{ "cells": [ { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from fuzzywuzzy import process\n", "from typing import List\n", "\n", "\n", "def get_popular_agriculture(\n", " df: pd.DataFrame,\n", " region: str,\n", " surface_parc: str = None,\n", " groups_agri: List[str] = None,\n", "): # surface en hectare\n", " unique_regions = df[\"REGION\"].unique().tolist()\n", " region, _ = process.extractOne(region, unique_regions)\n", " df = df[df[\"REGION\"] == region]\n", " if groups_agri != None:\n", " unique_agri_group = df[\"LIBELLE_GROUPE_CULTURE\"].unique().tolist()\n", " groups_agri_new = []\n", " for group_culture in groups_agri:\n", " groups_agri_new.append(process.extractOne(group_culture, unique_agri_group)[0])\n", " df = df[df[\"LIBELLE_GROUPE_CULTURE\"].isin(groups_agri_new)]\n", " if surface_parc != None:\n", " popular_cultures = df[\"LIBELLE_CULTURE\"].value_counts().head(10).index\n", " df = df[df[\"LIBELLE_CULTURE\"].isin(popular_cultures)]\n", " df[\"proximity\"] = abs(df[\"SURF_PARC\"] - surface_parc)\n", " sorted_df = df.sort_values(by=\"proximity\").drop(columns=\"proximity\")\n", " return popular_cultures, sorted_df[[\"LIBELLE_CULTURE\",\"LIBELLE_GROUPE_CULTURE\",\"SURF_PARC\"]]\n", " popular_cultures = df[\"LIBELLE_CULTURE\"].value_counts().head(10).index\n", " df = df[df[\"LIBELLE_CULTURE\"].isin(popular_cultures)]\n", " return popular_cultures, df[[\"LIBELLE_CULTURE\",\"LIBELLE_GROUPE_CULTURE\",\"SURF_PARC\"]]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"./data_rpg/data_prepared_rpg.csv\")\n", "\n", "pop, sorted_df = get_popular_agriculture(\n", " df,\n", " \"Bretagne\",\n", " 132.5\n", " \n", ")" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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49AïlLégumes ou fleurs49.67
61Plantes médicinales et à parfum non pérennes (...Autres cultures industrielles29.14
78Plante aromatique pérenne non arbustive ou arb...Autres cultures industrielles20.14
14Autre culture pérenne et jachère dans les bana...Divers5.31
37AgrumeVergers3.18
2Plantes aromatiques herbacées non pérennes (< ...Autres cultures industrielles277.71
117Avoine de printempsAutres céréales877.02
91ArtichautLégumes ou fleurs2953.38
104Avoine d’hiverAutres céréales5176.17
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