diff --git a/notebooks/project_starter.ipynb b/notebooks/project_starter.ipynb
index 2087a76..75a63b3 100644
--- a/notebooks/project_starter.ipynb
+++ b/notebooks/project_starter.ipynb
@@ -23,22 +23,36 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
+
+ "from pathlib import Path\n",
+ "import sys\n",
+ "import os\n",
+ "\n",
+ "# Go up one level (from notebooks/ to OFFProject/)\n",
+ "project_root = Path().resolve().parent \n",
+ "sys.path.append(str(project_root))\n",
+
"# from pathlib import Path\n",
"# import os\n",
"# import sys\n",
"\n",
"# project_root = Path().resolve().parent \n",
"# sys.path.append(str(project_root))\n",
+
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
+
+ "from scripts import Data_filter_Jess as dfj\n",
+ "from scripts import encoding_func, Imputing, Scaling, rf\n"
+
"# import Data_filter_Jess as dfj\n",
"# import encoding_func \n",
"# import Imputing\n",
@@ -46,21 +60,43 @@
"# from encoding_func import *\n",
"# from Scaling import *\n",
"# from Imputing import *\n"
+
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
+
+ "C:\\Users\\jessi\\AppData\\Local\\Temp\\ipykernel_29772\\3776307945.py:2: DtypeWarning: Columns (11,17) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+ " df_train = pd.read_csv(path, nrows=10000, sep='\\t',encoding=\"utf-8\", na_values=[\"\", \" \", \"NA\", \"N/A\", \"null\"], na_filter=True)\n"
+ ]
+ }
+ ],
+ "source": [
+ "path = \"https://static.openfoodfacts.org/data/en.openfoodfacts.org.products.csv.gz\"\n",
+ "df_train = pd.read_csv(path, nrows=10000, sep='\\t',encoding=\"utf-8\", na_values=[\"\", \" \", \"NA\", \"N/A\", \"null\"], na_filter=True)\n",
+ "\n",
+ "df_test = pd.read_csv(path, sep='\\t', encoding=\"utf-8\", na_values=[\"\", \" \", \"NA\", \"N/A\", \"null\"], na_filter=True, skiprows=range(1, 10001), nrows=10000) # skip rows 1–5000, keep header (row 0)\n",
+ " # read 5000 rows (5001 → 10000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+
"C:\\Users\\acomi\\AppData\\Local\\Temp\\ipykernel_11304\\1145578495.py:2: DtypeWarning: Columns (11,17) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" df_train = pd.read_csv(path, nrows=10000, sep='\\t',encoding=\"utf-8\", na_values=[\"\", \" \", \"NA\", \"N/A\", \"null\"], na_filter=True)\n"
]
},
+
{
"data": {
"application/vnd.microsoft.datawrangler.viewer.v0+json": {
@@ -1141,7 +1177,11 @@
"type": "float"
}
],
+
+ "ref": "6aedc9c9-16c6-46ad-ace1-b92ed1bf0e90",
+
"ref": "806e6e57-9d7b-4c02-ba35-41fe9c57d066",
+
"rows": [
[
"0",
@@ -2448,18 +2488,26 @@
"[5 rows x 214 columns]"
]
},
+
+ "execution_count": 18,
+
"execution_count": 2,
+
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+
+ "df_train.head()"
+
"path = \"https://static.openfoodfacts.org/data/en.openfoodfacts.org.products.csv.gz\"\n",
"df_train = pd.read_csv(path, nrows=10000, sep='\\t',encoding=\"utf-8\", na_values=[\"\", \" \", \"NA\", \"N/A\", \"null\"], na_filter=True)\n",
"\n",
"df_test = pd.read_csv(path, sep='\\t', encoding=\"utf-8\", na_values=[\"\", \" \", \"NA\", \"N/A\", \"null\"], na_filter=True, skiprows=range(1, 10001), nrows=10000) # skip rows 1–5000, keep header (row 0)\n",
"df_train.head()\n",
" # read 5000 rows (5001 → 10000)"
+
]
},
{
@@ -2473,11 +2521,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "##### 2.1 Data curation "
+ "##### 2.1 Preliminary data curation (of the train and test df)"
]
},
{
"cell_type": "code",
+
+ "execution_count": 40,
+
"execution_count": 3,
"metadata": {},
"outputs": [],
@@ -2568,18 +2619,27 @@
{
"cell_type": "code",
"execution_count": null,
+
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
+
+ "C:\\Users\\jessi\\Documents\\OFFProject\\scripts\\Data_filter_Jess.py:66: SettingWithCopyWarning: \n",
+
"C:\\Users\\acomi\\AppData\\Local\\Temp\\ipykernel_11304\\2007311091.py:61: SettingWithCopyWarning: \n",
+
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" num_keep.drop(num_drop, axis = 'columns', inplace=True, errors='ignore')\n",
+
+ "C:\\Users\\jessi\\Documents\\OFFProject\\scripts\\Data_filter_Jess.py:67: SettingWithCopyWarning: \n",
+
"C:\\Users\\acomi\\AppData\\Local\\Temp\\ipykernel_11304\\2007311091.py:62: SettingWithCopyWarning: \n",
+
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
@@ -2592,30 +2652,52 @@
"True"
]
},
+
+ "execution_count": 40,
+
"execution_count": 5,
+
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+
+ "### taking out lines without nutriscore because it's non informative (both fot the train and the test df)\n",
+ "filtered_df, filtered_df_test = dfj.filter_nutriscore_data(df_train, df_test)\n",
+ "\n",
+ "### Cleaning the variables : get rid of vars with too many missing values etc\n",
+ "cat_df, cat_df_test = dfj.categorical_filter(filtered_df, filtered_df_test, cat_keep= True)\n",
+ "num_df, num_df_test = dfj.numerical_filter(filtered_df,filtered_df_test, num_drop= True)\n",
+ "final_df, final_df_test = dfj.final_df(cat_df, num_df, cat_df_test, num_df_test)\n",
+
"filtered_df, filtered_df_test = filter_nutriscore_data(df_train, df_test)\n",
"\n",
"### Cleaning the variables : get rid of vars with too many missing values etc\n",
"cat_df, cat_df_test = categorical_filter(filtered_df, filtered_df_test, cat_keep= True)\n",
"num_df, num_df_test = numerical_filter(filtered_df,filtered_df_test, num_drop= True)\n",
"final_df, final_df_test = final_df(cat_df, num_df, cat_df_test, num_df_test)\n",
+
"\n",
"### Droping some additionnal columns \n",
"final_df = final_df.drop(columns=['environmental_score_score','nutrition-score-fr_100g'])\n",
"final_df_test = final_df_test.drop(columns=['environmental_score_score','nutrition-score-fr_100g'])\n",
"\n",
+
+ "final_df.columns.equals(final_df_test.columns) #checking if we have the same variables in each df "
+=======
"final_df.columns.equals(final_df_test.columns)\n",
"final_df.head()"
+
]
},
{
"cell_type": "code",
+
+ "execution_count": null,
+
"execution_count": 6,
+
"metadata": {},
"outputs": [
{
@@ -2633,7 +2715,13 @@
"source": [
"final_df['nutriscore_score'].dropna(inplace=True)\n",
"final_df_test['nutriscore_score'].dropna(inplace=True)\n",
+
+ "print(final_df['nutriscore_score'].unique())\n",
+ "\n",
+ "#doing this again because there was a bugg"
+
"print(final_df['nutriscore_score'].unique())"
+
]
},
{
@@ -2645,7 +2733,11 @@
},
{
"cell_type": "code",
+
+ "execution_count": 20,
+
"execution_count": 7,
+
"metadata": {},
"outputs": [
{
@@ -2659,6 +2751,29 @@
"12 unknown NA\n",
"14 Composite foods Processed\n",
"... ... ...\n",
+
+ "9937 Sugary snacks Snacks\n",
+ "9943 Composite foods Processed\n",
+ "9957 Cereals and potatoes Plant_based\n",
+ "9980 Sugary snacks Snacks\n",
+ "9994 Composite foods Processed\n",
+ "\n",
+ "[1208 rows x 2 columns]\n",
+ " pnns_groups_1 PNNS_pro\n",
+ "3 Milk and dairy products Animal_based\n",
+ "9 Sugary snacks Snacks\n",
+ "18 Sugary snacks Snacks\n",
+ "38 Fat and sauces Processed\n",
+ "49 Composite foods Processed\n",
+ "... ... ...\n",
+ "9960 Sugary snacks Snacks\n",
+ "9981 Fat and sauces Processed\n",
+ "9990 Fish Meat Eggs Animal_based\n",
+ "9996 unknown NA\n",
+ "9997 Fruits and vegetables Plant_based\n",
+ "\n",
+ "[3565 rows x 2 columns]\n"
+
"9946 Composite foods Processed\n",
"9948 Composite foods Processed\n",
"9957 Sugary snacks Snacks\n",
@@ -2680,6 +2795,7 @@
"9995 Sugary snacks Snacks\n",
"\n",
"[3566 rows x 2 columns]\n"
+
]
}
],
@@ -2701,6 +2817,9 @@
"final_df['PNNS_pro'] = final_df['pnns_groups_1'].map(pnns_mapping).fillna('Other')\n",
"final_df_test['PNNS_pro'] = final_df_test['pnns_groups_1'].map(pnns_mapping).fillna('Other')\n",
"print(final_df[['pnns_groups_1', 'PNNS_pro']])\n",
+
+ "print(final_df_test[['pnns_groups_1', 'PNNS_pro']])\n"
+
"print(final_df_test[['pnns_groups_1', 'PNNS_pro']])"
]
},
@@ -2736,11 +2855,16 @@
" encoded_df = pd.DataFrame(encoded_array, columns=enc.get_feature_names_out([column_name]))\n",
" \n",
" return pd.concat([df, encoded_df], axis=1)"
+
]
},
{
"cell_type": "code",
+
+ "execution_count": 21,
+
"execution_count": 10,
+
"metadata": {},
"outputs": [
{
@@ -2770,7 +2894,11 @@
{
"name": "brands_tags",
"rawType": "object",
+
+ "type": "string"
+
"type": "unknown"
+
},
{
"name": "ingredients_analysis_tags",
@@ -2908,6 +3036,31 @@
"type": "float"
}
],
+
+ "ref": "23cf0cc5-1dd0-4394-ab64-d44c0a30981c",
+ "rows": [
+ [
+ "3",
+ "Efterrätter, Fryst mat, Frysta efterrätter, Glass och sorbet, Glass, Glassbyttor, en:Sundae ice cream",
+ "Milk and dairy products",
+ "Ice cream",
+ "xx:mcdonald-s",
+ "en:may-contain-palm-oil,en:non-vegan,en:maybe-vegetarian",
+ "12444.0",
+ "3.0",
+ "13.0",
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+
"ref": "a284f120-a337-450e-bfb7-0808473cca3a",
"rows": [
[
@@ -2923,6 +3076,7 @@
"1289.0",
"0.7",
"0.3",
+
null,
null,
"70.0",
@@ -2932,19 +3086,45 @@
"0.84",
"0.336",
null,
+
+ "0.0",
+ "Animal_based",
+
null,
null,
null,
null,
"Snacks",
+
"0.0",
"0.0",
"0.0",
"0.0",
- "0.0",
- "1.0"
+ "1.0",
+ "0.0"
],
[
+
+ "9",
+ "Breakfasts, Spreads, Sweet spreads, Bee products, Farming products, Sweeteners, Honeys",
+ "Sugary snacks",
+ "Sweets",
+ "moon-shine-trading-co",
+ "en:palm-oil-content-unknown,en:vegan-status-unknown,en:vegetarian-status-unknown",
+ "1245309274.0",
+ "0.0",
+ "18.0",
+ "1276.0",
+ "0.0",
+ null,
+ null,
+ null,
+ "80.95",
+ "76.19",
+ null,
+ "0.0",
+ "0.0",
+ "0.0",
"14",
"Sandwichs, Sandwichs au poisson, Sandwichs au thon",
"Composite foods",
@@ -2964,7 +3144,7 @@
"1.7",
"8.6",
"1.1",
- "0.44",
+ "0.44"
null,
null,
null,
@@ -2972,9 +3152,36 @@
"180.375",
"Processed",
"0.0",
+ "Snacks",
+ "0.0",
+ "0.0",
"0.0",
+
+ "1.0",
"0.0",
+ "0.0"
+ ],
+ [
+ "18",
+ "Botanas, Snacks dulces, Cacao y sus productos, Chocolates, Chocolates negros, Chocolates con almendras, en:Dark chocolate bar with dried fruits",
+ "Sugary snacks",
+ "Chocolate products",
+ "xx:hacendado",
+ "en:palm-oil-free,en:vegan-status-unknown,en:vegetarian-status-unknown",
+ "12480.0",
+ "1.0",
+ "18.0",
+ "2450.0",
+ "47.0",
+ "21.0",
+ null,
+ null,
+ "27.0",
+ "22.0",
+ "10.0",
+ "11.0",
"0.0",
+ "0.0"
"0.0",
"1.0"
],
@@ -2998,16 +3205,53 @@
null,
null,
null,
+ null
null,
null,
null,
null,
- null,
+ "25.0",
+ "Snacks",
+ "1.0",
"0.0",
"Animal_based",
"0.0",
"0.0",
"0.0",
+
+ "0.0"
+ ],
+ [
+ "38",
+ "Condiments, Sauces, Curry pastes, Groceries",
+ "Fat and sauces",
+ "Dressings and sauces",
+ "golden-curry",
+ "en:palm-oil,en:vegan-status-unknown,en:vegetarian-status-unknown",
+ "12579.0",
+ "5.0",
+ "37.0",
+ "2000.0",
+ "29.0",
+ "17.0",
+ null,
+ null,
+ "44.0",
+ "8.4",
+ null,
+ "6.5",
+ "11.1",
+ "4.44",
+ null,
+ null,
+ null,
+ null,
+ "10.1073745265152",
+ "Processed",
+ "0.0",
+ "0.0",
+ "0.0",
+ "0.0"
"0.0",
"0.0",
"1.0"
@@ -3042,11 +3286,19 @@
"0.0",
"0.0",
"0.0",
- "0.0",
+ "0.0"
"1.0",
"0.0"
],
[
+
+ "49",
+ "Plats préparés, Pizzas tartes salées et quiches, Pizzas",
+ "Composite foods",
+ "Pizza pies and quiches",
+ "xx:entremont",
+ null,
+ "1266016819.0"
"38",
"Botanas, Snacks dulces, Cacao y sus productos, Chocolates, Chocolates negros, Chocolates con almendras, en:Dark chocolate bar with dried fruits",
"Sugary snacks",
@@ -3058,9 +3310,27 @@
"18.0",
"2450.0",
"47.0",
- "21.0",
+ "21.0"
+ null,
+ "13.0",
+ "1054.0",
+ "10.0",
+ "5.1",
+ null,
+
+ null,
+ "27.0",
+ "2.5",
+ null,
+ "11.0",
+ "1.2",
+ "0.48",
+ null,
+ null,
null,
null,
+ null,
+ "Processed"
"27.0",
"22.0",
"10.0",
@@ -3072,10 +3342,11 @@
null,
null,
"25.0",
- "Snacks",
+ "Snacks"
"0.0",
"0.0",
"0.0",
+ "1.0",
"0.0",
"1.0",
"0.0"
@@ -3130,6 +3401,16 @@
" \n",
"
\n",
" \n",
+
+ " 3 \n",
+ " Efterrätter, Fryst mat, Frysta efterrätter, Gl... \n",
+ " Milk and dairy products \n",
+ " Ice cream \n",
+ " xx:mcdonald-s \n",
+ " en:may-contain-palm-oil,en:non-vegan,en:maybe-... \n",
+ " 1.244400e+04 \n",
+ " 3.0 \n",
+ " 13.0 \n"
" 0 \n",
" Snacks, Sweet snacks, Biscuits and cakes, Ging... \n",
" Sugary snacks \n",
@@ -3141,19 +3422,42 @@
" 20.0 \n",
" 1289.0 \n",
" 0.7 \n",
- " ... \n",
+ " ... \n"
" NaN \n",
" NaN \n",
+ " ... \n",
+ " NaN \n",
+
" NaN \n",
+ " 0.000000 \n",
+ " Animal_based \n"
" Snacks \n",
- " 0.0 \n",
+ " 0.0 \n"
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
+ " 0.0 \n",
" \n",
" \n",
+
+ " 9 \n",
+ " Breakfasts, Spreads, Sweet spreads, Bee produc... \n",
+ " Sugary snacks \n",
+ " Sweets \n",
+ " moon-shine-trading-co \n",
+ " en:palm-oil-content-unknown,en:vegan-status-un... \n",
+ " 1.245309e+09 \n",
+ " 0.0 \n",
+ " 18.0 \n",
+ " 1276.0 \n",
+ " 0.0 \n",
+ " ... \n",
+ " NaN \n",
+ " NaN \n",
+ " 0.000000 \n",
+ " Snacks \n"
" 14 \n",
" Sandwichs, Sandwichs au poisson, Sandwichs au ... \n",
" Composite foods \n",
@@ -3170,11 +3474,32 @@
" NaN \n",
" 180.375 \n",
" Processed \n",
+ " 0.0 \n"
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
+
" 0.0 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " Botanas, Snacks dulces, Cacao y sus productos,... \n",
+ " Sugary snacks \n",
+ " Chocolate products \n",
+ " xx:hacendado \n",
+ " en:palm-oil-free,en:vegan-status-unknown,en:ve... \n",
+ " 1.248000e+04 \n",
+ " 1.0 \n",
+ " 18.0 \n",
+ " 2450.0 \n",
+ " 47.0 \n",
+ " ... \n",
+ " NaN \n",
+ " NaN \n",
+ " 25.000000 \n",
+ " Snacks \n",
+ " 1.0 \n"
" 1.0 \n",
" \n",
" \n",
@@ -3193,7 +3518,7 @@
" NaN \n",
" NaN \n",
" 0.000 \n",
- " Animal_based \n",
+ " Animal_based \n"
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
@@ -3202,6 +3527,26 @@
" 1.0 \n",
" \n",
" \n",
+
+ " 38 \n",
+ " Condiments, Sauces, Curry pastes, Groceries \n",
+ " Fat and sauces \n",
+ " Dressings and sauces \n",
+ " golden-curry \n",
+ " en:palm-oil,en:vegan-status-unknown,en:vegetar... \n",
+ " 1.257900e+04 \n",
+ " 5.0 \n",
+ " 37.0 \n",
+ " 2000.0 \n",
+ " 29.0 \n",
+ " ... \n",
+ " NaN \n",
+ " NaN \n",
+ " 10.107375 \n",
+ " Processed \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n"
" 29 \n",
" Breakfasts, Spreads, Sweet spreads, Bee produc... \n",
" Sugary snacks \n",
@@ -3220,12 +3565,29 @@
" Snacks \n",
" 0.0 \n",
" 0.0 \n",
- " 0.0 \n",
+ " 0.0 \n"
" 0.0 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
+
+ " 49 \n",
+ " Plats préparés, Pizzas tartes salées et quiche... \n",
+ " Composite foods \n",
+ " Pizza pies and quiches \n",
+ " xx:entremont \n",
+ " NaN \n",
+ " 1.266017e+09 \n",
+ " NaN \n",
+ " 13.0 \n",
+ " 1054.0 \n",
+ " 10.0 \n",
+ " ... \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " Processed \n"
" 38 \n",
" Botanas, Snacks dulces, Cacao y sus productos,... \n",
" Sugary snacks \n",
@@ -3241,10 +3603,11 @@
" NaN \n",
" NaN \n",
" 25.000 \n",
- " Snacks \n",
+ " Snacks \n"
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
+ " 1.0 \n",
" 0.0 \n",
" 1.0 \n",
" 0.0 \n",
@@ -3256,6 +3619,54 @@
],
"text/plain": [
" categories \\\n",
+
+ "3 Efterrätter, Fryst mat, Frysta efterrätter, Gl... \n",
+ "9 Breakfasts, Spreads, Sweet spreads, Bee produc... \n",
+ "18 Botanas, Snacks dulces, Cacao y sus productos,... \n",
+ "38 Condiments, Sauces, Curry pastes, Groceries \n",
+ "49 Plats préparés, Pizzas tartes salées et quiche... \n",
+ "\n",
+ " pnns_groups_1 pnns_groups_2 brands_tags \\\n",
+ "3 Milk and dairy products Ice cream xx:mcdonald-s \n",
+ "9 Sugary snacks Sweets moon-shine-trading-co \n",
+ "18 Sugary snacks Chocolate products xx:hacendado \n",
+ "38 Fat and sauces Dressings and sauces golden-curry \n",
+ "49 Composite foods Pizza pies and quiches xx:entremont \n",
+ "\n",
+ " ingredients_analysis_tags code \\\n",
+ "3 en:may-contain-palm-oil,en:non-vegan,en:maybe-... 1.244400e+04 \n",
+ "9 en:palm-oil-content-unknown,en:vegan-status-un... 1.245309e+09 \n",
+ "18 en:palm-oil-free,en:vegan-status-unknown,en:ve... 1.248000e+04 \n",
+ "38 en:palm-oil,en:vegan-status-unknown,en:vegetar... 1.257900e+04 \n",
+ "49 NaN 1.266017e+09 \n",
+ "\n",
+ " additives_n nutriscore_score energy_100g fat_100g ... calcium_100g \\\n",
+ "3 3.0 13.0 NaN NaN ... NaN \n",
+ "9 0.0 18.0 1276.0 0.0 ... NaN \n",
+ "18 1.0 18.0 2450.0 47.0 ... NaN \n",
+ "38 5.0 37.0 2000.0 29.0 ... NaN \n",
+ "49 NaN 13.0 1054.0 10.0 ... NaN \n",
+ "\n",
+ " iron_100g fruits-vegetables-nuts-estimate-from-ingredients_100g \\\n",
+ "3 NaN 0.000000 \n",
+ "9 NaN 0.000000 \n",
+ "18 NaN 25.000000 \n",
+ "38 NaN 10.107375 \n",
+ "49 NaN NaN \n",
+ "\n",
+ " PNNS_pro PNNS_pro_Animal_based PNNS_pro_Drinks PNNS_pro_NA \\\n",
+ "3 Animal_based 0.0 0.0 0.0 \n",
+ "9 Snacks 0.0 0.0 0.0 \n",
+ "18 Snacks 1.0 0.0 0.0 \n",
+ "38 Processed 0.0 0.0 0.0 \n",
+ "49 Processed 0.0 0.0 0.0 \n",
+ "\n",
+ " PNNS_pro_Plant_based PNNS_pro_Processed PNNS_pro_Snacks \n",
+ "3 0.0 1.0 0.0 \n",
+ "9 1.0 0.0 0.0 \n",
+ "18 0.0 0.0 0.0 \n",
+ "38 0.0 1.0 0.0 \n",
+ "49 1.0 0.0 0.0 \n",
"0 Snacks, Sweet snacks, Biscuits and cakes, Ging... \n",
"14 Sandwichs, Sandwichs au poisson, Sandwichs au ... \n",
"23 Efterrätter, Fryst mat, Frysta efterrätter, Gl... \n",
@@ -3307,16 +3718,22 @@
"[5 rows x 31 columns]"
]
},
+
+ "execution_count": 21,
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+
+ "from scripts.encoding_func import one_hot_encode_column\n",
"\n",
"filtered_df = one_hot_encode_column(final_df, 'PNNS_pro')\n",
"filtered_df_test = one_hot_encode_column(final_df_test, 'PNNS_pro')\n",
"filtered_df.head()\n",
+
+ "filtered_df_test.head()\n"
"filtered_df_test.head()"
]
},
@@ -3328,17 +3745,25 @@
"source": [
"filtered_df = filtered_df.drop(columns=['pnns_groups_1', 'pnns_groups_2','brands_tags', 'categories', 'ingredients_analysis_tags', 'PNNS_pro'])\n",
"filtered_df_test = filtered_df_test.drop(columns=['pnns_groups_1', 'pnns_groups_2','brands_tags', 'categories', 'ingredients_analysis_tags', 'PNNS_pro'])"
- ]
+
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 22,
"metadata": {},
+ "outputs": [],
"source": [
- "##### 2.3 Imputing"
+ "filtered_df = filtered_df.drop(columns=['pnns_groups_1', 'pnns_groups_2','brands_tags', 'categories', 'ingredients_analysis_tags', 'PNNS_pro'])\n",
+ "filtered_df_test = filtered_df_test.drop(columns=['pnns_groups_1', 'pnns_groups_2','brands_tags', 'categories', 'ingredients_analysis_tags', 'PNNS_pro'])"
]
},
{
"cell_type": "code",
+
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
"execution_count": 21,
"metadata": {},
"outputs": [
@@ -3521,6 +3946,8 @@
"type": "float"
}
],
+
+ "ref": "03a4c1a2-5a98-4351-9065-dcf837faa087",
"ref": "6c3af938-b6c6-4e7c-8e14-16aa5afc5105",
"rows": [
[
@@ -3539,10 +3966,10 @@
"23.0",
"0.3",
"0.12",
- "0.030258428792000004",
- "0.058185714",
- "0.176374286",
- "0.010164708552",
+ null,
+ null,
+ null,
+ null,
"0.0",
"0.0",
"0.0",
@@ -3554,7 +3981,7 @@
[
"9",
"6.0",
- "1.8",
+ null,
"4.0",
"1520.0",
"11.0",
@@ -3567,11 +3994,11 @@
"22.0",
"0.95",
"0.38",
- "0.030258428792000004",
- "0.058185713999999986",
- "0.171798016",
- "0.008664708552",
- "20.400223270165018",
+ null,
+ null,
+ null,
+ null,
+ null,
"0.0",
"0.0",
"0.0",
@@ -3587,14 +4014,19 @@
"4.0",
"1.0",
"1.0",
- "0.129619454",
- "0.011300083200000002",
+ null,
+ null,
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"0.4",
+
+ null,
+ null,
+ null,
+ null,
"0.030258428792000004",
"0.058185714",
"0.164718016",
@@ -3615,8 +4047,8 @@
"1510.0",
"2.0",
"0.5",
- "0.11299435",
- "0.0167446326",
+ null,
+ null,
"6.7",
"1.7",
"10.714286",
@@ -3638,21 +4070,25 @@
[
"14",
"9.0",
- "0.6",
+ null,
"-11.0",
"293.0",
"0.5",
"0.06",
- "0.129619454",
- "0.0097602602",
+ null,
+ null,
"2.0",
"0.24",
"88.0",
"18.0",
"0.275",
"0.11",
- "0.030258428792000004",
+ null,
"0.09",
+
+ null,
+ null,
+ null,
"0.164718016",
"0.006798708552",
"20.00029130415483",
@@ -3720,15 +4156,15 @@
" 2401.0 \n",
" 12.0 \n",
" 10.50 \n",
- " 0.000000 \n",
- " 0.000000 \n",
+ " 0.0 \n",
+ " 0.00 \n",
" 13.0 \n",
" 9.00 \n",
" ... \n",
- " 0.058186 \n",
- " 0.176374 \n",
- " 0.010165 \n",
- " 0.000000 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
@@ -3739,20 +4175,20 @@
" \n",
" 9 \n",
" 6.0 \n",
- " 1.8 \n",
+ " NaN \n",
" 4.0 \n",
" 1520.0 \n",
" 11.0 \n",
" 2.00 \n",
- " 0.000000 \n",
- " 0.010000 \n",
+ " 0.0 \n",
+ " 0.01 \n",
" 25.0 \n",
" 0.98 \n",
" ... \n",
- " 0.058186 \n",
- " 0.171798 \n",
- " 0.008665 \n",
- " 20.400223 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
@@ -3768,11 +4204,16 @@
" 4.0 \n",
" 1.0 \n",
" 1.00 \n",
- " 0.129619 \n",
- " 0.011300 \n",
+ " NaN \n",
+ " NaN \n",
" 1.0 \n",
" 1.00 \n",
" ... \n",
+
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 0.0 \n",
" 0.058186 \n",
" 0.164718 \n",
" 0.015299 \n",
@@ -3792,15 +4233,15 @@
" 1510.0 \n",
" 2.0 \n",
" 0.50 \n",
- " 0.112994 \n",
- " 0.016745 \n",
+ " NaN \n",
+ " NaN \n",
" 6.7 \n",
" 1.70 \n",
" ... \n",
" 0.071429 \n",
" 0.178571 \n",
" 0.008929 \n",
- " 0.000000 \n",
+ " 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
@@ -3811,17 +4252,21 @@
" \n",
" 14 \n",
" 9.0 \n",
- " 0.6 \n",
+ " NaN \n",
" -11.0 \n",
" 293.0 \n",
" 0.5 \n",
" 0.06 \n",
- " 0.129619 \n",
- " 0.009760 \n",
+ " NaN \n",
+ " NaN \n",
" 2.0 \n",
" 0.24 \n",
" ... \n",
" 0.090000 \n",
+
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
" 0.164718 \n",
" 0.006799 \n",
" 20.000291 \n",
@@ -3840,19 +4285,25 @@
"text/plain": [
" code additives_n nutriscore_score energy_100g fat_100g \\\n",
"6 4.0 0.0 15.0 2401.0 12.0 \n",
- "9 6.0 1.8 4.0 1520.0 11.0 \n",
+ "9 6.0 NaN 4.0 1520.0 11.0 \n",
"11 7.0 0.0 4.0 4.0 1.0 \n",
"12 8.0 1.0 6.0 1510.0 2.0 \n",
- "14 9.0 0.6 -11.0 293.0 0.5 \n",
+ "14 9.0 NaN -11.0 293.0 0.5 \n",
"\n",
" saturated-fat_100g trans-fat_100g cholesterol_100g carbohydrates_100g \\\n",
- "6 10.50 0.000000 0.000000 13.0 \n",
- "9 2.00 0.000000 0.010000 25.0 \n",
- "11 1.00 0.129619 0.011300 1.0 \n",
- "12 0.50 0.112994 0.016745 6.7 \n",
- "14 0.06 0.129619 0.009760 2.0 \n",
+ "6 10.50 0.0 0.00 13.0 \n",
+ "9 2.00 0.0 0.01 25.0 \n",
+ "11 1.00 NaN NaN 1.0 \n",
+ "12 0.50 NaN NaN 6.7 \n",
+ "14 0.06 NaN NaN 2.0 \n",
"\n",
" sugars_100g ... vitamin-c_100g calcium_100g iron_100g \\\n",
+
+ "6 9.00 ... NaN NaN NaN \n",
+ "9 0.98 ... NaN NaN NaN \n",
+ "11 1.00 ... NaN NaN NaN \n",
+ "12 1.70 ... 0.071429 0.178571 0.008929 \n",
+ "14 0.24 ... 0.090000 NaN NaN \n",
"6 9.00 ... 0.058186 0.176374 0.010165 \n",
"9 0.98 ... 0.058186 0.171798 0.008665 \n",
"11 1.00 ... 0.058186 0.164718 0.015299 \n",
@@ -3860,11 +4311,11 @@
"14 0.24 ... 0.090000 0.164718 0.006799 \n",
"\n",
" fruits-vegetables-nuts-estimate-from-ingredients_100g \\\n",
- "6 0.000000 \n",
- "9 20.400223 \n",
- "11 0.000000 \n",
- "12 0.000000 \n",
- "14 20.000291 \n",
+ "6 0.0 \n",
+ "9 NaN \n",
+ "11 0.0 \n",
+ "12 0.0 \n",
+ "14 NaN \n",
"\n",
" PNNS_pro_Animal_based PNNS_pro_Drinks PNNS_pro_NA PNNS_pro_Plant_based \\\n",
"6 0.0 0.0 0.0 0.0 \n",
@@ -3883,12 +4334,16 @@
"[5 rows x 25 columns]"
]
},
+
+ "execution_count": 23,
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+
+ "filtered_df.head()"
"imputed_df.head()"
]
},
@@ -3896,11 +4351,25 @@
"cell_type": "markdown",
"metadata": {},
"source": [
+
+ "##### 2.3 Imputing"
"##### 2.5 Scaling"
]
},
{
"cell_type": "code",
+
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ ": shape of df with only numeric features=(811, 19)\n",
+ ": shape of df with only numeric features=(1446, 19)\n"
+ ]
+ },
"execution_count": 23,
"metadata": {},
"outputs": [],
@@ -3990,16 +4459,6 @@
"rawType": "float64",
"type": "float"
},
- {
- "name": "trans-fat_100g",
- "rawType": "float64",
- "type": "float"
- },
- {
- "name": "cholesterol_100g",
- "rawType": "float64",
- "type": "float"
- },
{
"name": "carbohydrates_100g",
"rawType": "float64",
@@ -4030,26 +4489,6 @@
"rawType": "float64",
"type": "float"
},
- {
- "name": "vitamin-a_100g",
- "rawType": "float64",
- "type": "float"
- },
- {
- "name": "vitamin-c_100g",
- "rawType": "float64",
- "type": "float"
- },
- {
- "name": "calcium_100g",
- "rawType": "float64",
- "type": "float"
- },
- {
- "name": "iron_100g",
- "rawType": "float64",
- "type": "float"
- },
{
"name": "fruits-vegetables-nuts-estimate-from-ingredients_100g",
"rawType": "float64",
@@ -4086,6 +4525,25 @@
"type": "float"
}
],
+
+ "ref": "ab43e568-f62d-4401-ba40-66c9e210e3fd",
+ "rows": [
+ [
+ "6",
+ "4.0",
+ "0.0",
+ "15.0",
+ "2401.0",
+ "12.0",
+ "10.5",
+ "13.0",
+ "9.0",
+ "36.0",
+ "23.0",
+ "0.3",
+ "0.12",
+ "0.0",
+ "0.0",
"ref": "47bdd37b-f2b5-47a9-8030-7611ff67314b",
"rows": [
[
@@ -4113,6 +4571,29 @@
"0.0",
"0.0",
"0.0",
+
+ "1.0"
+ ],
+ [
+ "9",
+ "6.0",
+ "1.8",
+ "4.0",
+ "1520.0",
+ "11.0",
+ "2.0",
+ "25.0",
+ "0.98",
+ "9.0",
+ "22.0",
+ "0.95",
+ "0.38",
+ "20.400223270165018",
+ "0.0",
+ "0.0",
+ "0.0",
+ "0.0",
+ "1.0",
"-0.33333333333333337",
"5.0"
],
@@ -4146,6 +4627,22 @@
],
[
"11",
+
+ "7.0",
+ "0.0",
+ "4.0",
+ "4.0",
+ "1.0",
+ "1.0",
+ "1.0",
+ "1.0",
+ "1.0",
+ "1.0",
+ "1.0",
+ "0.4",
+ "0.0",
+ "0.0",
+ "0.0",
"-0.05270828392128313",
"-0.37499999999999994",
"4.0",
@@ -4166,7 +4663,9 @@
"0.6537871571322263",
"-0.12143229166666675",
"0.0",
+ "1.0",
"0.0",
+
"0.0",
"1.0",
"-0.33333333333333337",
@@ -4174,6 +4673,25 @@
],
[
"12",
+
+ "8.0",
+ "1.0",
+ "6.0",
+ "1510.0",
+ "2.0",
+ "0.5",
+ "6.7",
+ "1.7",
+ "10.714286",
+ "76.0",
+ "1.5",
+ "0.6",
+ "0.0",
+ "0.0",
+ "0.0",
+ "1.0",
+ "0.0",
+ "0.0",
"-0.05270828265564039",
"0.25",
"6.0",
@@ -4202,6 +4720,21 @@
],
[
"14",
+
+ "9.0",
+ "0.6",
+ "-11.0",
+ "293.0",
+ "0.5",
+ "0.06",
+ "2.0",
+ "0.24",
+ "88.0",
+ "18.0",
+ "0.275",
+ "0.11",
+ "20.00029130415483",
+ "0.0",
"-0.05270828138999766",
"0.0",
"-11.0",
@@ -4222,6 +4755,9 @@
"-0.42864191096748594",
"0.2785735344164298",
"0.0",
+ "1.0",
+ "0.0",
+
"0.0",
"2.5",
"0.0",
@@ -4230,7 +4766,7 @@
]
],
"shape": {
- "columns": 25,
+ "columns": 19,
"rows": 5
}
},
@@ -4259,14 +4795,12 @@
" energy_100g \n",
" fat_100g \n",
" saturated-fat_100g \n",
- " trans-fat_100g \n",
- " cholesterol_100g \n",
" carbohydrates_100g \n",
" sugars_100g \n",
- " ... \n",
- " vitamin-c_100g \n",
- " calcium_100g \n",
- " iron_100g \n",
+ " fiber_100g \n",
+ " proteins_100g \n",
+ " salt_100g \n",
+ " sodium_100g \n",
" fruits-vegetables-nuts-estimate-from-ingredients_100g \n",
" PNNS_pro_Animal_based \n",
" PNNS_pro_Drinks \n",
@@ -4279,6 +4813,20 @@
" \n",
" \n",
" 6 \n",
+
+ " 4.0 \n",
+ " 0.0 \n",
+ " 15.0 \n",
+ " 2401.0 \n",
+ " 12.0 \n",
+ " 10.50 \n",
+ " 13.0 \n",
+ " 9.00 \n",
+ " 36.000000 \n",
+ " 23.0 \n",
+ " 0.300 \n",
+ " 0.12 \n",
+ " 0.000000 \n",
" -0.052708 \n",
" -0.375 \n",
" 15.0 \n",
@@ -4298,6 +4846,30 @@
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
+
+ " 0.0 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 6.0 \n",
+ " 1.8 \n",
+ " 4.0 \n",
+ " 1520.0 \n",
+ " 11.0 \n",
+ " 2.00 \n",
+ " 25.0 \n",
+ " 0.98 \n",
+ " 9.000000 \n",
+ " 22.0 \n",
+ " 0.950 \n",
+ " 0.38 \n",
+ " 20.400223 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 1.0 \n",
" -0.333333 \n",
" 5.0 \n",
" \n",
@@ -4327,6 +4899,47 @@
" \n",
" \n",
" 11 \n",
+
+ " 7.0 \n",
+ " 0.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 1.0 \n",
+ " 1.00 \n",
+ " 1.0 \n",
+ " 1.00 \n",
+ " 1.000000 \n",
+ " 1.0 \n",
+ " 1.000 \n",
+ " 0.40 \n",
+ " 0.000000 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 1.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 8.0 \n",
+ " 1.0 \n",
+ " 6.0 \n",
+ " 1510.0 \n",
+ " 2.0 \n",
+ " 0.50 \n",
+ " 6.7 \n",
+ " 1.70 \n",
+ " 10.714286 \n",
+ " 76.0 \n",
+ " 1.500 \n",
+ " 0.60 \n",
+ " 0.000000 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 1.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
" -0.052708 \n",
" -0.375 \n",
" 4.0 \n",
@@ -4375,16 +4988,35 @@
" \n",
" \n",
" 14 \n",
- " -0.052708 \n",
- " 0.000 \n",
+
+ " 9.0 \n",
+ " 0.6 \n",
" -11.0 \n",
- " -2.081295 \n",
- " -0.845361 \n",
- " -0.516604 \n",
- " 7.79661 \n",
- " 0.265796 \n",
- " -0.540446 \n",
- " -0.331350 \n",
+ " 293.0 \n",
+ " 0.5 \n",
+ " 0.06 \n",
+ " 2.0 \n",
+ " 0.24 \n",
+ " 88.000000 \n",
+ " 18.0 \n",
+ " 0.275 \n",
+ " 0.11 \n",
+ " 20.000291 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 1.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " -0.052708 \n",
+ " 0.000 \n",
+ " -11.0 \n",
+ " -2.081295 \n",
+ " -0.845361 \n",
+ " -0.516604 \n",
+ " 7.79661 \n",
+ " 0.265796 \n",
+ " -0.540446 \n",
+ " -0.331350 \n",
" ... \n",
" 0.379107 \n",
" 1.146348 \n",
@@ -4399,10 +5031,16 @@
" \n",
" \n",
"\n",
- "5 rows × 25 columns
\n",
""
],
"text/plain": [
+
+ " code additives_n ... PNNS_pro_Processed PNNS_pro_Snacks\n",
+ "6 4.0 0.0 ... 0.0 1.0\n",
+ "9 6.0 1.8 ... 1.0 0.0\n",
+ "11 7.0 0.0 ... 0.0 0.0\n",
+ "12 8.0 1.0 ... 0.0 0.0\n",
+ "14 9.0 0.6 ... 0.0 0.0\n",
" code additives_n nutriscore_score energy_100g fat_100g \\\n",
"6 -0.052708 -0.375 15.0 1.511376 -0.085857 \n",
"9 -0.052708 0.750 4.0 0.009885 -0.151901 \n",
@@ -4445,15 +5083,32 @@
"12 -0.333333 0.0 \n",
"14 -0.333333 0.0 \n",
"\n",
- "[5 rows x 25 columns]"
+ "[5 rows x 19 columns]"
]
},
+
+ "execution_count": 14,
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+
+ "from scripts.Imputing import knn_impute_numeric\n",
+ "imputed_df = knn_impute_numeric(filtered_df, n_neighbors=5)\n",
+ "imputed_df_test = knn_impute_numeric(filtered_df_test, n_neighbors = 5)\n",
+ "imputed_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "##### 2.4 Scaling"
+ ]
+ },
+ {
"scaled_df, scaled_df_test, scaler = robust_scaler(imputed_df, imputed_df_test, target_col='nutriscore_score') \n",
"scaled_df.head() "
]
@@ -4469,6 +5124,21 @@
"cell_type": "code",
"execution_count": 25,
"metadata": {},
+
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ ": shape of df with only numeric features=(811, 18)\n",
+ ": shape of df with only numeric features=(1446, 18)\n"
+ ]
+ }
+ ],
+ "source": [
+ "from scripts.Scaling import scaler_numeric\n",
+ "work_df = scaler_numeric(imputed_df, 'nutriscore_score')\n",
+ "work_df_test = scaler_numeric(imputed_df_test, 'nutriscore_score')"
"outputs": [],
"source": [
"X = scaled_df.drop(\"nutriscore_score\", axis=1) \n",
@@ -4634,6 +5304,8 @@
},
{
"cell_type": "code",
+
+ "execution_count": null,
"execution_count": 42,
"metadata": {},
"outputs": [
@@ -4656,162 +5328,1372 @@
},
{
"data": {
- "image/png": "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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Best parameters: {'max_depth': None, 'min_samples_leaf': 1, 'min_samples_split': 10}\n",
- "RMSE: 5.5717\n",
- "MSE: 31.0437\n",
- "MAE: 2.4963\n",
- "R2: 0.5804\n"
- ]
- }
- ],
- "source": [
- "\n",
- "from sklearn.ensemble import RandomForestRegressor\n",
- "from sklearn.experimental import enable_halving_search_cv\n",
- "from sklearn.model_selection import HalvingGridSearchCV, learning_curve\n",
- "from sklearn.feature_selection import SelectFromModel\n",
- "from sklearn.tree import DecisionTreeRegressor\n",
- "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n",
- "import numpy as np\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "def decision_tree_FS(X_train, y_train, X_test, y_test, random_state=42):\n",
- " #Feature selection with RandomForest\n",
- " rf = RandomForestRegressor(random_state=random_state)\n",
- " rf.fit(X_train, y_train)\n",
- "\n",
- " selector = SelectFromModel(rf, threshold=\"median\") # keep features above median importance\n",
- " X_train_sel = selector.transform(X_train)\n",
- " X_test_sel = selector.transform(X_test)\n",
- "\n",
- " print(f\"Selected {X_train_sel.shape[1]} features out of {X_train.shape[1]}\")\n",
- "\n",
- " # DecisionTree with Halving Grid Search\n",
- " dt = DecisionTreeRegressor(random_state=random_state)\n",
- "\n",
- " param_grid = {\n",
- " \"max_depth\": [None, 5, 10, 20, 30],\n",
- " \"min_samples_split\": [2, 5, 10], # changed to valid integers\n",
- " \"min_samples_leaf\": [1, 5, 10],\n",
- " }\n",
- "\n",
- " halving_search = HalvingGridSearchCV(\n",
- " dt,\n",
- " param_grid,\n",
- " cv=5,\n",
- " factor=2,\n",
- " scoring=\"neg_root_mean_squared_error\"\n",
- " )\n",
- "\n",
- " halving_search.fit(X_train_sel, y_train)\n",
- " best_dt_FS = halving_search.best_estimator_\n",
- "\n",
- " # Learning Curve\n",
- " train_sizes, train_scores, val_scores = learning_curve(\n",
- " best_dt_FS, X_train_sel, y_train, cv=5,\n",
- " scoring=\"neg_root_mean_squared_error\",\n",
- " train_sizes=np.linspace(0.1, 1.0, 20)\n",
- " )\n",
- "\n",
- " train_rmse = -train_scores.mean(axis=1)\n",
- " val_rmse = -val_scores.mean(axis=1)\n",
- "\n",
- " plt.figure(figsize=(6, 4))\n",
- " plt.plot(train_sizes, train_rmse, \"o-\", label=\"Training RMSE\")\n",
- " plt.plot(train_sizes, val_rmse, \"o-\", label=\"Validation RMSE\")\n",
- " plt.xlabel(\"Training set size\")\n",
- " plt.ylabel(\"RMSE\")\n",
- " plt.title(\"Learning Curve (Decision Tree with Feature Selection)\")\n",
- " plt.legend()\n",
- " plt.grid(True)\n",
- " plt.show()\n",
- "\n",
- " # Evaluate on test set\n",
- " y_pred = best_dt_FS.predict(X_test_sel)\n",
- " mse = mean_squared_error(y_test, y_pred)\n",
- " rmse = np.sqrt(mse)\n",
- " mae = mean_absolute_error(y_test, y_pred)\n",
- " r2 = r2_score(y_test, y_pred)\n",
- "\n",
- " metrics = {\n",
- " \"RMSE\": rmse,\n",
- " \"MSE\": mse,\n",
- " \"MAE\": mae,\n",
- " \"R2\": r2,\n",
- " }\n",
- "\n",
- " print(f\"Best parameters: {halving_search.best_params_}\")\n",
- " for k, v in metrics.items():\n",
- " print(f\"{k}: {v:.4f}\")\n",
- "\n",
- " return best_dt_FS, y_pred, metrics, selector\n",
- "best_dt_FS, y_pred, metrics, selector = decision_tree_FS(X, y, X_test, y_test)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 44,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "c:\\Users\\acomi\\anaconda3\\envs\\formation\\Lib\\site-packages\\sklearn\\utils\\validation.py:2732: UserWarning: X has feature names, but SelectFromModel was fitted without feature names\n",
- " warnings.warn(\n"
- ]
- },
- {
- "data": {
- "image/png": "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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": "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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "\n",
- "# Get the selected feature names\n",
- "selected_features = X.columns[selector.get_support()]\n",
- "\n",
- "# Convert selected training features into a DataFrame\n",
- "X_train_sel = selector.transform(X) # or selector.transform(X_train) if you passed split data\n",
- "X_train_df = pd.DataFrame(X_train_sel, columns=selected_features)\n",
- "\n",
- "# --- Create the SHAP explainer ---\n",
- "explainer = shap.TreeExplainer(best_dt_FS) # your trained DecisionTreeRegressor\n",
- "shap_values = explainer.shap_values(X_train_df)\n",
- "\n",
- "# --- Summary plot (feature importance as mean absolute SHAP value) ---\n",
- "shap.summary_plot(shap_values, X_train_df, plot_type=\"bar\")\n",
- "\n",
- "# --- Summary plot (beeswarm) showing how feature values affect predictions ---\n",
- "shap.summary_plot(shap_values, X_train_df)\n"
+
+ "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+ "columns": [
+ {
+ "name": "index",
+ "rawType": "int64",
+ "type": "integer"
+ },
+ {
+ "name": "code",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "additives_n",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "nutriscore_score",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "energy_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "fat_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "saturated-fat_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "carbohydrates_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "sugars_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "fiber_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "proteins_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "salt_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "sodium_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "fruits-vegetables-nuts-estimate-from-ingredients_100g",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "PNNS_pro_Animal_based",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "PNNS_pro_Drinks",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "PNNS_pro_NA",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "PNNS_pro_Plant_based",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "PNNS_pro_Processed",
+ "rawType": "float64",
+ "type": "float"
+ },
+ {
+ "name": "PNNS_pro_Snacks",
+ "rawType": "float64",
+ "type": "float"
+ }
+ ],
+ "ref": "65110a54-48f6-4568-9157-4113a041a8ce",
+ "rows": [
+ [
+ "6",
+ "-2.6546675954127342e-06",
+ "-0.7499999999999999",
+ "15.0",
+ "1.4507904856857996",
+ "0.021972656250000073",
+ "1.2533604060913706",
+ "-0.36041608096710714",
+ "-0.12803584060363116",
+ "2.95768999398436",
+ "0.09490219324244216",
+ "-0.2647296206618241",
+ "-0.2647296206618241",
+ "-0.19489463315452618",
+ "0.0",
+ "0.0",
+ "-1.0",
+ "-0.5",
+ "0.0",
+ "2.0"
+ ],
+ [
+ "9",
+ "-2.6349595954467894e-06",
+ "0.37500000000000006",
+ "4.0",
+ "0.1959834781370174",
+ "-0.039062499999999924",
+ "-0.12735025380710657",
+ "-0.02305313466404274",
+ "-0.6008016977128036",
+ "0.2506516944054542",
+ "0.0652637818612922",
+ "-0.05488297013720748",
+ "-0.054882970137207436",
+ "0.37922317870549505",
+ "0.0",
+ "0.0",
+ "-1.0",
+ "-0.5",
+ "5.0",
+ "-0.5"
+ ],
+ [
+ "11",
+ "-2.625105595463817e-06",
+ "-0.7499999999999999",
+ "4.0",
+ "-1.9632530978493092",
+ "-0.6494140624999999",
+ "-0.2897868020304568",
+ "-0.6977790272701715",
+ "-0.5996227304880924",
+ "-0.5514337276919993",
+ "-0.5571428571428573",
+ "-0.03874092009685234",
+ "-0.038740920096852295",
+ "-0.19489463315452618",
+ "0.0",
+ "0.0",
+ "-1.0",
+ "2.0",
+ "0.0",
+ "-0.5"
+ ],
+ [
+ "12",
+ "-2.615251595480845e-06",
+ "-0.12499999999999997",
+ "6.0",
+ "0.18174049280729226",
+ "-0.5883789062499999",
+ "-0.37100507614213196",
+ "-0.5375316277762159",
+ "-0.5583588776232021",
+ "0.42252717064367357",
+ "1.665737996443391",
+ "0.12267958030669893",
+ "0.12267958030669894",
+ "-0.19489463315452618",
+ "0.0",
+ "0.0",
+ "4.0",
+ "-0.5",
+ "0.0",
+ "-0.5"
+ ],
+ [
+ "14",
+ "-2.6053975954978728e-06",
+ "-0.37499999999999994",
+ "-11.0",
+ "-1.5516308218202537",
+ "-0.6799316406249999",
+ "-0.44247715736040605",
+ "-0.6696654484115828",
+ "-0.6444234850271162",
+ "8.171245237617807",
+ "-0.05328986366330771",
+ "-0.2728006456820017",
+ "-0.2728006456820017",
+ "0.36796800457441364",
+ "0.0",
+ "0.0",
+ "4.0",
+ "-0.5",
+ "0.0",
+ "-0.5"
+ ]
+ ],
+ "shape": {
+ "columns": 19,
+ "rows": 5
+ }
+ },
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " code \n",
+ " additives_n \n",
+ " nutriscore_score \n",
+ " energy_100g \n",
+ " fat_100g \n",
+ " saturated-fat_100g \n",
+ " carbohydrates_100g \n",
+ " sugars_100g \n",
+ " fiber_100g \n",
+ " proteins_100g \n",
+ " salt_100g \n",
+ " sodium_100g \n",
+ " fruits-vegetables-nuts-estimate-from-ingredients_100g \n",
+ " PNNS_pro_Animal_based \n",
+ " PNNS_pro_Drinks \n",
+ " PNNS_pro_NA \n",
+ " PNNS_pro_Plant_based \n",
+ " PNNS_pro_Processed \n",
+ " PNNS_pro_Snacks \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " -0.000003 \n",
+ " -0.750 \n",
+ " 15.0 \n",
+ " 1.450790 \n",
+ " 0.021973 \n",
+ " 1.253360 \n",
+ " -0.360416 \n",
+ " -0.128036 \n",
+ " 2.957690 \n",
+ " 0.094902 \n",
+ " -0.264730 \n",
+ " -0.264730 \n",
+ " -0.194895 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " -1.0 \n",
+ " -0.5 \n",
+ " 0.0 \n",
+ " 2.0 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " -0.000003 \n",
+ " 0.375 \n",
+ " 4.0 \n",
+ " 0.195983 \n",
+ " -0.039062 \n",
+ " -0.127350 \n",
+ " -0.023053 \n",
+ " -0.600802 \n",
+ " 0.250652 \n",
+ " 0.065264 \n",
+ " -0.054883 \n",
+ " -0.054883 \n",
+ " 0.379223 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " -1.0 \n",
+ " -0.5 \n",
+ " 5.0 \n",
+ " -0.5 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " -0.000003 \n",
+ " -0.750 \n",
+ " 4.0 \n",
+ " -1.963253 \n",
+ " -0.649414 \n",
+ " -0.289787 \n",
+ " -0.697779 \n",
+ " -0.599623 \n",
+ " -0.551434 \n",
+ " -0.557143 \n",
+ " -0.038741 \n",
+ " -0.038741 \n",
+ " -0.194895 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " -1.0 \n",
+ " 2.0 \n",
+ " 0.0 \n",
+ " -0.5 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " -0.000003 \n",
+ " -0.125 \n",
+ " 6.0 \n",
+ " 0.181740 \n",
+ " -0.588379 \n",
+ " -0.371005 \n",
+ " -0.537532 \n",
+ " -0.558359 \n",
+ " 0.422527 \n",
+ " 1.665738 \n",
+ " 0.122680 \n",
+ " 0.122680 \n",
+ " -0.194895 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 4.0 \n",
+ " -0.5 \n",
+ " 0.0 \n",
+ " -0.5 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " -0.000003 \n",
+ " -0.375 \n",
+ " -11.0 \n",
+ " -1.551631 \n",
+ " -0.679932 \n",
+ " -0.442477 \n",
+ " -0.669665 \n",
+ " -0.644423 \n",
+ " 8.171245 \n",
+ " -0.053290 \n",
+ " -0.272801 \n",
+ " -0.272801 \n",
+ " 0.367968 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " 4.0 \n",
+ " -0.5 \n",
+ " 0.0 \n",
+ " -0.5 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " code additives_n ... PNNS_pro_Processed PNNS_pro_Snacks\n",
+ "6 -0.000003 -0.750 ... 0.0 2.0\n",
+ "9 -0.000003 0.375 ... 5.0 -0.5\n",
+ "11 -0.000003 -0.750 ... 0.0 -0.5\n",
+ "12 -0.000003 -0.125 ... 0.0 -0.5\n",
+ "14 -0.000003 -0.375 ... 0.0 -0.5\n",
+ "\n",
+ "[5 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "work_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Outliers?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3. Predicting the nutriscore"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "##### 3.1 : Decision tree"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "##### 3.2 Random forest"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = work_df.drop(\"nutriscore_score\", axis=1) \n",
+ "y = work_df[\"nutriscore_score\"]\n",
+ "X_test = work_df_test.drop(\"nutriscore_score\", axis=1) \n",
+ "y_test = work_df_test[\"nutriscore_score\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+
+ "n_iterations: 1\n",
+ "n_required_iterations: 5\n",
+ "n_possible_iterations: 1\n",
+ "min_resources_: 50\n",
+ "max_resources_: 100\n",
+ "aggressive_elimination: False\n",
+ "factor: 3\n",
+ "----------\n",
+ "iter: 0\n",
+ "n_candidates: 216\n",
+ "n_resources: 50\n",
+ "Fitting 5 folds for each of 216 candidates, totalling 1080 fits\n",
+ "Meilleurs paramètres trouvés : {'max_depth': 10, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 5, 'n_estimators': 100}\n",
+ "MSE : 7.368583825283833\n",
+ "R² : 0.1591149468498232\n"
+ "Best parameters: {'max_depth': None, 'min_samples_leaf': 1, 'min_samples_split': 10}\n",
+ "RMSE: 5.5717\n",
+ "MSE: 31.0437\n",
+ "MAE: 2.4963\n",
+ "R2: 0.5804\n"
+ ]
+ }
+ ],
+ "source": [
+
+ "from scripts.rf import random_forest_GS\n",
+ "best_rf, X_train, X_test, y_train, y_test, y_pred = random_forest_GS(X, y, X_test, y_test)"
+ "\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "from sklearn.experimental import enable_halving_search_cv\n",
+ "from sklearn.model_selection import HalvingGridSearchCV, learning_curve\n",
+ "from sklearn.feature_selection import SelectFromModel\n",
+ "from sklearn.tree import DecisionTreeRegressor\n",
+ "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "def decision_tree_FS(X_train, y_train, X_test, y_test, random_state=42):\n",
+ " #Feature selection with RandomForest\n",
+ " rf = RandomForestRegressor(random_state=random_state)\n",
+ " rf.fit(X_train, y_train)\n",
+ "\n",
+ " selector = SelectFromModel(rf, threshold=\"median\") # keep features above median importance\n",
+ " X_train_sel = selector.transform(X_train)\n",
+ " X_test_sel = selector.transform(X_test)\n",
+ "\n",
+ " print(f\"Selected {X_train_sel.shape[1]} features out of {X_train.shape[1]}\")\n",
+ "\n",
+ " # DecisionTree with Halving Grid Search\n",
+ " dt = DecisionTreeRegressor(random_state=random_state)\n",
+ "\n",
+ " param_grid = {\n",
+ " \"max_depth\": [None, 5, 10, 20, 30],\n",
+ " \"min_samples_split\": [2, 5, 10], # changed to valid integers\n",
+ " \"min_samples_leaf\": [1, 5, 10],\n",
+ " }\n",
+ "\n",
+ " halving_search = HalvingGridSearchCV(\n",
+ " dt,\n",
+ " param_grid,\n",
+ " cv=5,\n",
+ " factor=2,\n",
+ " scoring=\"neg_root_mean_squared_error\"\n",
+ " )\n",
+ "\n",
+ " halving_search.fit(X_train_sel, y_train)\n",
+ " best_dt_FS = halving_search.best_estimator_\n",
+ "\n",
+ " # Learning Curve\n",
+ " train_sizes, train_scores, val_scores = learning_curve(\n",
+ " best_dt_FS, X_train_sel, y_train, cv=5,\n",
+ " scoring=\"neg_root_mean_squared_error\",\n",
+ " train_sizes=np.linspace(0.1, 1.0, 20)\n",
+ " )\n",
+ "\n",
+ " train_rmse = -train_scores.mean(axis=1)\n",
+ " val_rmse = -val_scores.mean(axis=1)\n",
+ "\n",
+ " plt.figure(figsize=(6, 4))\n",
+ " plt.plot(train_sizes, train_rmse, \"o-\", label=\"Training RMSE\")\n",
+ " plt.plot(train_sizes, val_rmse, \"o-\", label=\"Validation RMSE\")\n",
+ " plt.xlabel(\"Training set size\")\n",
+ " plt.ylabel(\"RMSE\")\n",
+ " plt.title(\"Learning Curve (Decision Tree with Feature Selection)\")\n",
+ " plt.legend()\n",
+ " plt.grid(True)\n",
+ " plt.show()\n",
+ "\n",
+ " # Evaluate on test set\n",
+ " y_pred = best_dt_FS.predict(X_test_sel)\n",
+ " mse = mean_squared_error(y_test, y_pred)\n",
+ " rmse = np.sqrt(mse)\n",
+ " mae = mean_absolute_error(y_test, y_pred)\n",
+ " r2 = r2_score(y_test, y_pred)\n",
+ "\n",
+ " metrics = {\n",
+ " \"RMSE\": rmse,\n",
+ " \"MSE\": mse,\n",
+ " \"MAE\": mae,\n",
+ " \"R2\": r2,\n",
+ " }\n",
+ "\n",
+ " print(f\"Best parameters: {halving_search.best_params_}\")\n",
+ " for k, v in metrics.items():\n",
+ " print(f\"{k}: {v:.4f}\")\n",
+ "\n",
+ " return best_dt_FS, y_pred, metrics, selector\n",
+ "best_dt_FS, y_pred, metrics, selector = decision_tree_FS(X, y, X_test, y_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[np.float64(7.613610313527229),\n",
+ " np.float64(7.368583825283833),\n",
+ " np.float64(7.366031019544516)]"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scripts.rf import plot_learning_curve_rmse, plot_rmse\n",
+ "plot_learning_curve_rmse(best_rf, X, y)\n",
+ "plot_rmse(best_rf, X_train, X_test, y_train, y_test)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\acomi\\anaconda3\\envs\\formation\\Lib\\site-packages\\sklearn\\utils\\validation.py:2732: UserWarning: X has feature names, but SelectFromModel was fitted without feature names\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+
+ "image/png": "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",
+ "text/plain": [
+ ""
+
+ "image/png": "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",
+ "text/plain": [
+ ""
+
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "# Get the selected feature names\n",
+ "selected_features = X.columns[selector.get_support()]\n",
+ "\n",
+ "# Convert selected training features into a DataFrame\n",
+ "X_train_sel = selector.transform(X) # or selector.transform(X_train) if you passed split data\n",
+ "X_train_df = pd.DataFrame(X_train_sel, columns=selected_features)\n",
+ "\n",
+ "# --- Create the SHAP explainer ---\n",
+ "explainer = shap.TreeExplainer(best_dt_FS) # your trained DecisionTreeRegressor\n",
+ "shap_values = explainer.shap_values(X_train_df)\n",
+ "\n",
+ "# --- Summary plot (feature importance as mean absolute SHAP value) ---\n",
+ "shap.summary_plot(shap_values, X_train_df, plot_type=\"bar\")\n",
+ "\n",
+ "# --- Summary plot (beeswarm) showing how feature values affect predictions ---\n",
+ "shap.summary_plot(shap_values, X_train_df)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Feature selection for RF"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.feature_selection import SequentialFeatureSelector as SFS\n",
+ "from sklearn.ensemble import RandomForestRegressor"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Scores for each number of features:\n",
+ "Number of Features: 1, Score: 0.7254\n",
+ "Number of Features: 2, Score: 0.9303\n",
+ "Number of Features: 3, Score: 0.9526\n",
+ "Number of Features: 4, Score: 0.9597\n",
+ "Number of Features: 5, Score: 0.9658\n",
+ "Number of Features: 6, Score: 0.9652\n",
+ "Number of Features: 7, Score: 0.9658\n",
+ "Number of Features: 8, Score: 0.9652\n",
+ "Number of Features: 9, Score: 0.9655\n",
+ "Number of Features: 10, Score: 0.9654\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# scores dict\n",
+ "scores = {}\n",
+ "\n",
+ "# Iterate from 1 to 10 features\n",
+ "for i in range(1, 11):\n",
+ " # Initialize the model and SFS object with the current number of features\n",
+ " rf_feature = RandomForestRegressor(random_state=42)\n",
+ " sfs_feature = SFS(rf_feature, n_features_to_select=i, cv=5, direction='forward')\n",
+ " \n",
+ " # Fit the SFS instance\n",
+ " sfs_feature.fit(X, y)\n",
+ " \n",
+ " # Get the selected features\n",
+ " selected_features = X.columns[sfs_feature.get_support()]\n",
+ " \n",
+ " # Train the final model with the selected features\n",
+ " final_model = rf_feature.fit(X[selected_features], y)\n",
+ " \n",
+ " # Get the R-squared score on the training data\n",
+ " current_score = final_model.score(X[selected_features], y)\n",
+ " scores[i] = current_score\n",
+ "\n",
+ "# Print the scores\n",
+ "print(\"Scores for each number of features:\")\n",
+ "for num_features, score in scores.items():\n",
+ " print(f\"Number of Features: {num_features}, Score: {score:.4f}\")\n",
+ "\n",
+ "# Plot the scores\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.plot(list(scores.keys()), list(scores.values()), marker='o', linestyle='-')\n",
+ "plt.title('Score vs. Number of Features (Iterative Approach)')\n",
+ "plt.xlabel('Number of Features')\n",
+ "plt.ylabel('Score (R-squared)')\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "SequentialFeatureSelector(estimator=RandomForestRegressor(max_depth=10,\n",
+ " max_features='sqrt',\n",
+ " random_state=42),\n",
+ " n_features_to_select=5) In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
+ ],
+ "text/plain": [
+ "SequentialFeatureSelector(estimator=RandomForestRegressor(max_depth=10,\n",
+ " max_features='sqrt',\n",
+ " random_state=42),\n",
+ " n_features_to_select=5)"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "rf_feature = RandomForestRegressor(random_state=42, max_depth= 10, max_features= 'sqrt', min_samples_leaf= 1, min_samples_split=2, n_estimators=100)\n",
+ "sfs_feature = SFS(rf_feature, n_features_to_select=5)\n",
+ "sfs_feature.fit(X,y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Index(['saturated-fat_100g', 'sugars_100g', 'salt_100g',\n",
+ " 'fruits-vegetables-nuts-estimate-from-ingredients_100g',\n",
+ " 'PNNS_pro_Snacks'],\n",
+ " dtype='object')\n"
+ ]
+ }
+ ],
+ "source": [
+ "selected_features = sfs_feature.get_support()\n",
+ "# Use the mask to get the names of the selected columns\n",
+ "selected_feature_names = X.columns[selected_features]\n",
+ "print(selected_feature_names)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_test_s = X_test[['saturated-fat_100g', 'sugars_100g', 'salt_100g',\n",
+ " 'fruits-vegetables-nuts-estimate-from-ingredients_100g',\n",
+ " 'PNNS_pro_Snacks']]\n",
+ "\n",
+ "X_s = X[['saturated-fat_100g', 'sugars_100g', 'salt_100g',\n",
+ " 'fruits-vegetables-nuts-estimate-from-ingredients_100g',\n",
+ " 'PNNS_pro_Snacks']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "n_iterations: 1\n",
+ "n_required_iterations: 5\n",
+ "n_possible_iterations: 1\n",
+ "min_resources_: 50\n",
+ "max_resources_: 100\n",
+ "aggressive_elimination: False\n",
+ "factor: 3\n",
+ "----------\n",
+ "iter: 0\n",
+ "n_candidates: 216\n",
+ "n_resources: 50\n",
+ "Fitting 5 folds for each of 216 candidates, totalling 1080 fits\n",
+ "Meilleurs paramètres trouvés : {'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 100}\n",
+ "MSE : 6.299131081097346\n",
+ "R² : 0.3854887079648106\n"
+ ]
+ }
+ ],
+ "source": [
+ "best_rf, X_train, X_test, y_train, y_test, y_pred = random_forest_GS(X_s, y, X_test_s, y_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[np.float64(6.027862903633642),\n",
+ " np.float64(6.059228790372735),\n",
+ " np.float64(6.059690135889395)]"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "plot_learning_curve_rmse(best_rf, X, y)\n",
+ "plot_rmse(best_rf, X_train, X_test, y_train, y_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "model = best_rf # ou grid_search.best_estimator_ si tu gardes grid_search\n",
+ "\n",
+ "# Initialize SHAP explainer\n",
+ "explainer = shap.TreeExplainer(model)\n",
+ "\n",
+ "# Compute SHAP values\n",
+ "shap_values = explainer(X_train) \n",
+ "shap.summary_plot(shap_values.values, X_train, feature_names=X_train.columns)\n",
+ "shap.summary_plot(shap_values.values, X_train, feature_names=X_train.columns, plot_type=\"bar\")"
]
}
],
diff --git a/scripts/Data_filter_Jess.py b/scripts/Data_filter_Jess.py
index 0e6170d..b6f9605 100644
--- a/scripts/Data_filter_Jess.py
+++ b/scripts/Data_filter_Jess.py
@@ -3,15 +3,16 @@
import numpy as np
import seaborn as sns
-def filter_nutriscore_data(df):
+def filter_nutriscore_data(df, df_test):
"""
Filters the DataFrame to include only rows with a valid nutriscore_score.
Parameters:
- df (DataFrame): The input DataFrame containing food data.
+ df (DataFrame): The input train DataFrame containing food data.
+ df_test (DataFrame): The input test DataFrame containing food data.
Returns:
- DataFrame: A filtered DataFrame with only valid nutriscore_score entries.
+ DataFrame: 2 filtered DataFrame with only valid nutriscore_score entries.
"""
# Check if 'nutriscore_score' column exists
if 'nutriscore_score' not in df.columns:
@@ -19,11 +20,12 @@ def filter_nutriscore_data(df):
# Filter out rows where 'nutriscore_score' is NaN
filtered_df = df[df['nutriscore_score'].notna()]
+ filtered_df_test = df_test[df_test['nutriscore_score'].notna()]
- return filtered_df
+ return filtered_df, filtered_df_test
-def categorical_filter(df, cat_keep):
+def categorical_filter(df, df_test, cat_keep):
""""
Filters the DataFrame to include only rows with specified categories.
@@ -37,9 +39,13 @@ def categorical_filter(df, cat_keep):
categorical = df.select_dtypes(exclude=['float64','int64'])
cat_keep = ['categories','pnns_groups_1', 'pnns_groups_2', 'brands_tags', 'ingredients_analysis_tags']
df_cat = categorical[cat_keep]
- return df_cat
-def numerical_filter(df, num_drop):
+ categorical = df_test.select_dtypes(exclude=['float64','int64'])
+ df_cat_test = categorical[cat_keep]
+
+ return df_cat, df_cat_test
+
+def numerical_filter(df, df_test, num_drop):
""""
Filters the DataFrame to include only relevant numerical values.
@@ -52,14 +58,17 @@ def numerical_filter(df, num_drop):
"""
num_drop = ['created_t', 'last_updated_t', 'last_modified_t', 'last_image_t','serving_quantity', 'nova_group', 'product_quantity', 'unique_scans_n', 'completeness', 'energy-kj_100g', 'energy-kcal_100g']
numerical = df.select_dtypes(include=['float64','int64'])
+ numerical_test = df_test.select_dtypes(include=['float64','int64'])
percent_to_keep = numerical.isnull().sum()*100 /len(df)
percent_to_keep = percent_to_keep[percent_to_keep.values < 80]
num_keep = numerical[percent_to_keep.index]
+ num_keep_test = numerical_test[percent_to_keep.index]
num_keep.drop(num_drop, axis = 'columns', inplace=True, errors='ignore')
-
- return num_keep
+ num_keep_test.drop(num_drop, axis = 'columns', inplace=True, errors='ignore')
+
+ return num_keep, num_keep_test
-def final_df(df_cat, df_num):
+def final_df(df_cat, df_num, df_cat_test, df_num_test):
"""
Combines categorical and numerical filtered DataFrames.
@@ -71,7 +80,8 @@ def final_df(df_cat, df_num):
DataFrame: A combined DataFrame with both categorical and numerical data.
"""
filtered_df = pd.concat([df_cat, df_num], axis=1)
+ filtered_df_test = pd.concat([df_cat_test, df_num_test], axis=1)
- return filtered_df
+ return filtered_df, filtered_df_test
diff --git a/scripts/rf.py b/scripts/rf.py
index ba53ac3..9c41091 100644
--- a/scripts/rf.py
+++ b/scripts/rf.py
@@ -1,88 +1,123 @@
-from sklearn.model_selection import train_test_split, GridSearchCV, learning_curve
+from sklearn.experimental import enable_halving_search_cv # noqa
+from sklearn.model_selection import train_test_split, GridSearchCV, learning_curve, HalvingGridSearchCV
from sklearn.ensemble import RandomForestRegressor
-from sklearn.metrics import mean_squared_error, r2_score
+from sklearn.metrics import root_mean_squared_error, mean_squared_error, r2_score
import matplotlib.pyplot as plt
import numpy as np
-def random_forest_GS(X, y):
+def random_forest_GS(X_train, y_train, X_test, y_test):
# Séparer en train/test
- X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+ #X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Définir le modèle
rf = RandomForestRegressor(random_state=42)
- # Grille des hyperparamètres à tester
param_grid = {
- "n_estimators": [5, 50, 100],
- "max_depth": [None, 10, 20, 50],
- "min_samples_split": [2, 5, 10],
- "min_samples_leaf": [1, 2, 4],
- "max_features": ["auto", "sqrt", "log2"]
- }
-
- # Grid Search avec validation croisée
- grid_search = GridSearchCV(
- estimator=rf,
- param_grid=param_grid,
- cv=5,
- n_jobs=-1,
- scoring="neg_mean_squared_error",
- verbose=2
- )
-
- # Entraînement
- grid_search.fit(X_train, y_train)
+ "n_estimators": [50, 100, 200],
+ "max_depth": [None, 10, 20, 50],
+ "min_samples_split": [2, 5, 10],
+ "min_samples_leaf": [1, 2, 4],
+ "max_features": ["sqrt", "log2"]
+}
+
+# Halving Grid Search
+ halving_grid_search = HalvingGridSearchCV(
+ estimator=rf,
+ param_grid=param_grid,
+ cv=5,
+ factor=3, # reduction factor (default=3)
+ resource='n_samples', # progressively allocate more trees
+ max_resources=100, # maximum number of trees
+ min_resources=50, # minimum number of trees
+ scoring="neg_mean_squared_error",
+ n_jobs=-1,
+ verbose=2
+)
+
+# Fit
+ halving_grid_search.fit(X_train, y_train)
# Prédictions
- y_pred = grid_search.best_estimator_.predict(X_test)
+ y_pred = halving_grid_search.best_estimator_.predict(X_test)
# Meilleurs paramètres
- print("Meilleurs paramètres trouvés : ", grid_search.best_params_)
+ print("Meilleurs paramètres trouvés : ", halving_grid_search.best_params_)
# Évaluation
- print("MSE :", mean_squared_error(y_test, y_pred))
+ print("RMSE :", root_mean_squared_error(y_test, y_pred))
print("R² :", r2_score(y_test, y_pred))
- return grid_search.best_estimator_, X_train, X_test, y_train, y_test, y_pred
+ return halving_grid_search.best_estimator_, X_train, X_test, y_train, y_test, y_pred
# Courbe d'apprentissage / Learning curve (Lr):
-def plot_learning_curve(model, X, y, cv=5):
+import numpy as np
+import matplotlib.pyplot as plt
+from sklearn.model_selection import learning_curve
+
+def plot_learning_curve_rmse(model, X, y, cv=5):
train_sizes, train_scores, test_scores = learning_curve(
model,
X, y,
cv=cv,
- scoring="neg_mean_squared_error",
+ scoring="neg_root_mean_squared_error",
n_jobs=-1,
train_sizes=np.linspace(0.1, 1.0, 10),
shuffle=True,
random_state=42
)
- # Moyenne et écart-type
- train_scores_mean = -np.mean(train_scores, axis=1)
- test_scores_mean = -np.mean(test_scores, axis=1)
-
- plt.figure(figsize=(8,5))
- plt.plot(train_sizes, train_scores_mean, "o-", label="Erreur entraînement")
- plt.plot(train_sizes, test_scores_mean, "o-", label="Erreur validation")
- plt.fill_between(
- train_sizes,
- test_scores_mean - np.std(test_scores, axis=1),
- test_scores_mean + np.std(test_scores, axis=1),
- alpha=0.2
- )
+ # Convertir scores négatifs en positifs
+ train_scores = -train_scores
+ test_scores = -test_scores
+
+ train_scores_mean = np.mean(train_scores, axis=1)
+ test_scores_mean = np.mean(test_scores, axis=1)
+ train_scores_std = np.std(train_scores, axis=1)
+ test_scores_std = np.std(test_scores, axis=1)
+
+ # Couleurs personnalisées
+ #color_train = "#2ca02c" # vert
+ #color_test = "#9467bd" # violet
+
+ plt.figure(figsize=(8, 5), facecolor="white")
+ ax = plt.gca()
+ #ax.set_facecolor("white") # fond blanc
+
+ # Tracer les courbes
+ plt.plot(train_sizes, train_scores_mean, "o-", label="RMSE entraînement", linewidth=2)
+ plt.plot(train_sizes, test_scores_mean, "o-", label="RMSE validation", linewidth=2)
+
+ # Zones ombrées
+ plt.fill_between(train_sizes, train_scores_mean - train_scores_std,
+ train_scores_mean + train_scores_std, alpha=0.2)
+ plt.fill_between(train_sizes,test_scores_mean - test_scores_std,
+ test_scores_mean + test_scores_std,alpha=0.2)
+
+ # Style épuré : enlever spines gauche et bas
+ #ax.spines['top'].set_visible(False)
+ #ax.spines['right'].set_visible(False)
+ #ax.spines['bottom'].set_visible(False)
+ #ax.spines['left'].set_visible(False)
+
+ # Axes et grille
plt.xlabel("Taille de l'échantillon d'entraînement")
- plt.ylabel("MSE")
- plt.title("Courbe d'apprentissage - Random Forest")
- plt.legend()
- plt.grid(True)
+ plt.ylabel("RMSE")
+ plt.title(f"Courbe d'apprentissage - {model.__class__.__name__}")
+ plt.legend(frameon=False)
+ plt.grid(True, linestyle='--', alpha=0.5)
+ plt.tight_layout()
plt.show()
# Loss en fonction du nombre d'arbres / Loss function // number of threes
-def plot_mse(best_rf, X_train, X_test, y_train, y_test, n_estimators_range=[10,50,100]):
+import matplotlib.pyplot as plt
+import numpy as np
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.metrics import mean_squared_error
+
+def plot_rmse(best_rf, X_train, X_test, y_train, y_test, n_estimators_range=[50, 100, 200]):
errors = []
for n in n_estimators_range:
@@ -97,14 +132,34 @@ def plot_mse(best_rf, X_train, X_test, y_train, y_test, n_estimators_range=[10,5
)
rf_tmp.fit(X_train, y_train)
y_pred_tmp = rf_tmp.predict(X_test)
+
+ # Compute RMSE explicitly
mse = mean_squared_error(y_test, y_pred_tmp)
- errors.append(mse)
+ rmse = np.sqrt(mse)
+ errors.append(rmse)
- plt.figure(figsize=(8,5))
- plt.plot(n_estimators_range, errors, marker="o")
+ # Couleurs personnalisées
+ #color = "#9467bd" # violet
+
+ plt.figure(figsize=(8, 5), facecolor="white")
+ ax = plt.gca()
+ ax.set_facecolor("white") # fond blanc
+
+ # Style épuré : enlever spines
+ #ax.spines['top'].set_visible(False)
+ #ax.spines['right'].set_visible(False)
+ #ax.spines['bottom'].set_visible(False)
+ #ax.spines['left'].set_visible(False)
+
+ # Courbe RMSE
+ plt.plot(n_estimators_range, errors, marker="o", label="RMSE")
plt.xlabel("Nombre d'arbres (n_estimators)")
- plt.ylabel("MSE sur test")
- plt.title("Évolution de la loss (MSE) vs nombre d'arbres")
- plt.grid(True)
+ plt.ylabel("RMSE sur test data")
+ plt.legend(frameon=False)
+ plt.grid(True, linestyle='--', alpha=0.5)
+ plt.tight_layout()
plt.show()
+
+ return errors # also return RMSE values for later use
+