bars_10',\n"," 'ingredients_count_en_sum': 'hist',\n"," 'max_count_for_single_ingredient': 'bars',\n"," 'repeated_ingredients_count': 'bars',\n"," 'additives_count': 'bars'}"]},"metadata":{},"execution_count":126}],"source":["added_features_graphs_types"]},{"cell_type":"code","source":["added_containing_lists_features_graphs_types\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bg5lr7-JjZS8","executionInfo":{"status":"ok","timestamp":1739993963039,"user_tz":-60,"elapsed":12,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2ddbfb2b-e66c-4534-ae53-32e2fb614e0c"},"execution_count":127,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'allergens_list_en': 'bars',\n"," 'ingredients_lists_en': 'bars_log',\n"," 'categories_tags_en_list': 'bars_log',\n"," 'countries_tags_en_list': 'pie'}"]},"metadata":{},"execution_count":127}]},{"cell_type":"code","execution_count":128,"metadata":{"id":"o3T1zltSwrDC","executionInfo":{"status":"ok","timestamp":1739993963044,"user_tz":-60,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["graph_type_per_feature = {'nutrition_grade_fr':'bars', 'brands_tags':'bars' }\n","for variable in quantitative_features :\n"," if '100g' in variable:\n"," graph_type_per_feature[variable] = 'boxplot'\n"," else:\n"," graph_type_per_feature[variable] = 'bars'\n","graph_type_per_feature.update(added_features_graphs_types)"]},{"cell_type":"code","execution_count":129,"metadata":{"id":"vA0lDolyxWoO","executionInfo":{"status":"ok","timestamp":1739993963112,"user_tz":-60,"elapsed":66,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["remaining_features = [feature for feature in studied_features if feature not in graph_type_per_feature.keys()]"]},{"cell_type":"code","execution_count":130,"metadata":{"id":"t9zNX8I9xdhv","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993963114,"user_tz":-60,"elapsed":15,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8a99e68d-6250-49f9-df30-5909e4685277"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['categories_tags', 'countries_tags', 'ingredients_text', 'additives']"]},"metadata":{},"execution_count":130}],"source":["remaining_features"]},{"cell_type":"code","execution_count":131,"metadata":{"id":"obQMmxfBITTb","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739993968341,"user_tz":-60,"elapsed":5231,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"42059c1c-3ac3-4074-df4f-feea4b6076f3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 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":{}},{"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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+MzPznjx5UmXKlEkzX3ptjki9vsvdRr44Yzve7TWfnnvtB/dL6mv8zhFiqae97ty/bu9zJf3/N+r0+tmlxzCMdNv9/PwUERGhiIgItWzZUiNHjtSCBQv0008/acGCBXa1pLf/lS9fXhcuXNDVq1fNto4dO6ply5basWOHevXqpaeffjrddae3jz/22GN33fYnT56Um5tbmtdlQECAChQokGa73U3qNnH2dXweVYQdOM3EiRM1dOhQ1a9fXx999JHWrVunDRs2qGLFiul23n2QI5Ju74Nzuzv/yXbp0kVXrlzRqlWrZBiGPv74Y7Vq1Uq+vr4Orzu95/m///1PTz/9tC5cuKCpU6dq7dq12rBhg4YMGSJJmRrynJKSosaNG5uffO+8tW/fXtKtzo4///yzvvjiC7Vp00bffvutmjdvrq5duzr8nO6mWLFiiomJSbNtz507J0lm361ixYrZtd85b6FChR7YKKXUjqd3C0/O2I4P8jWfnJz8wNaV2f3rToULF5aU+VAkyQwnqUcus+rixYvmxRoPHjyY5csLZIYzAkrqNrl99CAcR9jBPRUpUkQ+Pj73HImwcuVKNWzYUAsXLlTHjh3VpEkTRUREZDg66m6OHj1qd//KlSs6d+6cOTomJCRE0q0On7e7fv26Tpw4YU7PqkqVKumJJ57QsmXL9MMPP+jUqVN68cUX7eYJCQlJU196tdzNmjVrlJSUpC+++EJ9+vRRixYtFBERke6bYUb/OEuXLq0rV66Yn3zvvN3+advd3V2tW7fW7Nmz9b///U99+vTRBx98oGPHjmW65syqVq2arl27ZjcSRpK2b99uTpduDSsuUqRIulcJ3rFjh90pq5CQkHRrdVb9H374oSTd8xTTvbajsz+F32s/kG4dRblzH7t+/XqaEJmV2lJf43cGgV9//dWc7gzlypWTJJ04cSLTj7l586ak/380LqP/BdKtev38/JQvXz6zrV+/frp8+bImTZqkH3/80ezIf6f09vEjR47c9fpJISEhSklJSfPY2NhYxcXF2W23e/09Tpw4YR4dR/YRdnBPbm5uatu2rdasWZPuG1Pqp7dcuXKl+SS3YsUKnTlzJsvrjIqK0o0bN8z7c+bM0c2bN9W8eXNJt/rXuLu7a8aMGXbrXLhwoeLj49WyZcssrzPViy++qPXr12v69OkqXLiwuc5ULVq00LZt2+wuavbHH3/Y9fW5l9RPwrfXHh8fr8WLF6eZN1++fOkGxg4dOmjr1q1at25dmmlxcXHmm0Jqv4hUbm5uqlKliqT0TyFl1zPPPKM8efJo9uzZZpthGJo7d66KFy+up556ymxv3769vvzyS50+fdps27hxo44cOWJ36rBp06baunWrfv75Z7Pt0qVLWdrmGfn444+1YMEChYWFZXhKQ8rcdkx9U3Uk4KfnXvuBdCv03nmUIyoqKs2RnazU1qJFC8XExGj58uVm282bN/X+++/L29tb4eHhjjydNKpXry53d/csfS3GmjVrJElVq1aVdOsIYbVq1bR06VK753bgwAGtX7/ebpTVypUrtXz5cr399tsaMWKEOnbsqNdff11HjhxJs55Vq1bZ/e/asWOHtm/fnub/we1S13VngJo6daok2f1fymi/TrVr1y6FhYVlOB1Zw9BzZMrEiRO1fv16hYeHq3fv3ipfvrzOnTunFStW6Mcff1SBAgXUqlUrjR8/Xt27d9dTTz2l/fv3a9myZSpVqlSW13f9+nU9/fTT6tChgw4fPqzZs2erbt26atOmjaRbR5siIyM1btw4NWvWTG3atDHnq1mzpl2H4qzq1KmTXn31VX3++efq27dvmqGzr776qj788EM1a9ZMgwYNMoeeh4SEaN++fZlaR5MmTcyjBH369NGVK1c0f/58FS1aNM0n8urVq2vOnDmaMGGCypQpo6JFi6pRo0YaPny4vvjiC7Vq1UrdunVT9erVdfXqVe3fv18rV67Ub7/9Jj8/P/Xs2VOXLl1So0aNVKJECZ08eVLvv/++qlWrluHQ4/Ts27dPX3zxhaRbR1Ti4+M1YcIESbfeeFq3bi3pVv+owYMH65133tGNGzdUs2ZNrVq1Sj/88IOWLVtmd8pj5MiRWrFihRo2bKhBgwbpypUreuedd1S5cmV1797dbpt/9NFHaty4sQYMGGAOPQ8ODtalS5cyfdRi5cqV8vb21vXr180rKG/ZskVVq1bVihUr7vrYzGzHatWqKVeuXJo8ebLi4+Pl4eFhXkvJEffaD1Lr+uc//6n27durcePG2rt3r9atW5fm9EdWauvdu7fmzZunbt26adeuXSpZsqRWrlypLVu2aPr06U67qq+np6eaNGmib775RuPHj08z/cyZM/roo4/MbbF3717NmzdPfn5+GjBggDnfO++8o+bNmyssLEw9evQwh577+vqa1yA6f/68+vbtq4YNG6p///6SpJkzZ+rbb79Vt27d9OOPP9r1USpTpozq1q2rvn37Kikpyfzw8+qrr2b4fKpWraquXbsqKipKcXFxCg8P144dO7R06VK1bdtWDRs2NOfNaL9OrXXfvn3mJSjgBDk0CgwPoZMnTxpdunQxihQpYnh4eBilSpUy+vXrZyQlJRmGcWvo+SuvvGIUK1bM8PLyMurUqWNs3bo1zbDW1KHnK1asSLOO1CG3mzdvNnr37m0ULFjQ8Pb2Njp37mw3rDTVzJkzjXLlyhl58uQx/P39jb59+xp//vmn3Tzh4eFGxYoV0zz2zqHFt2vRooUhyfjpp5/Snb5v3z4jPDzc8PT0NIoXL268+eabxsKFC9Mdet6yZct0l/HFF18YVapUMTw9PY2SJUsakydPNhYtWpRmGTExMUbLli2N/PnzG5LstuXly5eNyMhIo0yZMoa7u7vh5+dnPPXUU8a7775rDlleuXKl0aRJE6No0aKGu7u7ERwcbPTp08c4d+5cunVlJPVvk97t9iHOhmEYycnJxsSJE42QkBDD3d3dqFixot0w5tsdOHDAaNKkiZE3b16jQIECRufOnY2YmJg08+3Zs8eoV6+e4eHhYZQoUcKYNGmSMWPGDENSuvPfLnWIcOrN09PTKFGihNGqVStj0aJF5hD32935+sjsdpw/f75RqlQpI1euXHZDve/2Wsho6Hlm9oPk5GTjtddeM/z8/Iy8efMaTZs2NY4dO5ZmmXer7c591DAMIzY21ujevbvh5+dnuLu7G5UrVzYWL15sN0/qMO133nknzXNSBkPi7/Sf//zHsNls5qUSbt8mt//N3NzcjKJFixovvPCCcezYsTTL+eabb4w6deoYXl5eho+Pj9G6dWvj4MGD5vR27doZ+fPnN3777Te7x6UOk588eXKa5/Svf/3LCAoKMjw8PIx69eoZe/futXvsnUPPDcMwbty4YYwbN84IDQ018uTJYwQFBRmRkZFpXmN326/nzJlj5M2b1xzij+yzGcY9epABj6Bnn31W+/fvvy99WuA8gwcP1rx583TlypUMO8nCtSUnJ6tChQrq0KGD3nzzzZwuR7/99ptCQ0P1zjvvaNiwYTlSwxNPPKEGDRpo2rRpObJ+K6LPDnCHc+fOae3atWk6JiNnpV5XJdXFixf14Ycfqm7dugSdh1iuXLk0fvx4zZo1y+x0/CiLjo7W0aNHFRkZmdOlWAp9doD/c+LECW3ZskULFixQnjx51KdPn5wu6YGIiYm563QvL69sDb13lrCwMDVo0EDly5dXbGysFi5cqISEBI0ePTqnS0M2Pf/883r++edzugyX0KxZM0LffUDYAf7P5s2b1b17dwUHB2vp0qXmFw5aXer1bjLStWtXLVmy5MEUcxctWrTQypUrFRUVJZvNpieffFILFy5U/fr1c7o0AC6OPjvAI+6bb7656/TAwEBVqFDhAVUDAM5H2AEAAJZGB2UAAGBp9NnRre8YOnv2rPLnz8+XrgEA8JAwDEOXL19WYGBgmi+uvR1hR9LZs2cVFBSU02UAAAAHnD59WiVKlMhwOmFHMi99fvr0afn4+ORwNQAAIDMSEhIUFBR0z68wIezo/3/7rI+PD2EHAICHzL26oNBBGQAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWFqOhp3vv/9erVu3VmBgoGw2m1atWmU33TAMjRkzRsWKFZOXl5ciIiJ09OhRu3kuXbqkzp07y8fHRwUKFFCPHj105cqVB/gsAACAK8vRsHP16lVVrVpVs2bNSnf6lClTNGPGDM2dO1fbt29Xvnz51LRpUyUmJprzdO7cWb/88os2bNigL7/8Ut9//7169+79oJ4CAABwcTbDMIycLkK69b0Wn3/+udq2bSvp1lGdwMBAvfLKKxo2bJgkKT4+Xv7+/lqyZIk6duyoQ4cOqUKFCtq5c6dq1KghSYqOjlaLFi30+++/KzAwMFPrTkhIkK+vr+Lj4/luLAAAHhKZff922S8CPXHihGJiYhQREWG2+fr6qnbt2tq6das6duyorVu3qkCBAmbQkaSIiAi5ublp+/btevbZZ9NddlJSkpKSksz7CQkJ9++J4JGUmJioU6dO5XQZgEsKDg6Wp6dnTpeBR4jLhp2YmBhJkr+/v127v7+/OS0mJkZFixa1m547d24VKlTInCc9kyZN0rhx45xcMfD/nTp1itOpQAaioqL02GOP5XQZeIS4bNi5nyIjIzV06FDzfkJCgoKCgnKwIlhNcHCwoqKicroMSDp58qTeeustjRo1SiEhITldDnRr/wAeJJcNOwEBAZKk2NhYFStWzGyPjY1VtWrVzHnOnz9v97ibN2/q0qVL5uPT4+HhIQ8PD+cXDfwfT09PPrm6mJCQEP4mwCPKZa+zExoaqoCAAG3cuNFsS0hI0Pbt2xUWFiZJCgsLU1xcnHbt2mXOs2nTJqWkpKh27doPvGYAAOB6cvTIzpUrV3Ts2DHz/okTJ/Tzzz+rUKFCCg4O1uDBgzVhwgSVLVtWoaGhGj16tAIDA80RW+XLl1ezZs3Uq1cvzZ07Vzdu3FD//v3VsWPHTI/EAgAA1pajYee///2vGjZsaN5P7UfTtWtXLVmyRK+++qquXr2q3r17Ky4uTnXr1lV0dLRdL/5ly5apf//+evrpp+Xm5qb27dtrxowZD/y5AAAA1+Qy19nJSVxnB7CuI0eOqHfv3owAAiwos+/fLttnBwAAwBkIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNJcOuwkJydr9OjRCg0NlZeXl0qXLq0333xThmGY8xiGoTFjxqhYsWLy8vJSRESEjh49moNVAwAAV+LSYWfy5MmaM2eOZs6cqUOHDmny5MmaMmWK3n//fXOeKVOmaMaMGZo7d662b9+ufPnyqWnTpkpMTMzBygEAgKvIndMF3M1PP/2kZ555Ri1btpQklSxZUp988ol27Ngh6dZRnenTp+v111/XM888I0n64IMP5O/vr1WrVqljx445VjsAAHANLn1k56mnntLGjRt15MgRSdLevXv1448/qnnz5pKkEydOKCYmRhEREeZjfH19Vbt2bW3dujXD5SYlJSkhIcHuBgAArMmlj+yMGDFCCQkJKleunHLlyqXk5GS99dZb6ty5syQpJiZGkuTv72/3OH9/f3NaeiZNmqRx48bdv8IBAIDLcOkjO5999pmWLVumjz/+WLt379bSpUv17rvvaunSpdlabmRkpOLj483b6dOnnVQxAABwNS59ZGf48OEaMWKE2femcuXKOnnypCZNmqSuXbsqICBAkhQbG6tixYqZj4uNjVW1atUyXK6Hh4c8PDzua+0AAMA1uPSRnWvXrsnNzb7EXLlyKSUlRZIUGhqqgIAAbdy40ZyekJCg7du3Kyws7IHWCgAAXJNLH9lp3bq13nrrLQUHB6tixYras2ePpk6dqpdeekmSZLPZNHjwYE2YMEFly5ZVaGioRo8ercDAQLVt2zZniwcAAC7BpcPO+++/r9GjR+vll1/W+fPnFRgYqD59+mjMmDHmPK+++qquXr2q3r17Ky4uTnXr1lV0dLQ8PT1zsHIAAOAqbMbtlyN+RCUkJMjX11fx8fHy8fHJ6XIAONGRI0fUu3dvRUVF6bHHHsvpcgA4UWbfv126zw4AAEB2EXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAIClEXYAAICl5XbkQc8++6xsNluadpvNJk9PT5UpU0adOnXS448/nu0CAQAAssOhIzu+vr7atGmTdu/eLZvNJpvNpj179mjTpk26efOmli9frqpVq2rLli3OrhcAACBLHDqyExAQoE6dOmnmzJlyc7uVl1JSUjRo0CDlz59fn376qf75z3/qtdde048//ujUggEAALLCoSM7Cxcu1ODBg82gI0lubm4aMGCAoqKiZLPZ1L9/fx04cMBphQIAADjCobBz8+ZN/frrr2naf/31VyUnJ0uSPD090+3XAwAA8CA5dBrrxRdfVI8ePTRy5EjVrFlTkrRz505NnDhRXbp0kSRt3rxZFStWdF6lAAAADnAo7EybNk3+/v6aMmWKYmNjJUn+/v4aMmSIXnvtNUlSkyZN1KxZM+dVCgAA4ACHwk6uXLk0atQojRo1SgkJCZIkHx8fu3mCg4OzXx0AAEA2ORR2JCk+Pl4xMTGSbo3OAgAAcEVZ7qC8YMECVahQQYUKFVKFChVUvnx58/eFCxfejxoBAAAclqUjO++8847eeOMNDRw4UE2bNpW/v78kKTY2VuvXr9egQYP0559/atiwYfelWAAAgKzKUtiZOXOmFi9erA4dOti1ly9fXg0aNFDVqlU1fPhwwg4AAHAZWTqNdf78eVWuXDnD6ZUrV9aFCxeyXRQAAICzZCns1KxZU2+//bZu3ryZZlpycrImT55sXncHAADAFWT5NFbTpk0VEBCg+vXr2/XZ+f777+Xu7q7169ffl0IBAAAckaUjO1WqVNGRI0f05ptvKn/+/Dp+/LiOHz+u/Pnza8KECfr1119VqVKl+1UrAABAlmX5Ojv58+dX37591bdv3/tRDwAAgFM5dFHBmJgYbd++3byoYLFixVSrVi0uLggAAFxOlsLO1atX1adPH3366aey2WwqVKiQJOnSpUsyDEMvvPCC5s2bp7x5896XYgEAALIqS312Bg0apB07dmjt2rVKTExUbGysYmNjlZiYqK+++ko7duzQoEGD7letAAAAWZalsPPvf/9bS5YsUdOmTZUrVy6zPVeuXGrSpIkWLVqklStXOr1IAAAAR2Up7KSkpMjd3T3D6e7u7kpJScl2UQAAAM6SpbDTqlUr9e7dW3v27Ekzbc+ePerbt69at27ttOIAAACyK0thZ+bMmfL391f16tVVuHBhlS9fXuXLl1fhwoVVo0YNFS1aVDNnzrxftQIAAGRZlkZjFSxYUF9//bV+/fVXbd261Rx6HhAQoLCwMJUrV+6+FAkAAOAoh66zU65cOYINAAB4KGTpNNa9/Pnnn/rggw+cuUgAAIBscWrYOXXqlLp37+7MRQIAAGRLlk5jJSQk3HX65cuXs1UMAACAs2Up7BQoUEA2my3D6YZh3HU6AADAg5al01j58+fXpEmTtGnTpnRvUVFRTi/wzJkz+sc//qHChQvLy8tLlStX1n//+19zumEYGjNmjIoVKyYvLy9FRETo6NGjTq8DAAA8nLJ0ZOfJJ5+UJIWHh6c7vUCBAjIMI/tV/Z8///xTderUUcOGDfX111+rSJEiOnr0qAoWLGjOM2XKFM2YMUNLly5VaGioRo8eraZNm+rgwYPy9PR0Wi0AAODhlKWw06lTJ/31118ZTg8ICNDYsWOzXVSqyZMnKygoSIsXLzbbQkNDzd8Nw9D06dP1+uuv65lnnpEkffDBB/L399eqVavUsWPHdJeblJSkpKQk8/69+iIBAICHV5ZOY/Xq1UsDBw7McLq/v79Tw84XX3yhGjVq6LnnnlPRokX1xBNPaP78+eb0EydOKCYmRhEREWabr6+vateura1bt2a43EmTJsnX19e8BQUFOa1mAADgWpw69PxOlStX1unTpx1+/PHjxzVnzhyVLVtW69atU9++fTVw4EAtXbpUkswrOPv7+9s9zt/f35yWnsjISMXHx5u37NQIAABcm0NXUM6s3377TTdu3HD48SkpKapRo4YmTpwoSXriiSd04MABzZ07V127dnV4uR4eHvLw8HD48QAA4OFxX4/sZFexYsVUoUIFu7by5cvr1KlTkm71EZKk2NhYu3liY2PNaQAA4NHm0mGnTp06Onz4sF3bkSNHFBISIulWZ+WAgABt3LjRnJ6QkKDt27crLCzsgdYKAABc0309jZVdQ4YM0VNPPaWJEyeqQ4cO2rFjh6Kioszr+dhsNg0ePFgTJkxQ2bJlzaHngYGBatu2bc4WDwAAXIJLh52aNWvq888/V2RkpMaPH6/Q0FBNnz5dnTt3Nud59dVXdfXqVfXu3VtxcXGqW7euoqOjucYOAACQ5OJhR5JatWqlVq1aZTjdZrNp/PjxGj9+/AOsCgAAPCyc1mcnLi4uTdu8efPSDAsHAAB4kBwKO5MnT9by5cvN+x06dFDhwoVVvHhx7d2712zv1KmT8uXLl/0qAQAAHORQ2Jk7d6551eENGzZow4YN+vrrr9W8eXMNHz7cqQUCAABkh0N9dmJiYsyw8+WXX6pDhw5q0qSJSpYsqdq1azu1QAAAgOxw6MhOwYIFza9YiI6ONr+byjAMJScnO686AACAbHLoyE67du3UqVMnlS1bVhcvXlTz5s0lSXv27FGZMmWcWiAyLzY2VvHx8TldBuBSTp48afcTwC2+vr6PzCAih8LOtGnTVLJkSZ0+fVpTpkyRt7e3JOncuXN6+eWXnVogMic2Nlb/eLGLblxPyulSAJf01ltv5XQJgEvJ4+6hjz784JEIPA6FnTx58mjYsGFp2ocMGZLtguCY+Ph43biepL9KhSvF0zenywEAuDC3xHjp+GbFx8cTdu7mww8/1Lx583T8+HFt3bpVISEhmj59ukJDQ/XMM884s0ZkQYqnr1Ly+eV0GQAAuAyHOijPmTNHQ4cOVfPmzRUXF2d2Si5QoICmT5/uzPoAAACyxaGw8/7772v+/PkaNWqUcuXKZbbXqFFD+/fvd1pxAAAA2eVQ2Dlx4oSeeOKJNO0eHh66evVqtosCAABwFofCTmhoqH7++ec07dHR0Spfvnx2awIAAHAahzooDx06VP369VNiYqIMw9COHTv0ySefaNKkSVqwYIGzawQAAHCYQ2GnZ8+e8vLy0uuvv65r166pU6dOCgwM1HvvvaeOHTs6u0YAAACHOTz0vHPnzurcubOuXbumK1euqGjRos6sCwAAwCkc6rPTqFEjxcXFSZLy5s1rBp2EhAQ1atTIacUBAABkl0Nh57vvvtP169fTtCcmJuqHH37IdlEAAADOkqXTWPv27TN/P3jwoGJiYsz7ycnJio6OVvHixZ1XHQAAQDZlKexUq1ZNNptNNpst3dNVXl5eev/9951WHAAAQHZlKeycOHFChmGoVKlS2rFjh4oUKWJOc3d3V9GiRe2uqAwAAJDTshR2QkJCJEkpKSn3pRgAAABnc3jouXSr386pU6fSdFZu06ZNtooCAABwFofCzvHjx/Xss89q//79stlsMgxDkmSz2STJ/BZ0AACAnObQ0PNBgwYpNDRU58+fV968efXLL7/o+++/V40aNfTdd985uUQAAADHOXRkZ+vWrdq0aZP8/Pzk5uYmNzc31a1bV5MmTdLAgQO1Z88eZ9cJAADgEIeO7CQnJyt//vySJD8/P509e1bSrQ7Mhw8fdl51AAAA2eTQkZ1KlSpp7969Cg0NVe3atTVlyhS5u7srKipKpUqVcnaNAAAADnMo7Lz++uu6evWqJGn8+PFq1aqV6tWrp8KFC2v58uVOLRAAACA7HAo7TZs2NX8vU6aMfv31V126dEkFCxY0R2QBAAC4giz32blx44Zy586tAwcO2LUXKlSIoAMAAFxOlsNOnjx5FBwczLV0AADAQ8Gh0VijRo3SyJEjdenSJWfXAwAA4FQO9dmZOXOmjh07psDAQIWEhChfvnx203fv3u2U4gAAALLLobDTtm1bJ5cBAABwfzgUdsaOHevsOgAAAO4Lh/rsAAAAPCwyfWQnK9fQoeMyAABwFZkOO9OnTzd/v3jxoiZMmKCmTZsqLCxM0q0vB123bp1Gjx7t9CIBAAAclemw07VrV/P39u3ba/z48erfv7/ZNnDgQM2cOVPffPONhgwZ4twqAQAAHORQn51169apWbNmadqbNWumb775JttFAQAAOItDYadw4cJavXp1mvbVq1ercOHC2S4KAADAWRwaej5u3Dj17NlT3333nWrXri1J2r59u6KjozV//nynFggAAJAdDoWdbt26qXz58poxY4b+85//SJLKly+vH3/80Qw/AAAArsChsCNJtWvX1rJly5xZCwAAgNM51GcnPDxcH3zwgf766y9n1wMAAOBUDoWdJ554QsOGDVNAQIB69eqlbdu2ObsuAAAAp3Ao7EyfPl1nz57V4sWLdf78edWvX18VKlTQu+++q9jYWGfXCAAA4DCHvxsrd+7cateunVavXq3ff/9dnTp10ujRoxUUFKS2bdtq06ZNzqwTAADAIdn+ItAdO3Zo7Nix+te//qWiRYsqMjJSfn5+atWqlYYNG+aMGgEAABzm0Gis8+fP68MPP9TixYt19OhRtW7dWp988omaNm1qfllot27d1KxZM7377rtOLRgAACArHAo7JUqUUOnSpfXSSy+pW7duKlKkSJp5qlSpopo1a2a7QAAAgOxwKOxs3LhR9erVu+s8Pj4++vbbbx0qCgAAwFkc6rNzr6ADAADgKhwKO7GxsXrxxRcVGBio3LlzK1euXHY3AAAAV+Hwd2OdOnVKo0ePVrFixcxOyQAAAK7GobDz448/6ocfflC1atWcXM7dvf3224qMjNSgQYM0ffp0SVJiYqJeeeUVffrpp0pKSlLTpk01e/Zs+fv7P9DaAACAa3LoNFZQUJAMw3B2LXe1c+dOzZs3T1WqVLFrHzJkiNasWaMVK1Zo8+bNOnv2rNq1a/dAawMAAK7L4a+LGDFihH777Tcnl5O+K1euqHPnzpo/f74KFixotsfHx2vhwoWaOnWqGjVqpOrVq2vx4sX66aef+L4uAAAgKQunsQoWLGjXN+fq1asqXbq08ubNqzx58tjNe+nSJedVKKlfv35q2bKlIiIiNGHCBLN9165dunHjhiIiIsy2cuXKKTg4WFu3btXf/va3dJeXlJSkpKQk835CQoJT6wUAAK4j02EntY/Mg/bpp59q9+7d2rlzZ5ppMTExcnd3V4ECBeza/f39FRMTk+EyJ02apHHjxjm7VAAA4IIyHXa6du16P+tI1+nTpzVo0CBt2LBBnp6eTltuZGSkhg4dat5PSEhQUFCQ05YPAABch0OjsSQpOTlZq1at0qFDhyRJFStWVJs2bZx6nZ1du3bp/PnzevLJJ+3W+/3332vmzJlat26drl+/rri4OLujO7GxsQoICMhwuR4eHvLw8HBanQAAwHU5FHaOHTumFi1a6MyZM3r88ccl3To1FBQUpLVr16p06dJOKe7pp5/W/v377dq6d++ucuXK6bXXXlNQUJDy5MmjjRs3qn379pKkw4cP69SpUwoLC3NKDQAA4OHmUNgZOHCgSpcurW3btqlQoUKSpIsXL+of//iHBg4cqLVr1zqluPz586tSpUp2bfny5VPhwoXN9h49emjo0KEqVKiQfHx8NGDAAIWFhWXYORkAADxaHAo7mzdvtgs6klS4cGG9/fbbqlOnjtOKy4xp06bJzc1N7du3t7uoIAAAgORg2PHw8NDly5fTtF+5ckXu7u7ZLupuvvvuO7v7np6emjVrlmbNmnVf1wsAAB5ODl1UsFWrVurdu7e2b98uwzBkGIa2bdumf/7zn2rTpo2zawQAAHCYQ2FnxowZKl26tMLCwuTp6SlPT0/VqVNHZcqU0XvvvefsGgEAABzm0GmsAgUKaPXq1Tp69KgOHTokm82m8uXLq0yZMs6uDwAAIFscvs6OJJUtW9YMOLd/lQQAAICrcOg0liQtXLhQlSpVMk9jVapUSQsWLHBmbQAAANnm0JGdMWPGaOrUqeY1bSRp69atGjJkiE6dOqXx48c7tUgAAABHORR25syZo/nz5+uFF14w29q0aaMqVapowIABhB0AAOAyHDqNdePGDdWoUSNNe/Xq1XXz5s1sFwUAAOAsDoWdF198UXPmzEnTHhUVpc6dO2e7KAAAAGfJ9GmsoUOHmr/bbDYtWLBA69evN7+Davv27Tp16pS6dOni/CoBAAAclOmws2fPHrv71atXlyT973//kyT5+fnJz89Pv/zyixPLAwAAyJ5Mh51vv/32ftYBAABwX2S5z86NGzeUO3duHThw4H7UAwAA4FRZDjt58uRRcHCwkpOT70c9AAAATuXQaKxRo0Zp5MiRunTpkrPrAQAAcCqHLio4c+ZMHTt2TIGBgQoJCVG+fPnspu/evdspxQEAAGSXQ2Gnbdu2Ti4DAADg/nAo7IwdO9bZdQAAANwXDn/rOQAAwMPAoSM7ycnJmjZtmj777DOdOnVK169ft5tOx2UAAOAqHDqyM27cOE2dOlXPP/+84uPjNXToULVr105ubm564403nFwiAACA4xwKO8uWLdP8+fP1yiuvKHfu3HrhhRe0YMECjRkzRtu2bXN2jQAAAA5zKOzExMSocuXKkiRvb2/Fx8dLklq1aqW1a9c6rzoAAIBscijslChRQufOnZMklS5dWuvXr5ck7dy5Ux4eHs6rDgAAIJscCjvPPvusNm7cKEkaMGCARo8erbJly6pLly566aWXnFogAABAdjg0Guvtt982f3/++ecVEhKin376SWXLllXr1q2dVhwAAEB2OXRkZ9KkSVq0aJF5/29/+5uGDh2qP/74Q5MnT3ZacQAAANnlUNiZN2+eypUrl6a9YsWKmjt3braLAgAAcBaHR2MVK1YsTXuRIkXMjssAAACuwKGwExQUpC1btqRp37JliwIDA7NdFAAAgLM41EG5V69eGjx4sG7cuKFGjRpJkjZu3KhXX31Vr7zyilMLBAAAyA6Hws7w4cN18eJFvfzyy+b3Ynl6euq1115TZGSkUwsEAADIDofCjs1m0+TJkzV69GgdOnRIXl5eKlu2LBcUBAAALsehsJPK29tbNWvWdFYtAAAATudQB2UAAICHBWEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYWu6cLgDO5fZXXE6XAABwcY/aewVhx2K8Tnyf0yUAAOBSCDsW81dofaV4FcjpMgAALsztr7hH6sMxYcdiUrwKKCWfX06XAQCAy3D5DsqTJk1SzZo1lT9/fhUtWlRt27bV4cOH7eZJTExUv379VLhwYXl7e6t9+/aKjY3NoYoBAIArcfmws3nzZvXr10/btm3Thg0bdOPGDTVp0kRXr1415xkyZIjWrFmjFStWaPPmzTp79qzatWuXg1UDAABX4fKnsaKjo+3uL1myREWLFtWuXbtUv359xcfHa+HChfr444/VqFEjSdLixYtVvnx5bdu2TX/7299yomwAAOAiXP7Izp3i4+MlSYUKFZIk7dq1Szdu3FBERIQ5T7ly5RQcHKytW7emu4ykpCQlJCTY3QAAgDU9VGEnJSVFgwcPVp06dVSpUiVJUkxMjNzd3VWgQAG7ef39/RUTE5PuciZNmiRfX1/zFhQUdL9LBwAAOeShCjv9+vXTgQMH9Omnn2ZrOZGRkYqPjzdvp0+fdlKFAADA1bh8n51U/fv315dffqnvv/9eJUqUMNsDAgJ0/fp1xcXF2R3diY2NVUBAQLrL8vDwkIeHx/0uGQAAuACXP7JjGIb69++vzz//XJs2bVJoaKjd9OrVqytPnjzauHGj2Xb48GGdOnVKYWFhD7pcAADgYlz+yE6/fv308ccfa/Xq1cqfP7/ZD8fX11deXl7y9fVVjx49NHToUBUqVEg+Pj4aMGCAwsLCGIkFAABcP+zMmTNHktSgQQO79sWLF6tbt26SpGnTpsnNzU3t27dXUlKSmjZtqtmzZz/gSgEAgCty+bBjGMY95/H09NSsWbM0a9asB1ARAAB4mLh8nx0AAIDsIOwAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLy53TBcC53BLjc7oEAICLe9TeKwg7FuHr66s87h7S8c05XQoA4CGQx91Dvr6+OV3GA0HYsQh/f3999OEHio9/tNI6cC8nT57UW2+9pVGjRikkJCSnywFchq+vr/z9/XO6jAeCsGMh/v7+j8wLF8iqkJAQPfbYYzldBoAcQAdlAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaZYJO7NmzVLJkiXl6emp2rVra8eOHTldEgAAcAGWCDvLly/X0KFDNXbsWO3evVtVq1ZV06ZNdf78+ZwuDQAA5LDcOV2AM0ydOlW9evVS9+7dJUlz587V2rVrtWjRIo0YMSLN/ElJSUpKSjLvJyQkPLBa8WhITEzUqVOncroMSDp58qTdT+S84OBgeXp65nQZeIQ89GHn+vXr2rVrlyIjI802Nzc3RUREaOvWrek+ZtKkSRo3btyDKhGPoFOnTql37945XQZu89Zbb+V0Cfg/UVFReuyxx3K6DDxCHvqwc+HCBSUnJ8vf39+u3d/fX7/++mu6j4mMjNTQoUPN+wkJCQoKCrqvdeLREhwcrKioqJwuA3BJwcHBOV0CHjEPfdhxhIeHhzw8PHK6DFiYp6cnn1wBwEU89B2U/fz8lCtXLsXGxtq1x8bGKiAgIIeqAgAAruKhDzvu7u6qXr26Nm7caLalpKRo48aNCgsLy8HKAACAK7DEaayhQ4eqa9euqlGjhmrVqqXp06fr6tWr5ugsAADw6LJE2Hn++ef1xx9/aMyYMYqJiVG1atUUHR2dptMyAAB49NgMwzByuoiclpCQIF9fX8XHx8vHxyenywEAAJmQ2ffvh77PDgAAwN0QdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKVZ4grK2ZV6XcWEhIQcrgQAAGRW6vv2va6PTNiRdPnyZUlSUFBQDlcCAACy6vLly/L19c1wOl8XoVvfkn727Fnlz59fNpstp8sB4EQJCQkKCgrS6dOn+ToYwGIMw9Dly5cVGBgoN7eMe+YQdgBYGt99B4AOygAAwNIIOwAAwNIIOwAszcPDQ2PHjpWHh0dOlwIgh9BnBwAAWBpHdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKX9P0ytbH4R25t/AAAAAElFTkSuQmCC\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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UkZGRtr/mWrVqpdDQUC1cuNDudMp//vMf7du3T927d5d05YOvefPmWrp0qd02161bV6Jz5w0aNFB2drZ27dplazt+/Hixl3ZXFn369NEPP/xgF1IOHDigDRs2qG/fvra2P/zhDwoODtaCBQvsnr9gwQLVqFHD9j62atVKISEhevvtt20fZJK0fPnymz5VlpeXp8cff1xnzpzRK6+8ct0jHTfaLyTJ39+/yLiyunz5st566y3b44KCAr311luqU6eOWrZsKenKPiJJGzdutKt10aJFRbZX0tqu3m+vDkm7d+/W2rVr1a1bt7J+S0XEx8fr7NmzpTpdt3r1aknSXXfdJUm2eq5d3di6CKJ1P5KkYcOGqbCwUIsXL9aiRYvk6empoUOHOjyClJycbPfYujJ1165di62tW7du2rp1q1JSUmxt58+f16JFi1SvXj3bXDlrGHT0x4ok7d27VxcvXrS7wgnmxKXZcInc3Fzddttt6tOnj+666y7VrFlTX331lX744QfNnDlTkuTl5aXp06dr8ODBeuCBB/TYY4/ZLs2uV6+exowZY9teUlKSunfvrnvvvVdDhgzRmTNnNG/ePMXGxtr+sixO//799eKLL+qRRx6xrYq7YMECNWrUqMiaNxXh/fff15EjR2zrh2zcuFFvvPGGJOnxxx+3/dU5YsQIvf322+revbvGjRsnLy8vzZo1S2FhYbZJmdKVUy6vv/66EhMT1bdvX3Xp0kWbNm3SsmXLNHXqVNvkU29vb02ePFnPPvus/vCHP6hfv346fPiwlixZogYNGpT4iMPvv/+uZcuWSbryV/3evXu1cuVKZWRk6Pnnn7ebbHutkuwX0pXLylesWKGxY8eqdevWqlmzph566KFSvMv/JzIyUtOnT9fhw4fVqFEjrVixQqmpqVq0aJFttd7Y2Fi1a9dO48eP15kzZxQcHKwPP/zQLvSVpbY333xTXbt2VXx8vIYOHWq7NDswMNCp96vq3r27PD099dVXX2n48OFF+jdt2mSba3XmzBn961//0rfffqv+/fsrJiZG0pVQM2jQIC1atEhZWVl64IEHtHXrVi1dulS9evXSgw8+KEl699139fnnn2vJkiW2y/nnzZungQMHasGCBUXWO0pLS9PDDz+sP/7xj0pJSdGyZcv0pz/9yRaiHHnppZf0v//7v+ratatGjRql4OBgLV26VGlpafrkk0/k7n7l7/QGDRooKChICxcuVK1ateTv76+2bdva5lStW7dONWrUUKdOnW7yHYbLufRaKlRb+fn5xgsvvGDcddddRq1atQx/f3/jrrvucrg67IoVK4wWLVoYPj4+RnBwsDFgwADj2LFjRcZ98sknRuPGjQ0fHx+jSZMmxqeffurwsms5uNx57dq1RtOmTQ1vb2/jzjvvNJYtW1bspdnXXjZsveT2zTfftGsvbnXVG7FeLuzo6+pLgA3DMI4ePWr06dPHCAgIMGrWrGn06NHDOHjwoMPtLlq0yLjzzjsNb29vo0GDBsbs2bONwsLCIuPmzp1r1K1b1/Dx8THatGljbN682WjZsqXxxz/+8Ya1161b11arm5ubERAQYMTGxhrDhg0ztmzZ4vA5V/88SrpfnDt3zvjTn/5kBAUF2V1+f733vLhLs2NjY41t27YZ8fHxhq+vr1G3bl3j73//e5Hn//rrr0ZCQoLh4+NjhIWFGS+//LKxbt26ItssrjZHl2YbhmF89dVXxj333GP4+fkZAQEBxkMPPWTs3bvXbox1Xzx58qRde3GXjDvy8MMPGx07dnT4nlz95e3tbcTExBhTp061XZpudenSJWPKlClGdHS04eXlZURFRRnjx483Ll68aBjGlf0xMDDQeOihh4q8/iOPPGL4+/sbhw4dsvue9u7da/Tp08eoVauWUbt2bWPkyJF2SzEYhuMVgH/99VejT58+RlBQkOHr62u0adPGWL16dZHX/eyzz4wmTZoYnp6eRd7/tm3bGgMHDrzhe4fKz80wymF2IoAqo7CwUHXq1NGjjz6qt99+29XloIysKznv37/f4ZV/FW3y5MmaMmWKTp486ZIJuKmpqbr77ru1Y8eOIvdtgvkwZwaAzcWLF4vMa3jvvfd05syZm7qdAVzvvvvuU+fOnTVjxgxXl1IpTJs2TX369CHIVBHMmQEqQF5e3g0nhQYHB5f7HZ1v5Pvvv9eYMWPUt29fhYSEaMeOHVq8eLGaNm1qN6kY5lTRyx5UZh9++KGrS4ATEWaACrBixQoNHjz4umO+/vprlx/9qFevnqKiojR37lzbRNcnnnhC06ZNc3nQAoDiMGcGqADHjx/Xnj17rjumZcuWTrttAABUJ4QZAABgakwABgAAplbl58wUFhYqPT1dtWrV4mZiAACYhGEYys3NVWRkpG0hxOJU+TCTnp5e5G7GAADAHI4ePWpbTbo4VT7MWG+2d/ToUQUEBLi4GgAAUBI5OTmKioqyfY5fT5UPM9ZTSwEBAYQZAABMpiRTRJgADAAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATK3KL5oHoGqyWCzatWuXzpw5o+DgYMXFxcnDw8PVZQFwAcIMANPZuHGj5s+fr4yMDFtbeHi4RowYofvvv9+FlQFwBU4zATCVjRs3atKkSapfv76Sk5P1xRdfKDk5WfXr19ekSZO0ceNGV5cIoIK5GYZhuLqI8pSTk6PAwEBlZ2dzbybA5CwWiwYMGKD69evrjTfekLv7//09VlhYqFdffVVpaWlatmwZp5wAkyvN5zdHZgCYxq5du5SRkaEBAwbYBRlJcnd314ABA3T8+HHt2rXLRRUCcAXCDADTOHPmjCQpOjraYb+13ToOQPVAmAFgGsHBwZKktLQ0h/3Wdus4ANUDYQaAacTFxSk8PFzLly9XYWGhXV9hYaGWL1+uiIgIxcXFuahCAK5AmAFgGh4eHhoxYoRSUlL06quvas+ePbpw4YL27NmjV199VSkpKXrmmWeY/AtUM1zNBMB0HK0zExERoWeeeYZ1ZoAqojSf34QZAKbECsBA1Vaaz29WAAZgSh4eHmrRooWrywBQCTBnBgAAmBphBgAAmJpLw4zFYtGECRMUHR0tPz8/NWjQQK+//rqunsZjGIYmTpyoiIgI+fn5KSEhQQcPHnRh1QAAoDJxaZiZPn26FixYoL///e/at2+fpk+frhkzZmjevHm2MTNmzNDcuXO1cOFCbdmyRf7+/urSpYsuXrzowsoBAEBl4dKrmXr06KGwsDAtXrzY1ta7d2/5+flp2bJlMgxDkZGRev755zVu3DhJUnZ2tsLCwrRkyRL179+/yDbz8/OVn59ve5yTk6OoqCiuZgIAwERMc6PJ9u3ba/369fr5558lST/++KO+++47de3aVdKVpckzMjKUkJBge05gYKDatm2rlJQUh9tMSkpSYGCg7SsqKqr8vxEAAOAyLr00+6WXXlJOTo5iYmLk4eEhi8WiqVOnasCAAZJkWxArLCzM7nlhYWF2i2Vdbfz48Ro7dqztsfXIDAAAqJpcGmY++ugjLV++XB988IFiY2OVmpqq0aNHKzIyUoMGDSrTNn18fOTj4+PkSgEAQGXl0jDzwgsv6KWXXrLNfWnWrJmOHDmipKQkDRo0SOHh4ZKkzMxMRURE2J6XmZmp5s2bu6JkAABQybh0zsyFCxfk7m5fgoeHh+1uuNHR0QoPD9f69ett/Tk5OdqyZYvi4+MrtFYAAFA5ufTIzEMPPaSpU6fq9ttvV2xsrHbu3KlZs2ZpyJAhkiQ3NzeNHj1ab7zxhho2bKjo6GhNmDBBkZGR6tWrlytLBwAAlYRLw8y8efM0YcIEjRgxQidOnFBkZKSeeuopTZw40TbmL3/5i86fP6/hw4crKytL9957r7788kv5+vq6sHIAAFBZcNdsAABQ6ZhmnRkAAICbRZgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACmRpgBAACm5vIw8/vvv2vgwIEKCQmRn5+fmjVrpm3bttn6DcPQxIkTFRERIT8/PyUkJOjgwYMurBgAAFQmLg0zZ8+e1T333CMvLy/95z//0d69ezVz5kzVrl3bNmbGjBmaO3euFi5cqC1btsjf319dunTRxYsXXVg5AACoLNwMwzBc9eIvvfSSNm/erE2bNjnsNwxDkZGRev755zVu3DhJUnZ2tsLCwrRkyRL179+/yHPy8/OVn59ve5yTk6OoqChlZ2crICCgfL4RAADgVDk5OQoMDCzR57dLj8z861//UqtWrdS3b1+FhoaqRYsWevvtt239aWlpysjIUEJCgq0tMDBQbdu2VUpKisNtJiUlKTAw0PYVFRVV7t8HAABwHZeGmUOHDmnBggVq2LCh1qxZo2eeeUajRo3S0qVLJUkZGRmSpLCwMLvnhYWF2fquNX78eGVnZ9u+jh49Wr7fBAAAcClPV754YWGhWrVqpb/+9a+SpBYtWmj37t1auHChBg0aVKZt+vj4yMfHx5llAgCASsylR2YiIiLUpEkTu7bGjRvrt99+kySFh4dLkjIzM+3GZGZm2voAAED15tIwc8899+jAgQN2bT///LPq1q0rSYqOjlZ4eLjWr19v68/JydGWLVsUHx9fobUCAIDKyaWnmcaMGaP27dvrr3/9q/r166etW7dq0aJFWrRokSTJzc1No0eP1htvvKGGDRsqOjpaEyZMUGRkpHr16uXK0gEAQCXh0jDTunVrrVq1SuPHj9drr72m6OhozZkzRwMGDLCN+ctf/qLz589r+PDhysrK0r333qsvv/xSvr6+LqwcAABUFi5dZ6YilOY6dQAAUDmYZp0ZAACAm0WYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApkaYAQAApuZZlieNHTvWYbubm5t8fX11xx13qGfPngoODr6p4gAAAG7EzTAMo7RPevDBB7Vjxw5ZLBbdeeedkqSff/5ZHh4eiomJ0YEDB+Tm5qbvvvtOTZo0cXrRpZGTk6PAwEBlZ2crICDApbUAAICSKc3nd5lOM/Xs2VMJCQlKT0/X9u3btX37dh07dkydOnXSY489pt9//13333+/xowZU6ZvAAAAoKTKdGTm1ltv1bp164ocddmzZ486d+6s33//XTt27FDnzp116tQppxVbFhyZAQDAfMr9yEx2drZOnDhRpP3kyZPKycmRJAUFBamgoKAsmwcAACixMp9mGjJkiFatWqVjx47p2LFjWrVqlYYOHapevXpJkrZu3apGjRo5s1YAAIAiynSa6dy5cxozZozee+89Xb58WZLk6empQYMGafbs2fL391dqaqokqXnz5s6st9Q4zQQAgPmU5vO7TGHG6ty5czp06JAkqX79+qpZs2ZZN1VuCDMAAJhPaT6/y7TOjJWXl5fuvPNO+fj43MxmAAAAyqzUc2bWrVunbt26qXbt2qpRo4Zq1Kih2rVrq1u3bvrqq6/Ko0YAAIBilSrMLF26VN26dVNgYKBmz56t1atXa/Xq1Zo9e7aCgoLUrVs3vf/+++VVKwAAQBGlmjPTqFEjPffcc0pMTHTYP3/+fM2ePVsHDx50WoE3izkzAACYT7mtM/Pbb78pISGh2P6OHTvq2LFjpdkkAADATSlVmImNjdXixYuL7X/nnXdcfi8mAABQvZTqaqaZM2eqR48e+vLLL5WQkKCwsDBJUmZmptavX69Dhw7p888/L5dCAQAAHClVmOnQoYN2796tBQsW6Pvvv1dGRoYkKTw8XF27dtXTTz+tevXqlUedAAAADt3UonlmwARgAADMp9wXzbt8+bL27NljOzITERGhxo0by8vLqyybAwAAKLNShZnCwkJNnDhRycnJys7OtusLDAzUyJEjNWXKFLm7l+n+lQAAAKVWqjDz0ksvacmSJZo2bZq6dOliNwF47dq1mjBhggoKCjR9+vRyKRYAAOBapZozEx4erqVLl6pLly4O+9esWaMnnnhCmZmZTivwZjFnBgAA8ym3RfNyc3MVGRlZbH9ERITOnz9fmk0CAADclFKFmQ4dOmjcuHE6depUkb5Tp07pxRdfVIcOHZxVGwAAwA2Vas7MwoUL1a1bN0VERKhZs2Z2c2Z++uknNWnSRKtXry6XQgEAABwp9TozhYWFWrNmTZFF8+Lj49W5c+dKdyUTc2YAADCf0nx+s2geAACodMptAvCNnD9/Xhs3bnTmJgEAAK7LqWHml19+0YMPPujMTQIAAFxX5ZrgAgAAUEqlupopODj4uv0Wi+WmigEAACitUoWZ/Px8PfPMM2rWrJnD/iNHjmjKlClOKQwAAKAkShVmmjdvrqioKA0aNMhh/48//kiYAQAAFapUc2a6d++urKysYvuDg4P1xBNP3GxNAAAAJcY6MwAAoNJx2Toz1+revbuOHz9eni8BAACquXINMxs3blReXl55vgQAAKjmWGcGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYWrmGmZdffvmG93MCAAC4GWVeNC89PV3fffedTpw4ocLCQru+UaNGOaU4Z2DRPAAAzKc0n9+lujeT1ZIlS/TUU0/J29tbISEhcnNzs/W5ublVqjADAACqtjIdmYmKitLTTz+t8ePHy929ck+74cgMAADmU+63M7hw4YL69+/v9CAzbdo0ubm5afTo0ba2ixcvKjExUSEhIapZs6Z69+6tzMxMp74uAAAwrzKlkaFDh2rlypVOLeSHH37QW2+9pbi4OLv2MWPG6N///rdWrlypb7/9Vunp6Xr00Ued+toAAMC8ynSayWKxqEePHsrLy1OzZs3k5eVl1z9r1qxSbe/cuXO6++67NX/+fL3xxhtq3ry55syZo+zsbNWpU0cffPCB+vTpI0nav3+/GjdurJSUFLVr167ItvLz85Wfn297nJOTo6ioKE4zAQBgIuV+mikpKUlr1qxRZmamfvrpJ+3cudP2lZqaWurtJSYmqnv37kpISLBr3759uy5dumTXHhMTo9tvv10pKSnF1hYYGGj7ioqKKnU9AADAPMp0NdPMmTP1zjvv6Mknn7zpAj788EPt2LFDP/zwQ5G+jIwMeXt7KygoyK49LCxMGRkZDrc3fvx4jR071vbYemQGAABUTWUKMz4+Prrnnntu+sWPHj2q5557TuvWrZOvr+9Nb0+6UpuPj49TtgUAACq/Mp1meu655zRv3rybfvHt27frxIkTuvvuu+Xp6SlPT099++23mjt3rjw9PRUWFqaCggJlZWXZPS8zM1Ph4eE3/foAAMD8ynRkZuvWrdqwYYNWr16t2NjYIhOAP/300xJtp2PHjvrpp5/s2gYPHqyYmBi9+OKLioqKkpeXl9avX6/evXtLkg4cOKDffvtN8fHxZSkdAABUMWUKM0FBQU65PLpWrVpq2rSpXZu/v79CQkJs7UOHDtXYsWMVHBysgIAAPfvss4qPj3d4JRMAAKh+yhRm3n33XWfXUazZs2fL3d1dvXv3Vn5+vrp06aL58+dX2OsDAIDKrcw3mjQLbmcAAID5lPuNJqOjo+1uLnmtQ4cOlWWzAAAApVamMHP1vZMk6dKlS9q5c6e+/PJLvfDCC86oCwAAoETKFGaee+45h+3Jycnatm3bTRUEAABQGk697XXXrl31ySefOHOTAOCQxWLRzp07tX79eu3cuVMWi8XVJQFwkTIdmSnOxx9/rODgYGduEgCK2Lhxo+bPn293W5Pw8HCNGDFC999/vwsrA+AKZQozLVq0sJsAbBiGMjIydPLkSS6bBlCuNm7cqEmTJik+Pl4TJkxQdHS00tLStHz5ck2aNElTpkwh0ADVTJkuzZ4yZYrdY3d3d9WpU0cdOnRQTEyM04pzBi7NBqoOi8WiAQMGqH79+nrjjTfk7v5/Z8oLCwv16quvKi0tTcuWLZOHh4cLKwVws8r90uxJkyaVqTAAuBm7du1SRkaGJkyYYBdkpCt/VA0YMECJiYnatWuXWrRo4aIqAVS0EoeZnJwcWzLKycm57liOgAAoD2fOnJF0Za0rR6zt1nEAqocSh5natWvr+PHjCg0NVVBQkMNF8wzDkJubG1cVACgX1gsM0tLSFBsbW6Q/LS3NbhyA6qHEYWbDhg22/0F8/fXX5VYQABQnLi5O4eHhWr58ucM5M8uXL1dERITi4uJcWCWAisa9mQCYytVXMw0YMMDuaqaUlBSuZgKqiNJ8fpc4zOzatavEBVSmv4oIM0DV42idmYiICD3zzDMEGaCKKJcw4+7uLjc3N9u8mOupTHNmCDNA1WSxWLRr1y6dOXNGwcHBiouL43JsoAopl0uzrRPrJGnnzp0aN26cXnjhBcXHx0uSUlJSNHPmTM2YMaOMZQNAyXl4eHD5NQBJpQgzdevWtf27b9++mjt3rrp162Zri4uLU1RUlCZMmKBevXo5tUgAAIDilOlGkz/99JPDdR6io6O1d+/emy4KAACgpMoUZho3bqykpCQVFBTY2goKCpSUlKTGjRs7rTgAAIAbKdPtDBYuXKiHHnpIt912m+3KpV27dsnNzU3//ve/nVogAADA9ZR5nZnz589r+fLl2r9/v6QrR2v+9Kc/yd/f36kF3iyuZgIAwHzK/UaTkuTv76/hw4eX9ekAAABOUeYw8+uvv2rOnDnat2+fJCk2NlajRo1SgwYNnFYcAADAjZRpAvCaNWvUpEkTbd26VXFxcYqLi9P333+v2NhYrVu3ztk1AgAAFKtMc2ZatGihLl26aNq0aXbtL730ktauXasdO3Y4rcCbxZwZAADMpzSf32U6MrNv3z4NHTq0SPuQIUNYZwYAAFSoMoWZOnXqKDU1tUh7amqqQkNDb7YmAACAEivTBOBhw4Zp+PDhOnTokNq3by9J2rx5s6ZNm6bnn3/eqQUCAABcT5nmzBiGoTlz5mjmzJlKT0+XJN16660aN26cRo0adcO7alck5swAAGA+5T5n5uLFi3rqqad07NgxZWdnKzU1VWPHjlVMTEylCjIAAKDqK1OY6dmzp9577z1JksViUefOnTVr1iz16tVLCxYscGqBAAAA11OmMLNjxw7dd999kqSPP/5YYWFhOnLkiN577z3NnTvXqQUCAABcT5nCzIULF1SrVi1J0tq1a/Xoo4/K3d1d7dq105EjR5xaIAAAwPWUKczccccd+uc//6mjR49qzZo16ty5syTpxIkTTLIFAAAVqkxhZuLEiRo3bpzq1auntm3bKj4+XtKVozQtWrRwaoEAAADXU6ZLsyUpIyNDx48f11133SV39yuZaOvWrQoICFBMTIxTi7wZXJoNAID5lObzu8x3zQ4PD1d4eLhdW5s2bcq6OQAAgDIp02kmAACAyoIwAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATK3M92YCAFeyWCzatWuXzpw5o+DgYMXFxcnDw8PVZQFwAcIMANPZuHGjkpOTlZmZaWsLCwtTYmKi7r//fhdWBsAVOM0EwFQ2btyoiRMnKisry649KytLEydO1MaNG11TGACXIcwAMA2LxaJZs2Zdd8ysWbNksVgqqCIAlQFhBoBppKam2o7I3H333UpOTtYXX3yh5ORk3X333ZKuHKFJTU11XZEAKhxhBoBp7Ny5U5LUpEkTTZ06VbGxsapRo4ZiY2M1depUNWnSxG4cgOqBMAPANKwTfhMSEuTubv+/L3d3d3Xs2NFuHIDqgTADwDTCwsIkSV999ZUKCwvt+goLC7V+/Xq7cQCqB8IMANNo0aKFJGnv3r165ZVXtGfPHl24cEF79uzRK6+8or1799qNA1A9sM4MANNo3ry5goKClJWVpR9++EEpKSm2Pi8vL0lSUFCQmjdv7qIKAbgCR2YAmIaHh4fGjh0rSbp8+bJd36VLlyRJY8eOZSVgoJohzAAwlTVr1txUP4Cqh9NMAEwjLy9PmzdvliS1adNG8fHx8vHxUX5+vlJSUrR161Zt3rxZeXl58vPzc3G1ACoKYQaAaSxYsECSdOutt2ratGl2l2f37NlTAwcOVHp6uhYsWGA7HQWg6uM0EwDTOHDggCRp2LBhDteZ+fOf/2w3DkD1QJgBYBo1a9aUJO3Zs8dhv/XSbOs4ANUDYQaAafTr10+S9Omnn+rcuXNauXKl/va3v2nlypU6d+6cVq1aZTcOQPXgZhiG4eoiylNOTo4CAwOVnZ2tgIAAV5cD4CZYLBZ17dpVBQUFxY7x8fHRF198weXZgMmV5vObIzMATMPDw0OtW7e+7phWrVoRZIBqhjADwDQKCgr03//+97pj/vvf/173yA2AqocwA8A0PvnkExmGITc3N4f9bm5uMgxDn3zySQVXBsCVCDMATMO6YF5xU/2s7dZxAKoHwgwA07BYLE4dB6BqcGmYSUpKUuvWrVWrVi2FhoaqV69eRRa7unjxohITExUSEqKaNWuqd+/eyszMdFHFAFzp3Llzdo87d+6sf/zjH+rcufN1xwGo2lwaZr799lslJibq+++/17p163Tp0iV17txZ58+ft40ZM2aM/v3vf2vlypX69ttvlZ6erkcffdSFVQNwldOnT9v+XbNmTWVmZmru3LnKzMy0Wyjv6nEAqr5Ktc7MyZMnFRoaqm+//Vb333+/srOzVadOHX3wwQfq06ePJGn//v1q3LixUlJS1K5duyLbyM/PV35+vu1xTk6OoqKiWGcGqAI6duxYolNIHh4eWr9+fQVUBKC8mHadmezsbElScHCwJGn79u26dOmSEhISbGNiYmJ0++23KyUlxeE2kpKSFBgYaPuKiooq/8IBVIiS3gmbO2YD1UulCTOFhYUaPXq07rnnHjVt2lSSlJGRIW9vbwUFBdmNDQsLU0ZGhsPtjB8/XtnZ2bavo0ePlnfpACpI48aNnToOQNXg6eoCrBITE7V792599913N7UdHx8f+fj4OKkqAJVJaGioU8cBqBoqxZGZkSNHavXq1fr6669122232drDw8NVUFCgrKwsu/GZmZkKDw+v4CoBuFpJr2TkikegenFpmDEMQyNHjtSqVau0YcMGRUdH2/W3bNlSXl5edhP5Dhw4oN9++03x8fEVXS4AF/Py8nLqOABVg0tPMyUmJuqDDz7QZ599plq1atnmwQQGBsrPz0+BgYEaOnSoxo4dq+DgYAUEBOjZZ59VfHy8wyuZAFRtTAAG4IhLw8yCBQskSR06dLBrf/fdd/Xkk09KkmbPni13d3f17t1b+fn56tKli+bPn1/BlQKoDPLy8pw6DkDV4NIwU5Ilbnx9fZWcnKzk5OQKqAhAZWZdvsFZ4wBUDZViAjAAlMSlS5ecOg5A1UCYAQAApkaYAWAaNWrUcOo4AFUDYQaAaVy+fNmp4wBUDYQZAKbh7e3t1HEAqgbCDAAAMDXCDADTKCgocOo4AFUDYQaAaXCaCYAjhBkAAGBqhBkApnHx4kWnjgNQNRBmAJhGTk6OU8cBqBoIMwBMw9fX1/ZvT0/7W8td/fjqcQCqPsIMANO4OqRYLBa7vqsfE2aA6oUwA8A06tevb/u3YRh2fVc/vnocgKqPMAPANG6//XanjgNQNRBmAJhGz5495eHhIQ8PD4f91r6ePXtWcGUAXIkwA8A0vL291a5dO1ksFnl6eqphw4Zq2rSpGjZsKE9PT1ksFrVr145F84BqxvPGQwCgcrBYLPr1118VGRmpzMxMHTx40Nbn4eGhyMhIHTp0SBaLpdijNwCqHsIMANPYtWuXMjIylJycrIYNG+qzzz5Tenq6IiMj1bNnTx08eFCJiYnatWuXWrRo4epyAVQQwgwA0zhz5owkKTo6Wt7e3urbt69df3R0tN04ANUDc2YAmEZwcLAkKS0tzWG/td06DkD1QJgBYBpxcXEKDw/X8uXLdenSJe3cuVPr16/Xzp07denSJS1fvlwRERGKi4tzdakAKhCnmQCYhoeHh0aMGKGJEyeqR48eys/Pt/X5+PgoPz9fr732GpN/gWqGIzMATMfNza1U7QCqNsIMANOwWCyaP3++GjVqpFq1atn11apVS40aNdKCBQuK3LcJQNXGaSYApmG9NDsjI6NI36lTp3Tq1CnbOC7NBqoPwgwA07CGFUmqXbu2OnXqpMjISKWnp2vdunU6e/ZskXEAqj7CDADTOH36tKQrk329vLz00Ucf2fpCQ0Pl7e2tgoIC2zgA1QNzZgCYxi+//CJJys/PV1ZWll1fVlaWCgoK7MYBqB4IMwBMIy8vz/Zva3Bx9PjqcQCqPsIMANO4emXfay/DvvoxKwAD1QthBoBp1KhRw/ZvT0/7KX9XP756HICqjzADwDR+/fVX278vXbpk13f146vHAaj6CDMATMPHx0fSjVcAto4DUD0QZgCYxi233CJJMgzDYb+13ToOQPVAmAFgGo0aNXLqOABVA2EGgGkcOHDAqeMAVA2EGQCmUdLbFHA7A6B6IcwAMI3c3FynjgNQNRBmAJjG4cOHnToOQNVAmAFgGufPn3fqOABVA2EGgGkUFhY6dRyAqoEwA8A03N1L9r+sko4DUDXwGw8AAEyNMAPANIpb+bes4wBUDYQZAKZBmAHgCGEGgGkwZwaAI/zGAzANjswAcIQwA8A0CDMAHCHMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAUyPMAAAAU/N0dQGA2Vy8eFG//fabq8vADfz888+uLqFauv322+Xr6+vqMlDNEGaAUvrtt980fPhwV5eBG+Bn5BqLFi1So0aNXF0GqhlThJnk5GS9+eabysjI0F133aV58+apTZs2ri6rwmVmZio7O9vVZVR7+fn5euWVV1xdRrU0derUEo/lZ+Qa+fn5HBWrBAIDAxUWFubqMiqMm2EYhquLuJ4VK1boiSee0MKFC9W2bVvNmTNHK1eu1IEDBxQaGnrD5+fk5CgwMFDZ2dkKCAiogIrLR2ZmpgYMfFyXLxW4uhQAQCXn6eWt5cveN3WgKc3nd6WfADxr1iwNGzZMgwcPVpMmTbRw4ULVqFFD77zzjsPx+fn5ysnJsfuqCrKzswkyAIASuXypoFodya/UYaagoEDbt29XQkKCrc3d3V0JCQlKSUlx+JykpCQFBgbavqKioiqq3HIVGBgoTy9vV5cBADABTy9vBQYGurqMClOp58ycOnVKFoulyGGysLAw7d+/3+Fzxo8fr7Fjx9oe5+TkVIlAExYWpuXL3q9WSbuyys/PV0ZGhqvLqPYczZ9hnozrhYeHy8fHx9VlVHvVbc5MpQ4zZeHj41Nlf5HCwsKq1c5ZmTVr1szVJVR7nTp1cnUJACqJSn2a6ZZbbpGHh4cyMzPt2jMzMxUeHu6iqgAAQGVSqcOMt7e3WrZsqfXr19vaCgsLtX79esXHx7uwMgAAUFlU+tNMY8eO1aBBg9SqVSu1adNGc+bM0fnz5zV48GBXlwYAACqBSh9m/t//+386efKkJk6cqIyMDDVv3lxffvklc0cAAIAkEyyad7OqyqJ5AABUJ1Vq0TwAAIDrIcwAAABTI8wAAABTI8wAAABTI8wAAABTI8wAAABTI8wAAABTI8wAAABTq/QrAN8s65qAOTk5Lq4EAACUlPVzuyRr+1b5MJObmytJioqKcnElAACgtHJzcxUYGHjdMVX+dgaFhYVKT09XrVq15Obm5upyADhRTk6OoqKidPToUW5XAlQxhmEoNzdXkZGRcne//qyYKh9mAFRd3HsNgMQEYAAAYHKEGQAAYGqEGQCm5ePjo0mTJsnHx8fVpQBwIebMAAAAU+PIDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMLX/DxmhHMSue8imAAAAAElFTkSuQmCC\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":{}}],"source":["from data_analysis_functions import plot_univariate_variable_analysis\n","for feature, graph_type in graph_type_per_feature.items():\n"," plot_univariate_variable_analysis(df_refined, feature, graph_type)"]},{"cell_type":"code","execution_count":132,"metadata":{"id":"yWRW-IQXKal3","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739993974526,"user_tz":-60,"elapsed":6183,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e5624615-1164-400a-b91b-f928dc484dd2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 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":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["# explode lists\n","for feature, graph_type in added_containing_lists_features_graphs_types.items():\n"," plot_univariate_variable_analysis(df_refined.explode(feature), feature, graph_type, is_splitted=True)"]},{"cell_type":"code","source":[],"metadata":{"id":"SkhpuuHLR5rA","executionInfo":{"status":"ok","timestamp":1739993974555,"user_tz":-60,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":132,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"OyJKskgUehVP"},"source":["### Bivariate"]},{"cell_type":"code","execution_count":133,"metadata":{"id":"E-O4kDZZMb8j","executionInfo":{"status":"ok","timestamp":1739993974576,"user_tz":-60,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["bivariate_analysis_parameters = pd.DataFrame(columns=['variable1_name', 'variable2_name', 'graph_type', 'title', 'test_type', 'stat_indicator', 'p-value'])"]},{"cell_type":"code","execution_count":134,"metadata":{"id":"U77zxDZ3PH4-","executionInfo":{"status":"ok","timestamp":1739993974589,"user_tz":-60,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from data_analysis_functions import plot_bivariate_variable_analysis,compute_bivariate_stats_indicators"]},{"cell_type":"markdown","metadata":{"id":"XFGXquKeCrgI"},"source":["#### Correlations (R)"]},{"cell_type":"code","execution_count":135,"metadata":{"id":"L1rr6_agPGFg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993974596,"user_tz":-60,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9615e9a6-f2b0-4432-e566-e050bbed462b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'nutrition_grade_fr': 'bars',\n"," 'brands_tags': 'bars',\n"," 'ingredients_from_palm_oil_n': 'bars',\n"," 'energy_100g': 'boxplot',\n"," 'fat_100g': 'boxplot',\n"," 'saturated-fat_100g': 'boxplot',\n"," 'carbohydrates_100g': 'boxplot',\n"," 'sugars_100g': 'boxplot',\n"," 'proteins_100g': 'boxplot',\n"," 'salt_100g': 'boxplot',\n"," 'sodium_100g': 'boxplot',\n"," 'allergens_count': 'bars_10',\n"," 'ingredients_count_en_sum': 'hist',\n"," 'max_count_for_single_ingredient': 'bars',\n"," 'repeated_ingredients_count': 'bars',\n"," 'additives_count': 'bars'}"]},"metadata":{},"execution_count":135}],"source":["graph_type_per_feature"]},{"cell_type":"code","execution_count":136,"metadata":{"id":"Ps10B5-d_Hdg","executionInfo":{"status":"ok","timestamp":1739993974641,"user_tz":-60,"elapsed":45,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["quantitative_features_to_plot = [feature for feature in graph_type_per_feature.keys() if features_by_type[feature]=='quantitative']"]},{"cell_type":"code","execution_count":137,"metadata":{"id":"F9kOb_-xyG9U","executionInfo":{"status":"ok","timestamp":1739993974643,"user_tz":-60,"elapsed":24,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from data_analysis_functions import compute_bivariate_stats_indicators, format_coefficient"]},{"cell_type":"code","execution_count":138,"metadata":{"id":"eTQuZjhtPPNA","executionInfo":{"status":"ok","timestamp":1739993974708,"user_tz":-60,"elapsed":67,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["for feature in quantitative_features_to_plot:\n"," result = compute_bivariate_stats_indicators(df_refined[feature],df_refined[\"allergens_count\"])\n"," result = [format_coefficient(coeff) for coeff in result]\n"," bivariate_analysis_parameters.loc[len(bivariate_analysis_parameters)] = [feature, 'allergens_count', 'scatter',\n"," f'R,p-value={\",\".join(result)}', 'Pearson',\n"," result[0], result[1]]"]},{"cell_type":"code","source":["bivariate_analysis_parameters"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":457},"id":"FJYNsx2unP2n","executionInfo":{"status":"ok","timestamp":1739993974736,"user_tz":-60,"elapsed":59,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5a9df201-87f0-4166-bbca-e7329bcb1efe"},"execution_count":139,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" variable1_name variable2_name graph_type \\\n","0 ingredients_from_palm_oil_n allergens_count scatter \n","1 energy_100g allergens_count scatter \n","2 fat_100g allergens_count scatter \n","3 saturated-fat_100g allergens_count scatter \n","4 carbohydrates_100g allergens_count scatter \n","5 sugars_100g allergens_count scatter \n","6 proteins_100g allergens_count scatter \n","7 salt_100g allergens_count scatter \n","8 sodium_100g allergens_count scatter \n","9 allergens_count allergens_count scatter \n","10 ingredients_count_en_sum allergens_count scatter \n","11 max_count_for_single_ingredient allergens_count scatter \n","12 repeated_ingredients_count allergens_count scatter \n","\n"," title test_type stat_indicator p-value \n","0 R,p-value=0.19,0.0 Pearson 0.19 0.0 \n","1 R,p-value=0.1,0.0 Pearson 0.1 0.0 \n","2 R,p-value=0.01,0.1 Pearson 0.01 0.1 \n","3 R,p-value=0.05,0.0 Pearson 0.05 0.0 \n","4 R,p-value=0.17,0.0 Pearson 0.17 0.0 \n","5 R,p-value=0.18,0.0 Pearson 0.18 0.0 \n","6 R,p-value=-0.11,0.0 Pearson -0.11 0.0 \n","7 R,p-value=-0.05,0.0 Pearson -0.05 0.0 \n","8 R,p-value=-0.05,0.0 Pearson -0.05 0.0 \n","9 R,p-value=1.0,0.0 Pearson 1.0 0.0 \n","10 R,p-value=0.63,0.0 Pearson 0.63 0.0 \n","11 R,p-value=0.29,0.0 Pearson 0.29 0.0 \n","12 R,p-value=0.56,0.0 Pearson 0.56 0.0 "],"text/html":["\n"," <div id=\"df-95663a28-6057-4aa2-88e3-5e4e3ec91dfb\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr 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<td>fat_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.01,0.1</td>\n"," <td>Pearson</td>\n"," <td>0.01</td>\n"," <td>0.1</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>saturated-fat_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>carbohydrates_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.17,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.17</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>5</th>\n"," <td>sugars_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.18,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.18</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>6</th>\n"," <td>proteins_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.11,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.11</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>7</th>\n"," <td>salt_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>8</th>\n"," <td>sodium_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>9</th>\n"," <td>allergens_count</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=1.0,0.0</td>\n"," <td>Pearson</td>\n"," <td>1.0</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>10</th>\n"," <td>ingredients_count_en_sum</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.63,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.63</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>11</th>\n"," <td>max_count_for_single_ingredient</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.29,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.29</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>12</th>\n"," <td>repeated_ingredients_count</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.56,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.56</td>\n"," <td>0.0</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-95663a28-6057-4aa2-88e3-5e4e3ec91dfb')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n"," <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n"," </svg>\n"," 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To complete the analysis, man should use more complex models (e.g : Linear Mixed-Effects Models)"],"metadata":{"id":"vZ_7clUxmOKY"}},{"cell_type":"code","source":["added_containing_lists_features_graphs_types"],"metadata":{"id":"0DfyjxgkTyA3","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739993974777,"user_tz":-60,"elapsed":42,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"658ab59e-17ca-4b2a-9165-ed78777bfa65"},"execution_count":140,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'allergens_list_en': 'bars',\n"," 'ingredients_lists_en': 'bars_log',\n"," 'categories_tags_en_list': 'bars_log',\n"," 'countries_tags_en_list': 'pie'}"]},"metadata":{},"execution_count":140}]},{"cell_type":"code","execution_count":141,"metadata":{"id":"wI5Wq6A-MNRS","executionInfo":{"status":"ok","timestamp":1739994012116,"user_tz":-60,"elapsed":37338,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["for feature in added_containing_lists_features_graphs_types.keys():\n"," # Create a temporary DataFrame to avoid modifying the original\n"," temp_df = df_refined[[feature, \"allergens_count\"]].explode(feature)\n","\n"," result = compute_bivariate_stats_indicators(temp_df[feature],temp_df[\"allergens_count\"])\n","\n"," result = [format_coefficient(coeff) for coeff in result[1:3]]\n","\n"," bivariate_analysis_parameters.loc[len(bivariate_analysis_parameters)] = [feature, 'allergens_count', 'boxplot',\n"," f'η²,p-value={\",\".join(result)}', 'ANOVA',\n"," result[0], result[1]]"]},{"cell_type":"code","execution_count":142,"metadata":{"id":"TnmyfrC_TY0q","executionInfo":{"status":"ok","timestamp":1739994012149,"user_tz":-60,"elapsed":46,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Create a temporary DataFrame to avoid modifying the original\n","feature = 'nutrition_grade_fr'\n","\n","temp_df = df_refined[[feature, \"allergens_count\"]].explode(feature)\n","\n","result = compute_bivariate_stats_indicators(temp_df[feature],temp_df[\"allergens_count\"])\n","\n","result = [format_coefficient(coeff) for coeff in result[1:3]]\n","bivariate_analysis_parameters.loc[len(bivariate_analysis_parameters)] = [feature, 'allergens_count', 'boxplot',\n"," f'η²,p-value={\",\".join(result)}','ANOVA',\n"," result[0], result[1]]"]},{"cell_type":"code","source":["bivariate_analysis_parameters"],"metadata":{"id":"B-8ef4Zui3YM","colab":{"base_uri":"https://localhost:8080/","height":614},"executionInfo":{"status":"ok","timestamp":1739994012172,"user_tz":-60,"elapsed":22,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a29a8c04-0964-4198-909c-eed9c25c2b39"},"execution_count":143,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" variable1_name variable2_name graph_type \\\n","0 ingredients_from_palm_oil_n allergens_count scatter \n","1 energy_100g allergens_count scatter \n","2 fat_100g allergens_count scatter \n","3 saturated-fat_100g allergens_count scatter \n","4 carbohydrates_100g allergens_count scatter \n","5 sugars_100g allergens_count scatter \n","6 proteins_100g allergens_count scatter \n","7 salt_100g allergens_count scatter \n","8 sodium_100g allergens_count scatter \n","9 allergens_count allergens_count scatter \n","10 ingredients_count_en_sum allergens_count scatter \n","11 max_count_for_single_ingredient allergens_count scatter \n","12 repeated_ingredients_count allergens_count scatter \n","13 allergens_list_en allergens_count boxplot \n","14 ingredients_lists_en allergens_count boxplot \n","15 categories_tags_en_list allergens_count boxplot \n","16 countries_tags_en_list allergens_count boxplot \n","17 nutrition_grade_fr allergens_count boxplot \n","\n"," title test_type stat_indicator p-value \n","0 R,p-value=0.19,0.0 Pearson 0.19 0.0 \n","1 R,p-value=0.1,0.0 Pearson 0.1 0.0 \n","2 R,p-value=0.01,0.1 Pearson 0.01 0.1 \n","3 R,p-value=0.05,0.0 Pearson 0.05 0.0 \n","4 R,p-value=0.17,0.0 Pearson 0.17 0.0 \n","5 R,p-value=0.18,0.0 Pearson 0.18 0.0 \n","6 R,p-value=-0.11,0.0 Pearson -0.11 0.0 \n","7 R,p-value=-0.05,0.0 Pearson -0.05 0.0 \n","8 R,p-value=-0.05,0.0 Pearson -0.05 0.0 \n","9 R,p-value=1.0,0.0 Pearson 1.0 0.0 \n","10 R,p-value=0.63,0.0 Pearson 0.63 0.0 \n","11 R,p-value=0.29,0.0 Pearson 0.29 0.0 \n","12 R,p-value=0.56,0.0 Pearson 0.56 0.0 \n","13 η²,p-value=0.16,0.0 ANOVA 0.16 0.0 \n","14 η²,p-value=0.32,0.0 ANOVA 0.32 0.0 \n","15 η²,p-value=0.27,0.0 ANOVA 0.27 0.0 \n","16 η²,p-value=0.01,0.0 ANOVA 0.01 0.0 \n","17 η²,p-value=0.02,0.0 ANOVA 0.02 0.0 "],"text/html":["\n"," <div id=\"df-3da19b93-ffcc-4758-9fb5-4694b4fa9e07\" class=\"colab-df-container\">\n"," <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>variable1_name</th>\n"," <th>variable2_name</th>\n"," <th>graph_type</th>\n"," <th>title</th>\n"," <th>test_type</th>\n"," <th>stat_indicator</th>\n"," <th>p-value</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>ingredients_from_palm_oil_n</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.19,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.19</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>energy_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.1,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.1</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>fat_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.01,0.1</td>\n"," <td>Pearson</td>\n"," <td>0.01</td>\n"," <td>0.1</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>saturated-fat_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>carbohydrates_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.17,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.17</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>5</th>\n"," <td>sugars_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.18,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.18</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>6</th>\n"," <td>proteins_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.11,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.11</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>7</th>\n"," <td>salt_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>8</th>\n"," <td>sodium_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>9</th>\n"," <td>allergens_count</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=1.0,0.0</td>\n"," <td>Pearson</td>\n"," <td>1.0</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>10</th>\n"," <td>ingredients_count_en_sum</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.63,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.63</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>11</th>\n"," <td>max_count_for_single_ingredient</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.29,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.29</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>12</th>\n"," <td>repeated_ingredients_count</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.56,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.56</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>13</th>\n"," <td>allergens_list_en</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.16,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.16</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>14</th>\n"," <td>ingredients_lists_en</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.32,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.32</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>15</th>\n"," <td>categories_tags_en_list</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.27,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.27</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>16</th>\n"," <td>countries_tags_en_list</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.01,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.01</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>17</th>\n"," <td>nutrition_grade_fr</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.02,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.02</td>\n"," <td>0.0</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button 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\"num_unique_values\": 2,\n \"samples\": [\n \"boxplot\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 17,\n \"samples\": [\n \"R,p-value=0.19,0.0\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"test_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"ANOVA\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stat_indicator\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 16,\n \"samples\": [\n \"0.19\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"p-value\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"0.1\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":143}]},{"cell_type":"code","execution_count":144,"metadata":{"id":"aQtz-gnwLWYF","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739994012182,"user_tz":-60,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4a9c2471-9e61-4969-9d74-eefbfe23b692"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['ingredients_from_palm_oil_n',\n"," 'energy_100g',\n"," 'fat_100g',\n"," 'saturated-fat_100g',\n"," 'carbohydrates_100g',\n"," 'sugars_100g',\n"," 'proteins_100g',\n"," 'salt_100g',\n"," 'sodium_100g',\n"," 'allergens_count',\n"," 'ingredients_count_en_sum',\n"," 'max_count_for_single_ingredient',\n"," 'repeated_ingredients_count']"]},"metadata":{},"execution_count":144}],"source":["quantitative_features_to_plot"]},{"cell_type":"code","source":["for feature in quantitative_features_to_plot:\n"," # Create a temporary DataFrame to avoid modifying the original\n"," temp_df = df_refined[[feature, \"allergens_list_en\"]].explode('allergens_list_en')\n","\n"," result = compute_bivariate_stats_indicators(temp_df[\"allergens_list_en\"],temp_df[feature])\n","\n"," result = [format_coefficient(coeff) for coeff in result[1:3]]\n","\n"," bivariate_analysis_parameters.loc[len(bivariate_analysis_parameters)] = [feature, 'allergens_list_en', 'boxplot',\n"," f'η²,p-value={\",\".join(result)}', 'ANOVA_2',\n"," result[0], result[1]]"],"metadata":{"id":"VYZyofCHGC6R","executionInfo":{"status":"ok","timestamp":1739994020488,"user_tz":-60,"elapsed":8305,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":145,"outputs":[]},{"cell_type":"markdown","source":["#### Khi2"],"metadata":{"id":"5TGOner6jC9t"}},{"cell_type":"code","source":["added_containing_lists_features_graphs_types"],"metadata":{"id":"1D8vpRb6_ch3","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1739994020498,"user_tz":-60,"elapsed":8,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1663cb28-178a-4ed7-9413-1a09279f7540"},"execution_count":146,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'allergens_list_en': 'bars',\n"," 'ingredients_lists_en': 'bars_log',\n"," 'categories_tags_en_list': 'bars_log',\n"," 'countries_tags_en_list': 'pie'}"]},"metadata":{},"execution_count":146}]},{"cell_type":"code","source":["for feature in list(added_containing_lists_features_graphs_types.keys()):\n"," if feature != 'allergens_list_en':\n"," # Create a temporary DataFrame to avoid modifying the original\n"," temp_df = df_refined[[feature, \"allergens_list_en\"]].explode(feature).explode('allergens_list_en')\n","\n"," # for col in temp_df.columns:\n"," # # Filter rare categories with less than 5 occurrencies\n"," # threshold = 5\n"," # temp_df = temp_df[temp_df[col].isin(temp_df[col].value_counts()[lambda x: x >= threshold].index)]\n","\n"," # print(feature)\n"," # print(max(temp_df[feature].nunique(), temp_df['allergens_list_en'].nunique()))\n"," # print(min(temp_df[feature].nunique(), temp_df['allergens_list_en'].nunique()))\n","\n"," result = compute_bivariate_stats_indicators(temp_df[feature],temp_df[\"allergens_list_en\"])\n","\n"," result = [format_coefficient(coeff) for coeff in result[1:3]]\n"," bivariate_analysis_parameters.loc[len(bivariate_analysis_parameters)] = [feature, 'allergens_list_en', 'boxplot',\n"," f'V-cramer,p-value={\",\".join(result)}','Khi2',\n"," result[0], result[1]]"],"metadata":{"id":"Z3EkpNTLjpwJ","executionInfo":{"status":"ok","timestamp":1739994032858,"user_tz":-60,"elapsed":12359,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":147,"outputs":[]},{"cell_type":"code","source":["feature = 'nutrition_grade_fr'\n","\n","# Create a temporary DataFrame to avoid modifying the original\n","temp_df = df_refined[[feature, \"allergens_list_en\"]].explode(feature).explode('allergens_list_en')\n","\n","# for col in temp_df.columns:\n","# # Filter rare categories with less than 5 occurrencies\n","# threshold = 5\n","# temp_df = temp_df[temp_df[col].isin(temp_df[col].value_counts()[lambda x: x >= threshold].index)]\n","\n","result = compute_bivariate_stats_indicators(temp_df[feature],temp_df[\"allergens_list_en\"])\n","\n","result = [format_coefficient(coeff) for coeff in result[1:3]]\n","bivariate_analysis_parameters.loc[len(bivariate_analysis_parameters)] = [feature, 'allergens_list_en', '-',\n"," f'V-cramer,p-value={\",\".join(result)}','Khi2',\n"," result[0], result[1]]"],"metadata":{"id":"Gj1O4kN4CSYg","executionInfo":{"status":"ok","timestamp":1739994032929,"user_tz":-60,"elapsed":85,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":148,"outputs":[]},{"cell_type":"code","source":["bivariate_analysis_parameters"],"metadata":{"id":"JMRz9Q26-Nor","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1739994032977,"user_tz":-60,"elapsed":33,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f459a074-0c60-41f9-e8f3-3e76cbb9752a"},"execution_count":149,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" variable1_name variable2_name graph_type \\\n","0 ingredients_from_palm_oil_n allergens_count scatter \n","1 energy_100g allergens_count scatter \n","2 fat_100g allergens_count scatter \n","3 saturated-fat_100g allergens_count scatter \n","4 carbohydrates_100g allergens_count scatter \n","5 sugars_100g allergens_count scatter \n","6 proteins_100g allergens_count scatter \n","7 salt_100g allergens_count scatter \n","8 sodium_100g allergens_count scatter \n","9 allergens_count allergens_count scatter \n","10 ingredients_count_en_sum allergens_count scatter \n","11 max_count_for_single_ingredient allergens_count scatter \n","12 repeated_ingredients_count allergens_count scatter \n","13 allergens_list_en allergens_count boxplot \n","14 ingredients_lists_en allergens_count boxplot \n","15 categories_tags_en_list allergens_count boxplot \n","16 countries_tags_en_list allergens_count boxplot \n","17 nutrition_grade_fr allergens_count boxplot \n","18 ingredients_from_palm_oil_n allergens_list_en boxplot \n","19 energy_100g allergens_list_en boxplot \n","20 fat_100g allergens_list_en boxplot \n","21 saturated-fat_100g allergens_list_en boxplot \n","22 carbohydrates_100g allergens_list_en boxplot \n","23 sugars_100g allergens_list_en boxplot \n","24 proteins_100g allergens_list_en boxplot \n","25 salt_100g allergens_list_en boxplot \n","26 sodium_100g allergens_list_en boxplot \n","27 allergens_count allergens_list_en boxplot \n","28 ingredients_count_en_sum allergens_list_en boxplot \n","29 max_count_for_single_ingredient allergens_list_en boxplot \n","30 repeated_ingredients_count allergens_list_en boxplot \n","31 ingredients_lists_en allergens_list_en boxplot \n","32 categories_tags_en_list allergens_list_en boxplot \n","33 countries_tags_en_list allergens_list_en boxplot \n","34 nutrition_grade_fr allergens_list_en - \n","\n"," title test_type stat_indicator p-value \n","0 R,p-value=0.19,0.0 Pearson 0.19 0.0 \n","1 R,p-value=0.1,0.0 Pearson 0.1 0.0 \n","2 R,p-value=0.01,0.1 Pearson 0.01 0.1 \n","3 R,p-value=0.05,0.0 Pearson 0.05 0.0 \n","4 R,p-value=0.17,0.0 Pearson 0.17 0.0 \n","5 R,p-value=0.18,0.0 Pearson 0.18 0.0 \n","6 R,p-value=-0.11,0.0 Pearson -0.11 0.0 \n","7 R,p-value=-0.05,0.0 Pearson -0.05 0.0 \n","8 R,p-value=-0.05,0.0 Pearson -0.05 0.0 \n","9 R,p-value=1.0,0.0 Pearson 1.0 0.0 \n","10 R,p-value=0.63,0.0 Pearson 0.63 0.0 \n","11 R,p-value=0.29,0.0 Pearson 0.29 0.0 \n","12 R,p-value=0.56,0.0 Pearson 0.56 0.0 \n","13 η²,p-value=0.16,0.0 ANOVA 0.16 0.0 \n","14 η²,p-value=0.32,0.0 ANOVA 0.32 0.0 \n","15 η²,p-value=0.27,0.0 ANOVA 0.27 0.0 \n","16 η²,p-value=0.01,0.0 ANOVA 0.01 0.0 \n","17 η²,p-value=0.02,0.0 ANOVA 0.02 0.0 \n","18 η²,p-value=0.06,0.0 ANOVA_2 0.06 0.0 \n","19 η²,p-value=0.22,0.0 ANOVA_2 0.22 0.0 \n","20 η²,p-value=0.16,0.0 ANOVA_2 0.16 0.0 \n","21 η²,p-value=0.18,0.0 ANOVA_2 0.18 0.0 \n","22 η²,p-value=0.26,0.0 ANOVA_2 0.26 0.0 \n","23 η²,p-value=0.25,0.0 ANOVA_2 0.25 0.0 \n","24 η²,p-value=0.15,0.0 ANOVA_2 0.15 0.0 \n","25 η²,p-value=0.08,0.0 ANOVA_2 0.08 0.0 \n","26 η²,p-value=0.06,0.0 ANOVA_2 0.06 0.0 \n","27 η²,p-value=0.16,0.0 ANOVA_2 0.16 0.0 \n","28 η²,p-value=0.06,0.0 ANOVA_2 0.06 0.0 \n","29 η²,p-value=0.03,0.0 ANOVA_2 0.03 0.0 \n","30 η²,p-value=0.05,0.0 ANOVA_2 0.05 0.0 \n","31 V-cramer,p-value=0.3,0.0 Khi2 0.3 0.0 \n","32 V-cramer,p-value=0.15,0.0 Khi2 0.15 0.0 \n","33 V-cramer,p-value=0.26,0.0 Khi2 0.26 0.0 \n","34 V-cramer,p-value=0.25,0.0 Khi2 0.25 0.0 "],"text/html":["\n"," <div id=\"df-b57ab827-5527-4ae8-a245-0fcd66cef1ca\" class=\"colab-df-container\">\n"," <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>variable1_name</th>\n"," <th>variable2_name</th>\n"," <th>graph_type</th>\n"," <th>title</th>\n"," <th>test_type</th>\n"," <th>stat_indicator</th>\n"," <th>p-value</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>ingredients_from_palm_oil_n</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.19,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.19</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>energy_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.1,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.1</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>fat_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.01,0.1</td>\n"," <td>Pearson</td>\n"," <td>0.01</td>\n"," <td>0.1</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>saturated-fat_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>carbohydrates_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.17,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.17</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>5</th>\n"," <td>sugars_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.18,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.18</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>6</th>\n"," <td>proteins_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.11,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.11</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>7</th>\n"," <td>salt_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>8</th>\n"," <td>sodium_100g</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=-0.05,0.0</td>\n"," <td>Pearson</td>\n"," <td>-0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>9</th>\n"," <td>allergens_count</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=1.0,0.0</td>\n"," <td>Pearson</td>\n"," <td>1.0</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>10</th>\n"," <td>ingredients_count_en_sum</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.63,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.63</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>11</th>\n"," <td>max_count_for_single_ingredient</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.29,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.29</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>12</th>\n"," <td>repeated_ingredients_count</td>\n"," <td>allergens_count</td>\n"," <td>scatter</td>\n"," <td>R,p-value=0.56,0.0</td>\n"," <td>Pearson</td>\n"," <td>0.56</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>13</th>\n"," <td>allergens_list_en</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.16,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.16</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>14</th>\n"," <td>ingredients_lists_en</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.32,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.32</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>15</th>\n"," <td>categories_tags_en_list</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.27,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.27</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>16</th>\n"," <td>countries_tags_en_list</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.01,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.01</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>17</th>\n"," <td>nutrition_grade_fr</td>\n"," <td>allergens_count</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.02,0.0</td>\n"," <td>ANOVA</td>\n"," <td>0.02</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>18</th>\n"," <td>ingredients_from_palm_oil_n</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.06,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.06</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>19</th>\n"," <td>energy_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.22,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.22</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>20</th>\n"," <td>fat_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.16,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.16</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>21</th>\n"," <td>saturated-fat_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.18,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.18</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>22</th>\n"," <td>carbohydrates_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.26,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.26</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>23</th>\n"," <td>sugars_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.25,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.25</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>24</th>\n"," <td>proteins_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.15,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.15</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>25</th>\n"," <td>salt_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.08,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.08</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>26</th>\n"," <td>sodium_100g</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.06,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.06</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>27</th>\n"," <td>allergens_count</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.16,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.16</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>28</th>\n"," <td>ingredients_count_en_sum</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.06,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.06</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>29</th>\n"," <td>max_count_for_single_ingredient</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.03,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.03</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>30</th>\n"," <td>repeated_ingredients_count</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>η²,p-value=0.05,0.0</td>\n"," <td>ANOVA_2</td>\n"," <td>0.05</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>31</th>\n"," <td>ingredients_lists_en</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>V-cramer,p-value=0.3,0.0</td>\n"," <td>Khi2</td>\n"," <td>0.3</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>32</th>\n"," <td>categories_tags_en_list</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>V-cramer,p-value=0.15,0.0</td>\n"," <td>Khi2</td>\n"," <td>0.15</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>33</th>\n"," <td>countries_tags_en_list</td>\n"," <td>allergens_list_en</td>\n"," <td>boxplot</td>\n"," <td>V-cramer,p-value=0.26,0.0</td>\n"," <td>Khi2</td>\n"," <td>0.26</td>\n"," <td>0.0</td>\n"," </tr>\n"," <tr>\n"," <th>34</th>\n"," <td>nutrition_grade_fr</td>\n"," <td>allergens_list_en</td>\n"," <td>-</td>\n"," <td>V-cramer,p-value=0.25,0.0</td>\n"," <td>Khi2</td>\n"," <td>0.25</td>\n"," <td>0.0</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b57ab827-5527-4ae8-a245-0fcd66cef1ca')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n"," <path 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'block' : 'none';\n","\n"," buttonEl.onclick = () => {\n"," google.colab.notebook.generateWithVariable('bivariate_analysis_parameters');\n"," }\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"bivariate_analysis_parameters","summary":"{\n \"name\": \"bivariate_analysis_parameters\",\n \"rows\": 35,\n \"fields\": [\n {\n \"column\": \"variable1_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 18,\n \"samples\": [\n \"ingredients_from_palm_oil_n\",\n \"energy_100g\",\n \"sodium_100g\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"variable2_name\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"allergens_list_en\",\n \"allergens_count\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"graph_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"scatter\",\n \"boxplot\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 30,\n \"samples\": [\n \"V-cramer,p-value=0.15,0.0\",\n \"\\u03b7\\u00b2,p-value=0.01,0.0\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"test_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"ANOVA\",\n \"Khi2\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stat_indicator\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 24,\n \"samples\": [\n \"1.0\",\n \"0.06\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"p-value\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"0.1\",\n \"0.0\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":149}]},{"cell_type":"markdown","metadata":{"id":"E6mk_S2YMMuy"},"source":["### Multivariate"]},{"cell_type":"code","source":["from data_analysis_functions import correlation_matrix_with_p_values\n","\n","# Assuming df_refined and features_by_type are defined as in your provided code\n","\n","quantitative_features_to_plot = [feature for feature in graph_type_per_feature.keys() if features_by_type[feature] == 'quantitative']\n","\n","# Select only quantitative features from the DataFrame\n","quantitative_df = df_refined[quantitative_features_to_plot]\n","\n","# Display correlation matrix with p-values tags\n","correlation_matrix_with_p_values(quantitative_df)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"ey0FLxAYYiA1","executionInfo":{"status":"ok","timestamp":1739994033964,"user_tz":-60,"elapsed":985,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4056c3f9-87a3-4d11-825a-e298337eca90"},"execution_count":150,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x1000 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["from data_analysis_functions import pca_analysis"],"metadata":{"id":"HoliBcaN4j6Z","executionInfo":{"status":"ok","timestamp":1739994033972,"user_tz":-60,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":151,"outputs":[]},{"cell_type":"code","source":["pca_analysis(df_refined[quantitative_features_to_plot], n_components=3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":807},"id":"Pvo4vUTL2IdJ","executionInfo":{"status":"ok","timestamp":1739994034494,"user_tz":-60,"elapsed":520,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5dd11524-2b64-4b9f-c3c7-6ab680fac190"},"execution_count":152,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x800 with 3 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["from data_analysis_functions import eta_squared_with_p_heatmap"],"metadata":{"id":"hGrKoZDqQeM7","executionInfo":{"status":"ok","timestamp":1739994034497,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":153,"outputs":[]},{"cell_type":"code","source":["ANOVA_variables = np.concatenate((bivariate_analysis_parameters[bivariate_analysis_parameters['test_type']==\"ANOVA\"]['variable1_name'].values,['allergens_count']))\n","eta_squared_with_p_heatmap(df_refined[ANOVA_variables], dependent_var='allergens_count')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":714},"id":"Z-ls2xg5WD8a","executionInfo":{"status":"ok","timestamp":1739994064218,"user_tz":-60,"elapsed":29720,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"cbdb4567-3950-49fd-8e0e-09324db60d33"},"execution_count":154,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["ANOVA_variables = np.concatenate((bivariate_analysis_parameters[bivariate_analysis_parameters['test_type']==\"ANOVA_2\"]['variable1_name'].values,['allergens_list_en']))\n","eta_squared_with_p_heatmap(df_refined[ANOVA_variables], dependent_var='allergens_list_en')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":781},"id":"J_ApXSTQG7BM","executionInfo":{"status":"ok","timestamp":1739994072372,"user_tz":-60,"elapsed":8120,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7b31d4fc-6ed4-4a52-b55a-0be16e90315c"},"execution_count":155,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["ANOVA_variables"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ls216unAbGR9","executionInfo":{"status":"ok","timestamp":1739994072385,"user_tz":-60,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"878e996f-92a1-4ff3-94b7-2f0c61e6fa4e"},"execution_count":156,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['ingredients_from_palm_oil_n', 'energy_100g', 'fat_100g',\n"," 'saturated-fat_100g', 'carbohydrates_100g', 'sugars_100g',\n"," 'proteins_100g', 'salt_100g', 'sodium_100g', 'allergens_count',\n"," 'ingredients_count_en_sum', 'max_count_for_single_ingredient',\n"," 'repeated_ingredients_count', 'allergens_list_en'], dtype=object)"]},"metadata":{},"execution_count":156}]},{"cell_type":"code","source":["ANOVA_variables"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TWIm-snnI76-","executionInfo":{"status":"ok","timestamp":1739994072398,"user_tz":-60,"elapsed":12,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"84e4a079-0361-44c7-bbc1-bc2505880f89"},"execution_count":157,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['ingredients_from_palm_oil_n', 'energy_100g', 'fat_100g',\n"," 'saturated-fat_100g', 'carbohydrates_100g', 'sugars_100g',\n"," 'proteins_100g', 'salt_100g', 'sodium_100g', 'allergens_count',\n"," 'ingredients_count_en_sum', 'max_count_for_single_ingredient',\n"," 'repeated_ingredients_count', 'allergens_list_en'], dtype=object)"]},"metadata":{},"execution_count":157}]},{"cell_type":"code","source":["from data_analysis_functions import cramers_v_heatmap"],"metadata":{"id":"Rlx-fc_ftLN-","executionInfo":{"status":"ok","timestamp":1739994072401,"user_tz":-60,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":158,"outputs":[]},{"cell_type":"code","source":["khi2_variables = np.concatenate((bivariate_analysis_parameters[bivariate_analysis_parameters['test_type']==\"Khi2\"]['variable1_name'].values,['allergens_list_en']))\n","cramers_v_heatmap(df_refined[khi2_variables], dependent_var='allergens_list_en')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":745},"id":"RhhLaKE4PTUt","executionInfo":{"status":"ok","timestamp":1739994083854,"user_tz":-60,"elapsed":11451,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b338d36f-622b-419d-9c87-e6ef798f1e45"},"execution_count":159,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## 5) Save refined dataframe"],"metadata":{"id":"JwU-eEsVsLTU"}},{"cell_type":"code","source":["# save df_refined as csv\n","df_refined.to_csv('df_refined_allergens_based.csv', index=False)\n"],"metadata":{"id":"3lcMkgeXsOtz","executionInfo":{"status":"ok","timestamp":1739994093294,"user_tz":-60,"elapsed":9441,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":160,"outputs":[]}],"metadata":{"colab":{"provenance":[{"file_id":"1NlIHD8lvHfLFl4lFxqdcCzOF1tj1Z8I_","timestamp":1739993308771},{"file_id":"15ca4PSs2277_NsYYHn4nCSzjxKT_B24o","timestamp":1739542280496}],"toc_visible":true,"authorship_tag":"ABX9TyP0TYfTsPOVKVfsDi8dAEbW"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0} |