626 lines
345 KiB
Plaintext
626 lines
345 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 162,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"from sklearn.model_selection import train_test_split\n",
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"import matplotlib.pyplot as plt\n",
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"import random\n",
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"from typing import Optional\n",
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"import seaborn as sn\n",
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"\n",
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"def map_range(x, from_min, from_max, to_min, to_max):\n",
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" percent = (x - from_min) / abs(from_max - from_min)\n",
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" return percent * abs(to_max - to_min) + to_min\n",
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"\n",
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"def prepare_dataset(dataset: pd.DataFrame):\n",
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" prepared_dataset = dataset.copy(True)\n",
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"\n",
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" crops = prepared_dataset[\"Crop\"].unique()\n",
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" crops.sort()\n",
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"\n",
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" prepared_dataset[\"Crop\"] = prepared_dataset[\"Crop\"].map(lambda crop: np.where(crop == crops)[0][0])\n",
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" for column_name in prepared_dataset.columns:\n",
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" if column_name == \"Crop\": continue\n",
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" column = prepared_dataset[column_name]\n",
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" min_value = column.min()\n",
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" max_value = column.max()\n",
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" prepared_dataset[column_name] = prepared_dataset[column_name].map(lambda x: map_range(x, min_value, max_value, -1, 1))\n",
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"\n",
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" return prepared_dataset, crops\n",
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"\n",
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"def calc_distance(a: pd.Series, b: pd.Series):\n",
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" return (a.sub(b) ** 2).sum() ** 0.5\n",
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"\n",
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"def find_farthest_neighbours(k: int, dataset: pd.DataFrame, seed=None) -> list[pd.Series]:\n",
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" rng = random.Random(seed)\n",
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"\n",
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" rows = list(row for _, row in dataset.iterrows())\n",
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"\n",
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" solutions_indexes = []\n",
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" solutions_indexes.append(rng.randint(0, len(rows)))\n",
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"\n",
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" def min_solution_distance(row_idx):\n",
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" return min(map(lambda solution_idx: calc_distance(rows[row_idx], rows[solution_idx]), solutions_indexes))\n",
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"\n",
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" for _ in range(k-1):\n",
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" distanace_iter = map(lambda row_idx: (row_idx, min_solution_distance(row_idx)), range(len(rows)))\n",
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" best_distance_idx, best_distance = next(distanace_iter)\n",
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"\n",
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" for i, distance in distanace_iter:\n",
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" if distance > best_distance:\n",
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" best_distance_idx = i\n",
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"\n",
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" solutions_indexes.append(best_distance_idx)\n",
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"\n",
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" return list(map(lambda idx: rows[idx], solutions_indexes))\n",
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"\n",
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"def plot_dataset_by_label(x, y, labels, x_column, y_column):\n",
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" for label_idx, label in enumerate(labels):\n",
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" label_x = x[y == label_idx]\n",
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" plt.plot(label_x[x_column], label_x[y_column], marker='o', linewidth=0, label=label)\n",
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" plt.xlim(-1.1, 1.1)\n",
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" plt.ylim(-1.1, 1.1)\n",
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" plt.xlabel(x_column)\n",
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" plt.ylabel(y_column)\n",
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"\n",
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"class KMeansClassifier:\n",
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" def __init__(self, k):\n",
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" self.centroids = []\n",
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" self.centroid_labels = []\n",
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" self.k = k\n",
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"\n",
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" def train(self,\n",
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" x: pd.DataFrame,\n",
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" y: pd.Series,\n",
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" epochs=1,\n",
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" starting_points: Optional[list[pd.Series]] = None,\n",
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" seed = None,\n",
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" ):\n",
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" if starting_points == None:\n",
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" self.centroids = find_farthest_neighbours(self.k, x, seed)\n",
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" else:\n",
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" assert len(starting_points) == self.k\n",
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" self.centroids = starting_points.copy()\n",
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"\n",
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" for epoch in range(epochs):\n",
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" print(f\"Epoch: {epoch+1}/{epochs}\")\n",
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"\n",
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" points_by_centroid_count = []\n",
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" points_by_centroid_sum = []\n",
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" for _ in range(self.k):\n",
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" zero_series = {}\n",
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" for column_name in x.columns:\n",
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" zero_series[column_name] = 0\n",
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" points_by_centroid_sum.append(pd.Series(zero_series, index=x.columns, dtype=float))\n",
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" points_by_centroid_count.append(0)\n",
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"\n",
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" for _, row in x.iterrows():\n",
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" centroid_distances = list(map(lambda centroid: calc_distance(centroid, row), self.centroids))\n",
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" centroid_idx = centroid_distances.index(min(centroid_distances))\n",
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" points_by_centroid_sum[centroid_idx] = points_by_centroid_sum[centroid_idx].add(row)\n",
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" points_by_centroid_count[centroid_idx] += 1\n",
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"\n",
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" for i in range(self.k):\n",
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" self.centroids[i] = points_by_centroid_sum[i].div(points_by_centroid_count[i])\n",
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"\n",
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" self.centroid_labels = []\n",
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" for i, centroid in enumerate(self.centroids):\n",
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" distance_by_label = [0] * self.k\n",
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"\n",
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" for idx, row in x.iterrows():\n",
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" distance_by_label[y[idx]] += calc_distance(centroid, row)\n",
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"\n",
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" self.centroid_labels.append(distance_by_label.index(min(distance_by_label)))\n",
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"\n",
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" def predict(self, x: pd.Series) -> int:\n",
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" best_distance = calc_distance(x, self.centroids[0])\n",
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" best_distance_idx = 0\n",
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" for idx in range(1, len(self.centroids)):\n",
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" distance = calc_distance(x, self.centroids[idx])\n",
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" if distance < best_distance:\n",
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" best_distance_idx = idx\n",
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" best_distance = distance\n",
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"\n",
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" return self.centroid_labels[best_distance_idx]\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Parameters"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 69,
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset_filename = \"dataset.csv\"\n",
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"test_size = 0.2\n",
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"seed = 42"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Prepare dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 50,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Nitrogen</th>\n",
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" <th>Phosphorus</th>\n",
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" <th>Potassium</th>\n",
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" <th>Temperature</th>\n",
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" <th>Humidity</th>\n",
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" <th>pH_Value</th>\n",
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" <th>Rainfall</th>\n",
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" <th>Crop</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0.285714</td>\n",
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" <td>-0.471429</td>\n",
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" <td>-0.62</td>\n",
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" <td>-0.308228</td>\n",
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" <td>0.580534</td>\n",
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" <td>-0.067473</td>\n",
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" <td>0.312916</td>\n",
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" <td>20</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0.214286</td>\n",
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" <td>-0.242857</td>\n",
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" <td>-0.64</td>\n",
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" <td>-0.257110</td>\n",
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" <td>0.541266</td>\n",
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" <td>0.098961</td>\n",
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" <td>0.483349</td>\n",
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" <td>20</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>-0.142857</td>\n",
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" <td>-0.285714</td>\n",
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" <td>-0.61</td>\n",
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" <td>-0.186292</td>\n",
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" <td>0.587953</td>\n",
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" <td>0.348438</td>\n",
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" <td>0.751421</td>\n",
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" <td>20</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0.057143</td>\n",
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" <td>-0.571429</td>\n",
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" <td>-0.65</td>\n",
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" <td>0.013803</td>\n",
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" <td>0.537503</td>\n",
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" <td>0.081016</td>\n",
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" <td>0.599811</td>\n",
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" <td>20</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>0.114286</td>\n",
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" <td>-0.471429</td>\n",
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" <td>-0.63</td>\n",
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" <td>-0.351245</td>\n",
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" <td>0.571251</td>\n",
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" <td>0.282583</td>\n",
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" <td>0.742461</td>\n",
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" <td>20</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Nitrogen Phosphorus Potassium Temperature Humidity pH_Value Rainfall \\\n",
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"0 0.285714 -0.471429 -0.62 -0.308228 0.580534 -0.067473 0.312916 \n",
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"1 0.214286 -0.242857 -0.64 -0.257110 0.541266 0.098961 0.483349 \n",
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"2 -0.142857 -0.285714 -0.61 -0.186292 0.587953 0.348438 0.751421 \n",
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"3 0.057143 -0.571429 -0.65 0.013803 0.537503 0.081016 0.599811 \n",
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"4 0.114286 -0.471429 -0.63 -0.351245 0.571251 0.282583 0.742461 \n",
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"\n",
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" Crop \n",
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"0 20 \n",
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"1 20 \n",
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"2 20 \n",
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"3 20 \n",
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"4 20 "
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]
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},
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"execution_count": 50,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"dataset, crop_labels = prepare_dataset(pd.read_csv(dataset_filename))\n",
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"\n",
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"train_dataset, test_dataset = train_test_split(dataset, test_size=test_size, random_state=seed)\n",
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"\n",
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"assert type(train_dataset) == pd.DataFrame\n",
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"assert type(test_dataset) == pd.DataFrame\n",
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"train_x, train_y = train_dataset.drop(columns=['Crop']), train_dataset['Crop']\n",
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"test_x, test_y = test_dataset.drop(columns=['Crop']), test_dataset['Crop']\n",
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"\n",
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"dataset.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 65,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_dataset_by_label(train_x, train_y, crop_labels, 'Nitrogen', 'Temperature')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Starting points"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Nitrogen 0.514286\n",
|
|
"Phosphorus -0.771429\n",
|
|
"Potassium -0.530000\n",
|
|
"Temperature 0.151806\n",
|
|
"Humidity 0.878868\n",
|
|
"pH_Value -0.134800\n",
|
|
"Rainfall -0.979702\n",
|
|
"Name: 1497, dtype: float64, Nitrogen -0.842857\n",
|
|
"Phosphorus 0.700000\n",
|
|
"Potassium 0.990000\n",
|
|
"Temperature -0.735768\n",
|
|
"Humidity 0.535356\n",
|
|
"pH_Value -0.111590\n",
|
|
"Rainfall -0.632194\n",
|
|
"Name: 1294, dtype: float64, Nitrogen -0.842857\n",
|
|
"Phosphorus -0.557143\n",
|
|
"Potassium -0.740000\n",
|
|
"Temperature 0.095843\n",
|
|
"Humidity -0.124593\n",
|
|
"pH_Value -0.076037\n",
|
|
"Rainfall -0.424842\n",
|
|
"Name: 1130, dtype: float64, Nitrogen -0.857143\n",
|
|
"Phosphorus -1.000000\n",
|
|
"Potassium -1.000000\n",
|
|
"Temperature -0.289098\n",
|
|
"Humidity 0.798693\n",
|
|
"pH_Value 0.341483\n",
|
|
"Rainfall -0.333411\n",
|
|
"Name: 1638, dtype: float64, Nitrogen -0.542857\n",
|
|
"Phosphorus 0.042857\n",
|
|
"Potassium -0.830000\n",
|
|
"Temperature -0.130834\n",
|
|
"Humidity 0.122151\n",
|
|
"pH_Value 0.089300\n",
|
|
"Rainfall -0.761466\n",
|
|
"Name: 860, dtype: float64, Nitrogen 0.542857\n",
|
|
"Phosphorus 0.271429\n",
|
|
"Potassium -0.580000\n",
|
|
"Temperature 0.063618\n",
|
|
"Humidity 0.639876\n",
|
|
"pH_Value -0.103413\n",
|
|
"Rainfall -0.492714\n",
|
|
"Name: 1095, dtype: float64, Nitrogen 0.585714\n",
|
|
"Phosphorus -0.671429\n",
|
|
"Potassium -0.790000\n",
|
|
"Temperature 0.087406\n",
|
|
"Humidity 0.171682\n",
|
|
"pH_Value 0.067627\n",
|
|
"Rainfall 0.239458\n",
|
|
"Name: 2169, dtype: float64, Nitrogen -0.585714\n",
|
|
"Phosphorus 0.042857\n",
|
|
"Potassium -0.800000\n",
|
|
"Temperature -0.361016\n",
|
|
"Humidity 0.051599\n",
|
|
"pH_Value -0.229247\n",
|
|
"Rainfall 0.261552\n",
|
|
"Name: 466, dtype: float64, Nitrogen -0.800000\n",
|
|
"Phosphorus 0.800000\n",
|
|
"Potassium 0.930000\n",
|
|
"Temperature 0.413978\n",
|
|
"Humidity 0.624038\n",
|
|
"pH_Value -0.359897\n",
|
|
"Rainfall -0.657187\n",
|
|
"Name: 1238, dtype: float64, Nitrogen -0.757143\n",
|
|
"Phosphorus 0.028571\n",
|
|
"Potassium -0.820000\n",
|
|
"Temperature -0.099704\n",
|
|
"Humidity -0.847015\n",
|
|
"pH_Value -0.326533\n",
|
|
"Rainfall -0.683967\n",
|
|
"Name: 330, dtype: float64, Nitrogen 0.257143\n",
|
|
"Phosphorus -0.571429\n",
|
|
"Potassium -0.700000\n",
|
|
"Temperature 0.075093\n",
|
|
"Humidity 0.031204\n",
|
|
"pH_Value 0.020073\n",
|
|
"Rainfall -0.297804\n",
|
|
"Name: 2135, dtype: float64, Nitrogen 0.242857\n",
|
|
"Phosphorus -0.571429\n",
|
|
"Potassium -0.800000\n",
|
|
"Temperature -0.275773\n",
|
|
"Humidity 0.140969\n",
|
|
"pH_Value -0.168534\n",
|
|
"Rainfall -0.671791\n",
|
|
"Name: 130, dtype: float64, Nitrogen -0.742857\n",
|
|
"Phosphorus -0.742857\n",
|
|
"Potassium -0.970000\n",
|
|
"Temperature -0.273138\n",
|
|
"Humidity 0.847361\n",
|
|
"pH_Value -0.095290\n",
|
|
"Rainfall -0.416051\n",
|
|
"Name: 1685, dtype: float64, Nitrogen -0.400000\n",
|
|
"Phosphorus -0.242857\n",
|
|
"Potassium -0.800000\n",
|
|
"Temperature 0.069323\n",
|
|
"Humidity 0.134858\n",
|
|
"pH_Value -0.064165\n",
|
|
"Rainfall -0.646135\n",
|
|
"Name: 769, dtype: float64, Nitrogen -0.571429\n",
|
|
"Phosphorus 0.971429\n",
|
|
"Potassium 0.940000\n",
|
|
"Temperature -0.142426\n",
|
|
"Humidity 0.781070\n",
|
|
"pH_Value -0.286632\n",
|
|
"Rainfall -0.410426\n",
|
|
"Name: 1515, dtype: float64, Nitrogen -0.685714\n",
|
|
"Phosphorus 0.900000\n",
|
|
"Potassium 0.900000\n",
|
|
"Temperature 0.090921\n",
|
|
"Humidity 0.615803\n",
|
|
"pH_Value -0.159159\n",
|
|
"Rainfall -0.620494\n",
|
|
"Name: 1215, dtype: float64, Nitrogen -0.614286\n",
|
|
"Phosphorus -0.728571\n",
|
|
"Potassium -0.640000\n",
|
|
"Temperature -0.110353\n",
|
|
"Humidity 0.787715\n",
|
|
"pH_Value -0.034110\n",
|
|
"Rainfall -0.351538\n",
|
|
"Name: 955, dtype: float64, Nitrogen -1.000000\n",
|
|
"Phosphorus -0.557143\n",
|
|
"Potassium -0.790000\n",
|
|
"Temperature 0.452234\n",
|
|
"Humidity -0.136767\n",
|
|
"pH_Value -0.503462\n",
|
|
"Rainfall -0.452652\n",
|
|
"Name: 1184, dtype: float64, Nitrogen -0.642857\n",
|
|
"Phosphorus -0.157143\n",
|
|
"Potassium -0.850000\n",
|
|
"Temperature 0.396022\n",
|
|
"Humidity -0.575341\n",
|
|
"pH_Value -0.594726\n",
|
|
"Rainfall -0.390500\n",
|
|
"Name: 459, dtype: float64, Nitrogen 0.085714\n",
|
|
"Phosphorus -0.500000\n",
|
|
"Potassium -0.620000\n",
|
|
"Temperature -0.062734\n",
|
|
"Humidity 0.606533\n",
|
|
"pH_Value -0.513113\n",
|
|
"Rainfall 0.517327\n",
|
|
"Name: 21, dtype: float64, Nitrogen -0.214286\n",
|
|
"Phosphorus -0.114286\n",
|
|
"Potassium -0.890000\n",
|
|
"Temperature 0.466155\n",
|
|
"Humidity 0.293354\n",
|
|
"pH_Value -0.038319\n",
|
|
"Rainfall -0.640303\n",
|
|
"Name: 747, dtype: float64, Nitrogen -0.871429\n",
|
|
"Phosphorus -0.228571\n",
|
|
"Potassium -0.810000\n",
|
|
"Temperature -0.333741\n",
|
|
"Humidity -0.414061\n",
|
|
"pH_Value -0.613520\n",
|
|
"Rainfall -0.159208\n",
|
|
"Name: 474, dtype: float64]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"starting_points = find_farthest_neighbours(len(crop_labels), train_x, seed=seed)\n",
|
|
"print(starting_points)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 68,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_dataset_by_label(train_x, train_y, crop_labels, 'Nitrogen', 'Temperature')\n",
|
|
"plt.scatter(list(p['Nitrogen'] for p in starting_points), list(p['Temperature'] for p in starting_points), marker='*', s=200, edgecolors='b', zorder=10)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Train model & visualize"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 168,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch: 1/10\n",
|
|
"Epoch: 2/10\n",
|
|
"Epoch: 3/10\n",
|
|
"Epoch: 4/10\n",
|
|
"Epoch: 5/10\n",
|
|
"Epoch: 6/10\n",
|
|
"Epoch: 7/10\n",
|
|
"Epoch: 8/10\n",
|
|
"Epoch: 9/10\n",
|
|
"Epoch: 10/10\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"model = KMeansClassifier(len(crop_labels))\n",
|
|
"\n",
|
|
"model.train(train_x, train_y, starting_points=starting_points, seed=seed, epochs=10)\n",
|
|
"\n",
|
|
"# print(model.centroids)\n",
|
|
"# print(model.centroid_labels)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 169,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 70.45%\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(50.72222222222221, 0.5, 'Predicted')"
|
|
]
|
|
},
|
|
"execution_count": 169,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"confusion_matrix = []\n",
|
|
"for _ in range(len(crop_labels)):\n",
|
|
" confusion_matrix.append([0] * len(crop_labels))\n",
|
|
"\n",
|
|
"total_correct = 0\n",
|
|
"\n",
|
|
"for idx, row in test_x.iterrows():\n",
|
|
" predicted = model.predict(row)\n",
|
|
" actual = test_y.get(idx)\n",
|
|
" confusion_matrix[predicted][actual] += 1\n",
|
|
"\n",
|
|
" if predicted == actual:\n",
|
|
" total_correct += 1\n",
|
|
"\n",
|
|
"print(f\"Accuracy: {total_correct / len(test_x) * 100:.2f}%\")\n",
|
|
"\n",
|
|
"sn.heatmap(confusion_matrix, annot=True, xticklabels=crop_labels, yticklabels=crop_labels)\n",
|
|
"plt.xlabel(\"Actual\")\n",
|
|
"plt.ylabel(\"Predicted\")"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|