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‎20_K_Modes.ipynb

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"metadata": {
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"id": "uMcZ58AknJth"
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},
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"execution_count": 3,
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"execution_count": 1,
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"outputs": []
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{
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"height": 328
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"id": "iFFnIJRJnRbU",
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"outputs": [
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{
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"output_type": "execute_result",
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]
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},
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"metadata": {},
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"execution_count": 4
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"execution_count": 2
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"height": 1000
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},
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"id": "4YBfEadpndMK",
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},
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"execution_count": 5,
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"execution_count": 3,
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"outputs": [
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{
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"output_type": "stream",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 1, iteration: 1/100, moves: 3, cost: 9.0\n",
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"Run 1, iteration: 2/100, moves: 0, cost: 9.0\n",
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"Run 1, iteration: 1/100, moves: 1, cost: 9.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 2, iteration: 1/100, moves: 0, cost: 11.0\n",
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"Run 2, iteration: 1/100, moves: 0, cost: 9.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 3, iteration: 1/100, moves: 0, cost: 11.0\n",
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"Run 3, iteration: 1/100, moves: 0, cost: 9.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 4, iteration: 1/100, moves: 2, cost: 11.0\n",
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"Run 4, iteration: 1/100, moves: 1, cost: 9.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 5, iteration: 1/100, moves: 0, cost: 11.0\n",
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"Run 5, iteration: 1/100, moves: 3, cost: 9.0\n",
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"Run 5, iteration: 2/100, moves: 0, cost: 9.0\n",
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"Best run was number 1\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 1, iteration: 1/100, moves: 0, cost: 6.0\n",
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"Run 1, iteration: 1/100, moves: 1, cost: 7.0\n",
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"Run 1, iteration: 2/100, moves: 1, cost: 7.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 2, iteration: 1/100, moves: 0, cost: 9.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 3, iteration: 1/100, moves: 3, cost: 6.0\n",
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"Run 3, iteration: 2/100, moves: 0, cost: 6.0\n",
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"Run 3, iteration: 1/100, moves: 0, cost: 7.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 4, iteration: 1/100, moves: 2, cost: 8.0\n",
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"Run 4, iteration: 1/100, moves: 0, cost: 6.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 5, iteration: 1/100, moves: 2, cost: 9.0\n",
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"Best run was number 1\n",
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"Run 5, iteration: 1/100, moves: 0, cost: 8.0\n",
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"Best run was number 4\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 1, iteration: 1/100, moves: 2, cost: 5.0\n",
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"Run 1, iteration: 2/100, moves: 0, cost: 5.0\n",
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"Run 1, iteration: 1/100, moves: 0, cost: 6.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 2, iteration: 1/100, moves: 1, cost: 6.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 3, iteration: 1/100, moves: 0, cost: 8.0\n",
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"Run 3, iteration: 1/100, moves: 2, cost: 4.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 4, iteration: 1/100, moves: 1, cost: 4.0\n",
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"Run 4, iteration: 2/100, moves: 1, cost: 4.0\n",
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"Run 4, iteration: 1/100, moves: 1, cost: 6.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 5, iteration: 1/100, moves: 1, cost: 5.0\n",
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"Run 5, iteration: 2/100, moves: 1, cost: 5.0\n",
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"Best run was number 4\n"
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"Run 5, iteration: 1/100, moves: 0, cost: 6.0\n",
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"Best run was number 3\n"
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]
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},
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{
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"base_uri": "https://localhost:8080/"
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},
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"id": "LuQVfC6SnvcK",
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"outputId": "66163801-106e-483a-9b5d-3d5af5657af8"
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},
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"execution_count": 6,
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"execution_count": 4,
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"outputs": [
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{
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"output_type": "stream",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 1, iteration: 1/100, moves: 0, cost: 8.0\n",
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"Run 1, iteration: 1/100, moves: 3, cost: 7.0\n",
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"Run 1, iteration: 2/100, moves: 0, cost: 7.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 2, iteration: 1/100, moves: 2, cost: 6.0\n",
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"Run 2, iteration: 2/100, moves: 0, cost: 6.0\n",
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"Run 2, iteration: 1/100, moves: 0, cost: 7.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 3, iteration: 1/100, moves: 2, cost: 6.0\n",
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"Run 3, iteration: 2/100, moves: 1, cost: 6.0\n",
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"Run 3, iteration: 2/100, moves: 0, cost: 6.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 4, iteration: 1/100, moves: 0, cost: 7.0\n",
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"Run 4, iteration: 1/100, moves: 1, cost: 8.0\n",
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"Run 4, iteration: 2/100, moves: 1, cost: 8.0\n",
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"Init: initializing centroids\n",
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"Init: initializing clusters\n",
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"Starting iterations...\n",
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"Run 5, iteration: 1/100, moves: 0, cost: 8.0\n",
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"Best run was number 2\n"
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"Run 5, iteration: 1/100, moves: 1, cost: 8.0\n",
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"Best run was number 3\n"
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]
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},
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{
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"output_type": "execute_result",
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"data": {
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"metadata": {},
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"execution_count": 4
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}
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]
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},
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"height": 328
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},
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"id": "-22ofNEXn5KI",
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"outputId": "83ca4cb3-32ec-4424-af18-e9e10a23fd28"
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"outputId": "6baff152-5e67-4645-81ec-150b560323f0"
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},
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"execution_count": 7,
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"execution_count": 5,
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"outputs": [
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{
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"output_type": "execute_result",
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" </tr>\n",
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" <tr>\n",
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" <th>P8</th>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>black</td>\n",
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" <td>hazel</td>\n",
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" <td>fair</td>\n",
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"P5 1 brunette amber fair\n",
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"P6 0 black gray brown\n",
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"P7 2 red green fair\n",
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"P8 1 black hazel fair"
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"P8 0 black hazel fair"
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]
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},
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"metadata": {},
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"execution_count": 7
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"execution_count": 5
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}
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]
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},

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