examples/demo_batching.ipynb

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   "source": [
    "# Lale's Batching operator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `lale.lib.lale.Batching` operator allows batch-wise fit of a lale pipeline.\n",
    "It uses the `partial_fit` method from the pipeline's operators. See also the\n",
    "[API documentation](https://lale.readthedocs.io/en/latest/modules/lale.lib.lale.batching.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset\n",
    "\n",
    "This demonstration uses a synthetic dataset created using scikit-learn's `make_classification`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.datasets import make_classification\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "n_samples = 2000\n",
    "n_features = 70\n",
    "n_classes = 2\n",
    "test_size = 0.2\n",
    "\n",
    "X, y = make_classification(n_samples=n_samples, n_features=n_features, n_informative=n_features,\n",
    "                           n_redundant=0, n_classes=n_classes, random_state=42,\n",
    "                           n_clusters_per_class=1, flip_y=0.01, shuffle=False)\n",
    "y = y.reshape(-1, 1)\n",
    "df1 = pd.DataFrame(data=X)\n",
    "df2 = pd.DataFrame(data=y)\n",
    "df = pd.concat([df1, df2], axis=1)\n",
    "df.columns = range(len(df.columns))\n",
    "train, test = train_test_split(df, test_size=test_size)\n",
    "train_X = train.iloc[:,:-1]\n",
    "train_y = train.iloc[:,-1]\n",
    "test_X = test.iloc[:,:-1]\n",
    "test_y = test.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Batching` is a higher order operator that takes a pipeline as its parameter. The assumption is that the operators in the pipeline are either already trained and frozen or support partial_fit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 1: \n",
    "\n",
    "All the operators support `partial_fit` and we want to train such a pipeline batch-wise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "<g id=\"a_clust1\"><a xlink:title=\"(root) = Batching(operator=pipeline)\">\n",
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   ],
   "source": [
    "from lale.lib.lale import Batching\n",
    "from lale.lib.sklearn import MinMaxScaler, SGDClassifier\n",
    "\n",
    "pipeline = Batching(operator=MinMaxScaler() >> SGDClassifier())\n",
    "pipeline.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pandas dataframe does not work through the entire pipeline because MinMaxScaler outputs numpy array.\n",
    "trained_pipeline = pipeline.fit(train_X.values, train_y.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = trained_pipeline.predict(test_X.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "0.9075"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "accuracy_score(test_y, predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 2:\n",
    "\n",
    "All the operators except the estimator are trained and frozen, so we only need to train the estimator which supports `partial_fit`. For this example, we will use a pre-trained pipeline using IBM AutoAI and try to modify the pipeline by just changing the estimator node. We can train such a pipeline using `Batching` as shown in this section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kakateus.ibm.com/venv/lale39/lib/python3.9/site-packages/sklearn/base.py:329: UserWarning: Trying to unpickle estimator SimpleImputer from version 0.23.1 when using version 1.0.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
      "https://scikit-learn.org/stable/modules/model_persistence.html#security-maintainability-limitations\n",
      "  warnings.warn(\n",
      "/Users/kakateus.ibm.com/venv/lale39/lib/python3.9/site-packages/sklearn/base.py:329: UserWarning: Trying to unpickle estimator OrdinalEncoder from version 0.23.1 when using version 1.0.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
      "https://scikit-learn.org/stable/modules/model_persistence.html#security-maintainability-limitations\n",
      "  warnings.warn(\n",
      "/Users/kakateus.ibm.com/venv/lale39/lib/python3.9/site-packages/sklearn/base.py:329: UserWarning: Trying to unpickle estimator LabelEncoder from version 0.23.1 when using version 1.0.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
      "https://scikit-learn.org/stable/modules/model_persistence.html#security-maintainability-limitations\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import joblib\n",
    "import os\n",
    "import urllib.request\n",
    "\n",
    "pickled_model_path = os.path.join(\n",
    "    \"..\",\n",
    "    \"lale\",\n",
    "    \"datasets\",\n",
    "    \"autoai\",\n",
    "    \"credit_risk.pickle\",\n",
    ")\n",
    "pipeline = joblib.load(pickled_model_path)\n",
    "\n",
    "train_csv_path = \"german_credit_data_biased_training.csv\"\n",
    "train_csv_url = \"https://raw.githubusercontent.com/pmservice/wml-sample-models/master/autoai/credit-risk-prediction/data/german_credit_data_biased_training.csv\"\n",
    "\n",
    "urllib.request.urlretrieve(train_csv_url, train_csv_path)\n",
    "training_df = pd.read_csv(\n",
    "    train_csv_path\n",
    ")\n",
    "\n",
    "train, test = train_test_split(training_df, test_size=test_size)\n",
    "train_X = train.iloc[:,:-1]\n",
    "train_y = train.iloc[:,-1]\n",
    "test_X = test.iloc[:,:-1]\n",
    "test_y = test.iloc[:,-1]"
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   "cell_type": "code",
   "execution_count": 7,
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     "metadata": {},
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   ],
   "source": [
    "pipeline.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_pipeline = pipeline.remove_last().freeze_trained() >> SGDClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "batched_pipeline = Batching(operator=new_pipeline, batch_size=1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#As the pickle was created for sklearn<1.0\n",
    "import sklearn\n",
    "if sklearn.__version__ < \"1.0\":\n",
    "    trained_batched_pipeline = batched_pipeline.fit(train_X.values, train_y.values)\n",
    "    predictions = trained_batched_pipeline.predict(test_X.values)\n",
    "    from sklearn.metrics import accuracy_score\n",
    "    accuracy_score(test_y, predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 3:\n",
    "\n",
    "Orthogonal to the first two cases, but this is to show that we can also pass an external `torch.util.data.Dataset` class to the `fit` method of a Batching operator. This allows for custom data formats as well as data reading mechanisms to be incorporated. For demonstrating this, we use the `NumpyTorchDataset` from `lale.util` and the dataset and pipeline from the example in Case 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lale.util.numpy_to_torch_dataset import NumpyTorchDataset\n",
    "\n",
    "def numpy_collate_fn(batch):\n",
    "    return_X = None\n",
    "    return_y = None\n",
    "    for item in batch:\n",
    "        if isinstance(item, tuple):\n",
    "            if return_X is None:\n",
    "                return_X = item[0]\n",
    "            else:\n",
    "                return_X = np.vstack((return_X, item[0]))\n",
    "            if return_y is None:\n",
    "                return_y = item[1]\n",
    "            else:\n",
    "                return_y = np.vstack((return_y, item[1]))\n",
    "        else:\n",
    "            if return_X is None:\n",
    "                return_X = item\n",
    "            else:\n",
    "                return_X = np.vstack((return_X, item))\n",
    "    if return_y is not None:\n",
    "        if len(return_y.shape) > 1 and return_y.shape[1] == 1:\n",
    "            return_y = np.reshape(return_y, (len(return_y),))\n",
    "        return return_X, return_y\n",
    "    else:\n",
    "        return return_X\n",
    "\n",
    "X = dict({\"dataset\": NumpyTorchDataset(train_X.values, train_y.values), \"collate_fn\": numpy_collate_fn})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "if sklearn.__version__ < \"1.0\":\n",
    "    trained_batched_pipeline = batched_pipeline.fit(X, classes=['No Risk', 'Risk'])\n",
    "    test_X = {\"dataset\": NumpyTorchDataset(test_X.values), \"collate_fn\": numpy_collate_fn}\n",
    "    predictions = trained_batched_pipeline.predict(test_X)\n",
    "    from sklearn.metrics import accuracy_score\n",
    "    accuracy_score(test_y, predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 4:\n",
    "\n",
    "This example uses operators from `lale.lib.rasl` so that the preprocessing as well as classification can be trained batch-wise, and potentially many of the tasks can run in parallel.\n",
    "\n",
    "Also note that we pass a DataLoader to `Batching.fit`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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     "metadata": {},
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   ],
   "source": [
    "from lale.lib.rasl import SimpleImputer\n",
    "from lale.lib.rasl import OrdinalEncoder\n",
    "from lale.lib.rasl import MinMaxScaler\n",
    "from lale.lib.rasl import SelectKBest\n",
    "from lale.lib.lale import ConcatFeatures\n",
    "from lale.lib.lale import Project, categorical\n",
    "import lale.lib.rasl\n",
    "import lale.datasets.openml\n",
    "\n",
    "(train_X, train_y), (test_X, test_y) = lale.datasets.openml.fetch(\"credit-g\", \"classification\", preprocess=False)\n",
    "\n",
    "cat_columns = categorical(20)(train_X)\n",
    "num_columns = list(set(train_X.columns)-set(cat_columns))\n",
    "\n",
    "cat_prep = (Project(columns=cat_columns) >> SimpleImputer(strategy=\"constant\") >>\n",
    "    OrdinalEncoder(handle_unknown=\"use_encoded_value\", unknown_value=-1))\n",
    "\n",
    "num_prep = (Project(columns=num_columns)\n",
    "    >> SimpleImputer(strategy=\"mean\")\n",
    "    >> MinMaxScaler())\n",
    "\n",
    "pipeline = (cat_prep & num_prep) >> ConcatFeatures() >> SelectKBest() >>  SGDClassifier()\n",
    "pipeline.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
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       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-78.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">Project(d0)</text>\n",
       "</g>\n",
       "<!-- 1 fit\n",
       "Project(d0,d1,d2)&#45;&gt;2 transform\n",
       "Project(d0) -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>1 fit\n",
       "Project(d0,d1,d2)&#45;&gt;2 transform\n",
       "Project(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M81.1538,-87C90.4862,-87 100.3693,-87 109.5691,-87\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"109.5999,-90.5001 119.5999,-87 109.5998,-83.5001 109.5999,-90.5001\"/>\n",
       "</g>\n",
       "<!-- 16 combine\n",
       "SimpleImputer(d0,d1,d2) -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>16 combine\n",
       "SimpleImputer(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M444.8706,-85C444.8706,-85 346.5728,-85 346.5728,-85 342.2394,-85 337.9061,-80.6667 337.9061,-76.3333 337.9061,-76.3333 337.9061,-67.6667 337.9061,-67.6667 337.9061,-63.3333 342.2394,-59 346.5728,-59 346.5728,-59 444.8706,-59 444.8706,-59 449.2039,-59 453.5373,-63.3333 453.5373,-67.6667 453.5373,-67.6667 453.5373,-76.3333 453.5373,-76.3333 453.5373,-80.6667 449.2039,-85 444.8706,-85\"/>\n",
       "<text text-anchor=\"middle\" x=\"395.7217\" y=\"-74.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">16 combine</text>\n",
       "<text text-anchor=\"middle\" x=\"395.7217\" y=\"-63.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d0,d1,d2)</text>\n",
       "</g>\n",
       "<!-- 21 transform\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>21 transform\n",
       "SimpleImputer(d2)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"578.1031,-145 489.4711,-145 489.4711,-119 578.1031,-119 578.1031,-145\"/>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-134.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">21 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-123.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d2)</text>\n",
       "</g>\n",
       "<!-- 16 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;21 transform\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>16 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;21 transform\n",
       "SimpleImputer(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M425.6798,-85.0191C445.7146,-93.7258 472.2966,-105.2777 494.0879,-114.7477\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"492.8443,-118.0234 503.4107,-118.7991 495.6343,-111.6034 492.8443,-118.0234\"/>\n",
       "</g>\n",
       "<!-- 19 transform\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"node31\" class=\"node\">\n",
       "<title>19 transform\n",
       "SimpleImputer(d1)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"578.1031,-41 489.4711,-41 489.4711,-15 578.1031,-15 578.1031,-41\"/>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-30.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">19 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-19.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d1)</text>\n",
       "</g>\n",
       "<!-- 16 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;19 transform\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>16 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;19 transform\n",
       "SimpleImputer(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M436.772,-58.9177C451.2476,-54.3045 467.6991,-49.0616 482.8897,-44.2205\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"484.1914,-47.4791 492.6565,-41.1079 482.0659,-40.8096 484.1914,-47.4791\"/>\n",
       "</g>\n",
       "<!-- 17 transform\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"node41\" class=\"node\">\n",
       "<title>17 transform\n",
       "SimpleImputer(d0)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"578.1031,-78 489.4711,-78 489.4711,-52 578.1031,-52 578.1031,-78\"/>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-67.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">17 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-56.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d0)</text>\n",
       "</g>\n",
       "<!-- 16 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;17 transform\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>16 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;17 transform\n",
       "SimpleImputer(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M453.8737,-69.0517C462.3614,-68.6213 471.0742,-68.1796 479.4814,-67.7533\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"479.7391,-71.2449 489.549,-67.2429 479.3846,-64.2538 479.7391,-71.2449\"/>\n",
       "</g>\n",
       "<!-- 23 combine\n",
       "OrdinalEncoder(d0,d1,d2) -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>23 combine\n",
       "OrdinalEncoder(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M853.9649,-103C853.9649,-103 751.1488,-103 751.1488,-103 746.8155,-103 742.4822,-98.6667 742.4822,-94.3333 742.4822,-94.3333 742.4822,-85.6667 742.4822,-85.6667 742.4822,-81.3333 746.8155,-77 751.1488,-77 751.1488,-77 853.9649,-77 853.9649,-77 858.2983,-77 862.6316,-81.3333 862.6316,-85.6667 862.6316,-85.6667 862.6316,-94.3333 862.6316,-94.3333 862.6316,-98.6667 858.2983,-103 853.9649,-103\"/>\n",
       "<text text-anchor=\"middle\" x=\"802.5569\" y=\"-92.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">23 combine</text>\n",
       "<text text-anchor=\"middle\" x=\"802.5569\" y=\"-81.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">OrdinalEncoder(d0,d1,d2)</text>\n",
       "</g>\n",
       "<!-- 26 transform\n",
       "OrdinalEncoder(d2) -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>26 transform\n",
       "OrdinalEncoder(d2)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1003.7942,-139 911.6428,-139 911.6428,-113 1003.7942,-113 1003.7942,-139\"/>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-128.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">26 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-117.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">OrdinalEncoder(d2)</text>\n",
       "</g>\n",
       "<!-- 23 combine\n",
       "OrdinalEncoder(d0,d1,d2)&#45;&gt;26 transform\n",
       "OrdinalEncoder(d2) -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>23 combine\n",
       "OrdinalEncoder(d0,d1,d2)&#45;&gt;26 transform\n",
       "OrdinalEncoder(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M859.0127,-103.0987C872.8184,-106.3018 887.5902,-109.7291 901.39,-112.9309\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"900.7065,-116.3652 911.2388,-115.216 902.2886,-109.5463 900.7065,-116.3652\"/>\n",
       "</g>\n",
       "<!-- 25 transform\n",
       "OrdinalEncoder(d1) -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>25 transform\n",
       "OrdinalEncoder(d1)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1003.7942,-40 911.6428,-40 911.6428,-14 1003.7942,-14 1003.7942,-40\"/>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-29.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">25 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-18.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">OrdinalEncoder(d1)</text>\n",
       "</g>\n",
       "<!-- 23 combine\n",
       "OrdinalEncoder(d0,d1,d2)&#45;&gt;25 transform\n",
       "OrdinalEncoder(d1) -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>23 combine\n",
       "OrdinalEncoder(d0,d1,d2)&#45;&gt;25 transform\n",
       "OrdinalEncoder(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M826.9336,-76.9283C846.0554,-67.019 873.538,-53.5267 898.5942,-44 899.6425,-43.6014 900.7042,-43.207 901.7765,-42.817\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"903.3127,-45.9903 911.6363,-39.4353 901.0417,-39.3689 903.3127,-45.9903\"/>\n",
       "</g>\n",
       "<!-- 24 transform\n",
       "OrdinalEncoder(d0) -->\n",
       "<g id=\"node37\" class=\"node\">\n",
       "<title>24 transform\n",
       "OrdinalEncoder(d0)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1003.7942,-106 911.6428,-106 911.6428,-80 1003.7942,-80 1003.7942,-106\"/>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-95.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">24 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-84.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">OrdinalEncoder(d0)</text>\n",
       "</g>\n",
       "<!-- 23 combine\n",
       "OrdinalEncoder(d0,d1,d2)&#45;&gt;24 transform\n",
       "OrdinalEncoder(d0) -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>23 combine\n",
       "OrdinalEncoder(d0,d1,d2)&#45;&gt;24 transform\n",
       "OrdinalEncoder(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M862.9907,-91.1685C875.6215,-91.4127 888.8905,-91.6692 901.3661,-91.9104\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"901.5618,-95.4148 911.6276,-92.1088 901.6972,-88.4161 901.5618,-95.4148\"/>\n",
       "</g>\n",
       "<!-- 4 fit\n",
       "Project(d0,d1,d2) -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>4 fit\n",
       "Project(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M72.3092,-257C72.3092,-257 8.6747,-257 8.6747,-257 4.3414,-257 .0081,-252.6667 .0081,-248.3333 .0081,-248.3333 .0081,-239.6667 .0081,-239.6667 .0081,-235.3333 4.3414,-231 8.6747,-231 8.6747,-231 72.3092,-231 72.3092,-231 76.6425,-231 80.9758,-235.3333 80.9758,-239.6667 80.9758,-239.6667 80.9758,-248.3333 80.9758,-248.3333 80.9758,-252.6667 76.6425,-257 72.3092,-257\"/>\n",
       "<text text-anchor=\"middle\" x=\"40.4919\" y=\"-246.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">4 fit</text>\n",
       "<text text-anchor=\"middle\" x=\"40.4919\" y=\"-235.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">Project(d0,d1,d2)</text>\n",
       "</g>\n",
       "<!-- 27 transform\n",
       "Project(d2) -->\n",
       "<g id=\"node20\" class=\"node\">\n",
       "<title>27 transform\n",
       "Project(d2)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"177.2578,-311 117.2246,-311 117.2246,-285 177.2578,-285 177.2578,-311\"/>\n",
       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-300.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">27 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-289.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">Project(d2)</text>\n",
       "</g>\n",
       "<!-- 4 fit\n",
       "Project(d0,d1,d2)&#45;&gt;27 transform\n",
       "Project(d2) -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>4 fit\n",
       "Project(d0,d1,d2)&#45;&gt;27 transform\n",
       "Project(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M66.333,-257.0719C80.1297,-264.0511 97.3064,-272.7401 112.2798,-280.3145\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"110.765,-283.4705 121.2682,-284.8613 113.9248,-277.2242 110.765,-283.4705\"/>\n",
       "</g>\n",
       "<!-- 11 transform\n",
       "Project(d1) -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>11 transform\n",
       "Project(d1)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"177.3531,-193 117.1293,-193 117.1293,-167 177.3531,-167 177.3531,-193\"/>\n",
       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-182.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">11 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-171.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">Project(d1)</text>\n",
       "</g>\n",
       "<!-- 4 fit\n",
       "Project(d0,d1,d2)&#45;&gt;11 transform\n",
       "Project(d1) -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>4 fit\n",
       "Project(d0,d1,d2)&#45;&gt;11 transform\n",
       "Project(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M73.4914,-230.868C76.0596,-229.6278 78.5847,-228.3333 80.9839,-227 95.4668,-218.9514 110.6111,-208.3915 122.7595,-199.3204\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"125.1826,-201.8748 131.0236,-193.0355 120.9452,-196.303 125.1826,-201.8748\"/>\n",
       "</g>\n",
       "<!-- 5 transform\n",
       "Project(d0) -->\n",
       "<g id=\"node40\" class=\"node\">\n",
       "<title>5 transform\n",
       "Project(d0)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"174.7559,-240 119.7266,-240 119.7266,-214 174.7559,-214 174.7559,-240\"/>\n",
       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-229.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">5 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"147.2412\" y=\"-218.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">Project(d0)</text>\n",
       "</g>\n",
       "<!-- 4 fit\n",
       "Project(d0,d1,d2)&#45;&gt;5 transform\n",
       "Project(d0) -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>4 fit\n",
       "Project(d0,d1,d2)&#45;&gt;5 transform\n",
       "Project(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M81.1538,-237.5245C90.4862,-236.0383 100.3693,-234.4644 109.5691,-232.9994\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"110.2748,-236.4312 119.5999,-231.4019 109.1738,-229.5183 110.2748,-236.4312\"/>\n",
       "</g>\n",
       "<!-- 29 combine\n",
       "SimpleImputer(d0,d1,d2) -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>29 combine\n",
       "SimpleImputer(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M444.8706,-233C444.8706,-233 346.5728,-233 346.5728,-233 342.2394,-233 337.9061,-228.6667 337.9061,-224.3333 337.9061,-224.3333 337.9061,-215.6667 337.9061,-215.6667 337.9061,-211.3333 342.2394,-207 346.5728,-207 346.5728,-207 444.8706,-207 444.8706,-207 449.2039,-207 453.5373,-211.3333 453.5373,-215.6667 453.5373,-215.6667 453.5373,-224.3333 453.5373,-224.3333 453.5373,-228.6667 449.2039,-233 444.8706,-233\"/>\n",
       "<text text-anchor=\"middle\" x=\"395.7217\" y=\"-222.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">29 combine</text>\n",
       "<text text-anchor=\"middle\" x=\"395.7217\" y=\"-211.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d0,d1,d2)</text>\n",
       "</g>\n",
       "<!-- 34 transform\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>34 transform\n",
       "SimpleImputer(d2)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"578.1031,-285 489.4711,-285 489.4711,-259 578.1031,-259 578.1031,-285\"/>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-274.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">34 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-263.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d2)</text>\n",
       "</g>\n",
       "<!-- 29 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;34 transform\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"edge13\" class=\"edge\">\n",
       "<title>29 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;34 transform\n",
       "SimpleImputer(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M430.5614,-233.1218C448.4661,-239.8653 470.4764,-248.1551 489.5666,-255.3451\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"488.3666,-258.6331 498.9585,-258.8824 490.8339,-252.0823 488.3666,-258.6331\"/>\n",
       "</g>\n",
       "<!-- 32 transform\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>32 transform\n",
       "SimpleImputer(d1)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"578.1031,-193 489.4711,-193 489.4711,-167 578.1031,-167 578.1031,-193\"/>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-182.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">32 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-171.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d1)</text>\n",
       "</g>\n",
       "<!-- 29 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;32 transform\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>29 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;32 transform\n",
       "SimpleImputer(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M440.9295,-206.9025C453.338,-203.3075 466.9171,-199.3734 479.767,-195.6506\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"480.7887,-198.9986 489.4197,-192.854 478.8407,-192.2751 480.7887,-198.9986\"/>\n",
       "</g>\n",
       "<!-- 30 transform\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"node39\" class=\"node\">\n",
       "<title>30 transform\n",
       "SimpleImputer(d0)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"578.1031,-240 489.4711,-240 489.4711,-214 578.1031,-214 578.1031,-240\"/>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-229.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">30 transform</text>\n",
       "<text text-anchor=\"middle\" x=\"533.7871\" y=\"-218.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d0)</text>\n",
       "</g>\n",
       "<!-- 29 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;30 transform\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"edge15\" class=\"edge\">\n",
       "<title>29 combine\n",
       "SimpleImputer(d0,d1,d2)&#45;&gt;30 transform\n",
       "SimpleImputer(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M453.8737,-222.9483C462.3614,-223.3787 471.0742,-223.8204 479.4814,-224.2467\"/>\n",
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       "<!-- 36 combine\n",
       "MinMaxScaler(d0,d1,d2) -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>36 combine\n",
       "MinMaxScaler(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M851.7004,-224C851.7004,-224 753.4133,-224 753.4133,-224 749.08,-224 744.7467,-219.6667 744.7467,-215.3333 744.7467,-215.3333 744.7467,-206.6667 744.7467,-206.6667 744.7467,-202.3333 749.08,-198 753.4133,-198 753.4133,-198 851.7004,-198 851.7004,-198 856.0338,-198 860.3671,-202.3333 860.3671,-206.6667 860.3671,-206.6667 860.3671,-215.3333 860.3671,-215.3333 860.3671,-219.6667 856.0338,-224 851.7004,-224\"/>\n",
       "<text text-anchor=\"middle\" x=\"802.5569\" y=\"-213.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">36 combine</text>\n",
       "<text text-anchor=\"middle\" x=\"802.5569\" y=\"-202.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">MinMaxScaler(d0,d1,d2)</text>\n",
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       "<!-- 43 transform\n",
       "MinMaxScaler(d2) -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>43 transform\n",
       "MinMaxScaler(d2)</title>\n",
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       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-216.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">MinMaxScaler(d2)</text>\n",
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       "<!-- 36 combine\n",
       "MinMaxScaler(d0,d1,d2)&#45;&gt;43 transform\n",
       "MinMaxScaler(d2) -->\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>36 combine\n",
       "MinMaxScaler(d0,d1,d2)&#45;&gt;43 transform\n",
       "MinMaxScaler(d2)</title>\n",
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       "<!-- 40 transform\n",
       "MinMaxScaler(d1) -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>40 transform\n",
       "MinMaxScaler(d1)</title>\n",
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       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-150.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">MinMaxScaler(d1)</text>\n",
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       "<!-- 36 combine\n",
       "MinMaxScaler(d0,d1,d2)&#45;&gt;40 transform\n",
       "MinMaxScaler(d1) -->\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>36 combine\n",
       "MinMaxScaler(d0,d1,d2)&#45;&gt;40 transform\n",
       "MinMaxScaler(d1)</title>\n",
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       "<!-- 37 transform\n",
       "MinMaxScaler(d0) -->\n",
       "<g id=\"node38\" class=\"node\">\n",
       "<title>37 transform\n",
       "MinMaxScaler(d0)</title>\n",
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       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-183.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">MinMaxScaler(d0)</text>\n",
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       "<!-- 36 combine\n",
       "MinMaxScaler(d0,d1,d2)&#45;&gt;37 transform\n",
       "MinMaxScaler(d0) -->\n",
       "<g id=\"edge18\" class=\"edge\">\n",
       "<title>36 combine\n",
       "MinMaxScaler(d0,d1,d2)&#45;&gt;37 transform\n",
       "MinMaxScaler(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M860.7748,-203.871C874.6168,-202.1761 889.3373,-200.3735 903.0157,-198.6985\"/>\n",
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       "</g>\n",
       "<!-- 7 fit\n",
       "ConcatFeatures(d0,d1,d2) -->\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>7 fit\n",
       "ConcatFeatures(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M1008.3006,-73C1008.3006,-73 907.1364,-73 907.1364,-73 902.803,-73 898.4697,-68.6667 898.4697,-64.3333 898.4697,-64.3333 898.4697,-55.6667 898.4697,-55.6667 898.4697,-51.3333 902.803,-47 907.1364,-47 907.1364,-47 1008.3006,-47 1008.3006,-47 1012.634,-47 1016.9673,-51.3333 1016.9673,-55.6667 1016.9673,-55.6667 1016.9673,-64.3333 1016.9673,-64.3333 1016.9673,-68.6667 1012.634,-73 1008.3006,-73\"/>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-62.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">7 fit</text>\n",
       "<text text-anchor=\"middle\" x=\"957.7185\" y=\"-51.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">ConcatFeatures(d0,d1,d2)</text>\n",
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       "<!-- 44 transform\n",
       "ConcatFeatures(d2) -->\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>44 transform\n",
       "ConcatFeatures(d2)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1098.217\" y=\"-117.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">ConcatFeatures(d2)</text>\n",
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       "<!-- 7 fit\n",
       "ConcatFeatures(d0,d1,d2)&#45;&gt;44 transform\n",
       "ConcatFeatures(d2) -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>7 fit\n",
       "ConcatFeatures(d0,d1,d2)&#45;&gt;44 transform\n",
       "ConcatFeatures(d2)</title>\n",
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       "<!-- 41 transform\n",
       "ConcatFeatures(d1) -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>41 transform\n",
       "ConcatFeatures(d1)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1098.217\" y=\"-51.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">ConcatFeatures(d1)</text>\n",
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       "<!-- 7 fit\n",
       "ConcatFeatures(d0,d1,d2)&#45;&gt;41 transform\n",
       "ConcatFeatures(d1) -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>7 fit\n",
       "ConcatFeatures(d0,d1,d2)&#45;&gt;41 transform\n",
       "ConcatFeatures(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1016.8953,-60C1025.426,-60 1034.1801,-60 1042.6373,-60\"/>\n",
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       "<!-- 38 transform\n",
       "ConcatFeatures(d0) -->\n",
       "<g id=\"node36\" class=\"node\">\n",
       "<title>38 transform\n",
       "ConcatFeatures(d0)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1098.217\" y=\"-84.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">ConcatFeatures(d0)</text>\n",
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       "<!-- 7 fit\n",
       "ConcatFeatures(d0,d1,d2)&#45;&gt;38 transform\n",
       "ConcatFeatures(d0) -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>7 fit\n",
       "ConcatFeatures(d0,d1,d2)&#45;&gt;38 transform\n",
       "ConcatFeatures(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1013.2472,-73.0425C1022.925,-75.3156 1032.9929,-77.6803 1042.6711,-79.9535\"/>\n",
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       "<!-- 46 combine\n",
       "SelectKBest(d0,d1,d2) -->\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>46 combine\n",
       "SelectKBest(d0,d1,d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M1387.9327,-120C1387.9327,-120 1300.8593,-120 1300.8593,-120 1296.526,-120 1292.1927,-115.6667 1292.1927,-111.3333 1292.1927,-111.3333 1292.1927,-102.6667 1292.1927,-102.6667 1292.1927,-98.3333 1296.526,-94 1300.8593,-94 1300.8593,-94 1387.9327,-94 1387.9327,-94 1392.266,-94 1396.5993,-98.3333 1396.5993,-102.6667 1396.5993,-102.6667 1396.5993,-111.3333 1396.5993,-111.3333 1396.5993,-115.6667 1392.266,-120 1387.9327,-120\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1344.396\" y=\"-98.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SelectKBest(d0,d1,d2)</text>\n",
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       "<!-- 51 transform\n",
       "SelectKBest(d2) -->\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>51 transform\n",
       "SelectKBest(d2)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1588.1445\" y=\"-156.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SelectKBest(d2)</text>\n",
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       "<!-- 46 combine\n",
       "SelectKBest(d0,d1,d2)&#45;&gt;51 transform\n",
       "SelectKBest(d2) -->\n",
       "<g id=\"edge22\" class=\"edge\">\n",
       "<title>46 combine\n",
       "SelectKBest(d0,d1,d2)&#45;&gt;51 transform\n",
       "SelectKBest(d2)</title>\n",
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       "<!-- 49 transform\n",
       "SelectKBest(d1) -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>49 transform\n",
       "SelectKBest(d1)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1470.8491\" y=\"-76.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SelectKBest(d1)</text>\n",
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       "<!-- 46 combine\n",
       "SelectKBest(d0,d1,d2)&#45;&gt;49 transform\n",
       "SelectKBest(d1) -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>46 combine\n",
       "SelectKBest(d0,d1,d2)&#45;&gt;49 transform\n",
       "SelectKBest(d1)</title>\n",
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       "<!-- 47 transform\n",
       "SelectKBest(d0) -->\n",
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       "<title>47 transform\n",
       "SelectKBest(d0)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1470.8491\" y=\"-111.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SelectKBest(d0)</text>\n",
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       "<!-- 46 combine\n",
       "SelectKBest(d0,d1,d2)&#45;&gt;47 transform\n",
       "SelectKBest(d0) -->\n",
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       "<title>46 combine\n",
       "SelectKBest(d0,d1,d2)&#45;&gt;47 transform\n",
       "SelectKBest(d0)</title>\n",
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       "<!-- 52 partial_fit\n",
       "SGDClassifier(d0,d1,d2) -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>52 partial_fit\n",
       "SGDClassifier(d0,d1,d2)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1859.4199\" y=\"-124.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SGDClassifier(d0,d1,d2)</text>\n",
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       "<!-- 57 predict\n",
       "SGDClassifier(d2) -->\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>57 predict\n",
       "SGDClassifier(d2)</title>\n",
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       "SGDClassifier(d0,d1,d2)&#45;&gt;57 predict\n",
       "SGDClassifier(d2) -->\n",
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       "<title>52 partial_fit\n",
       "SGDClassifier(d0,d1,d2)&#45;&gt;57 predict\n",
       "SGDClassifier(d2)</title>\n",
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       "SGDClassifier(d1) -->\n",
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       "<title>55 predict\n",
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       "SGDClassifier(d0,d1,d2)&#45;&gt;55 predict\n",
       "SGDClassifier(d1) -->\n",
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       "<title>52 partial_fit\n",
       "SGDClassifier(d0,d1,d2)&#45;&gt;55 predict\n",
       "SGDClassifier(d1)</title>\n",
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       "SGDClassifier(d0) -->\n",
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       "<title>53 predict\n",
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       "SGDClassifier(d0,d1,d2)&#45;&gt;53 predict\n",
       "SGDClassifier(d0) -->\n",
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       "<title>52 partial_fit\n",
       "SGDClassifier(d0,d1,d2)&#45;&gt;53 predict\n",
       "SGDClassifier(d0)</title>\n",
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       "</g>\n",
       "<!-- 54 to_monoid\n",
       "SCR(d0) -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>54 to_monoid\n",
       "SCR(d0)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2139.6305,-149 2073.7909,-149 2073.7909,-123 2139.6305,-123 2139.6305,-149\"/>\n",
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       "<text text-anchor=\"middle\" x=\"2106.7107\" y=\"-138.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">54 to_monoid</text>\n",
       "<text text-anchor=\"middle\" x=\"2106.7107\" y=\"-127.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SCR(d0)</text>\n",
       "</g>\n",
       "<!-- 56 to_monoid\n",
       "SCR(d1) -->\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>56 to_monoid\n",
       "SCR(d1)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2139.6305,-52 2073.7909,-52 2073.7909,-26 2139.6305,-26 2139.6305,-52\"/>\n",
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       "<text text-anchor=\"middle\" x=\"2106.7107\" y=\"-41.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">56 to_monoid</text>\n",
       "<text text-anchor=\"middle\" x=\"2106.7107\" y=\"-30.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SCR(d1)</text>\n",
       "</g>\n",
       "<!-- 58 to_monoid\n",
       "SCR(d2) -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>58 to_monoid\n",
       "SCR(d2)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2139.6305,-183 2073.7909,-183 2073.7909,-157 2139.6305,-157 2139.6305,-183\"/>\n",
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       "<polyline fill=\"none\" stroke=\"#000000\" points=\"2073.7909,-165.6667 2082.4576,-157 \"/>\n",
       "<polyline fill=\"none\" stroke=\"#000000\" points=\"2130.9638,-157 2139.6305,-165.6667 \"/>\n",
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       "<text text-anchor=\"middle\" x=\"2106.7107\" y=\"-172.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">58 to_monoid</text>\n",
       "<text text-anchor=\"middle\" x=\"2106.7107\" y=\"-161.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SCR(d2)</text>\n",
       "</g>\n",
       "<!-- 13 scan\n",
       "INP(d2) -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>13 scan\n",
       "INP(d2)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"67.4919,-311 13.4919,-311 13.4919,-285 67.4919,-285 67.4919,-311\"/>\n",
       "<text text-anchor=\"middle\" x=\"40.4919\" y=\"-300.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">13 scan</text>\n",
       "<text text-anchor=\"middle\" x=\"40.4919\" y=\"-289.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">INP(d2)</text>\n",
       "</g>\n",
       "<!-- 13 scan\n",
       "INP(d2)&#45;&gt;58 to_monoid\n",
       "SCR(d2) -->\n",
       "<g id=\"edge28\" class=\"edge\">\n",
       "<title>13 scan\n",
       "INP(d2)&#45;&gt;58 to_monoid\n",
       "SCR(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M67.5817,-304.6967C82.1358,-308.0327 100.4402,-311.8118 116.9839,-314 179.0653,-322.2113 195.0342,-322 257.6563,-322 257.6563,-322 257.6563,-322 1859.4199,-322 1958.3971,-322 2051.0602,-232.5307 2088.8383,-190.8759\"/>\n",
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       "</g>\n",
       "<!-- 13 scan\n",
       "INP(d2)&#45;&gt;27 transform\n",
       "Project(d2) -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>13 scan\n",
       "INP(d2)&#45;&gt;27 transform\n",
       "Project(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M67.7055,-298C79.5985,-298 93.7937,-298 106.8781,-298\"/>\n",
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       "<!-- 13 scan\n",
       "INP(d2)&#45;&gt;14 transform\n",
       "Project(d2) -->\n",
       "<g id=\"edge30\" class=\"edge\">\n",
       "<title>13 scan\n",
       "INP(d2)&#45;&gt;14 transform\n",
       "Project(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M58.4472,-284.787C66.2248,-278.3249 74.9179,-270.003 80.9839,-261 106.6787,-222.8641 92.6982,-203.0483 116.9839,-164 119.4117,-160.0964 122.3681,-156.2612 125.471,-152.6777\"/>\n",
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       "<!-- 57 predict\n",
       "SGDClassifier(d2)&#45;&gt;58 to_monoid\n",
       "SCR(d2) -->\n",
       "<g id=\"edge31\" class=\"edge\">\n",
       "<title>57 predict\n",
       "SGDClassifier(d2)&#45;&gt;58 to_monoid\n",
       "SCR(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2038.2256,-168.7733C2046.51,-168.9216 2055.1869,-169.0771 2063.4734,-169.2255\"/>\n",
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       "</g>\n",
       "<!-- 51 transform\n",
       "SelectKBest(d2)&#45;&gt;52 partial_fit\n",
       "SGDClassifier(d0,d1,d2) -->\n",
       "<g id=\"edge33\" class=\"edge\">\n",
       "<title>51 transform\n",
       "SelectKBest(d2)&#45;&gt;52 partial_fit\n",
       "SGDClassifier(d0,d1,d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1626.4861,-160.8989C1662.664,-156.9836 1718.4087,-150.8327 1766.7261,-145 1775.063,-143.9936 1783.8172,-142.9037 1792.4792,-141.8052\"/>\n",
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       "<!-- 51 transform\n",
       "SelectKBest(d2)&#45;&gt;57 predict\n",
       "SGDClassifier(d2) -->\n",
       "<g id=\"edge32\" class=\"edge\">\n",
       "<title>51 transform\n",
       "SelectKBest(d2)&#45;&gt;57 predict\n",
       "SGDClassifier(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1626.4259,-165.2822C1699.4506,-165.8206 1858.7682,-166.9952 1942.0086,-167.6089\"/>\n",
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       "<!-- 44 transform\n",
       "ConcatFeatures(d2)&#45;&gt;51 transform\n",
       "SelectKBest(d2) -->\n",
       "<g id=\"edge34\" class=\"edge\">\n",
       "<title>44 transform\n",
       "ConcatFeatures(d2)&#45;&gt;51 transform\n",
       "SelectKBest(d2)</title>\n",
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       "</g>\n",
       "<!-- 45 to_monoid\n",
       "SelectKBest(d2) -->\n",
       "<g id=\"node47\" class=\"node\">\n",
       "<title>45 to_monoid\n",
       "SelectKBest(d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M1247.4799,-139C1247.4799,-139 1188.4058,-139 1188.4058,-139 1184.0725,-139 1179.7392,-134.6667 1179.7392,-130.3333 1179.7392,-130.3333 1179.7392,-121.6667 1179.7392,-121.6667 1179.7392,-117.3333 1184.0725,-113 1188.4058,-113 1188.4058,-113 1247.4799,-113 1247.4799,-113 1251.8132,-113 1256.1466,-117.3333 1256.1466,-121.6667 1256.1466,-121.6667 1256.1466,-130.3333 1256.1466,-130.3333 1256.1466,-134.6667 1251.8132,-139 1247.4799,-139\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1217.9429\" y=\"-117.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SelectKBest(d2)</text>\n",
       "</g>\n",
       "<!-- 44 transform\n",
       "ConcatFeatures(d2)&#45;&gt;45 to_monoid\n",
       "SelectKBest(d2) -->\n",
       "<g id=\"edge35\" class=\"edge\">\n",
       "<title>44 transform\n",
       "ConcatFeatures(d2)&#45;&gt;45 to_monoid\n",
       "SelectKBest(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1143.4802,-126C1151.9542,-126 1160.8439,-126 1169.4121,-126\"/>\n",
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       "</g>\n",
       "<!-- 26 transform\n",
       "OrdinalEncoder(d2)&#45;&gt;44 transform\n",
       "ConcatFeatures(d2) -->\n",
       "<g id=\"edge36\" class=\"edge\">\n",
       "<title>26 transform\n",
       "OrdinalEncoder(d2)&#45;&gt;44 transform\n",
       "ConcatFeatures(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1004.1124,-126C1016.474,-126 1029.954,-126 1042.7488,-126\"/>\n",
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       "</g>\n",
       "<!-- 43 transform\n",
       "MinMaxScaler(d2)&#45;&gt;44 transform\n",
       "ConcatFeatures(d2) -->\n",
       "<g id=\"edge37\" class=\"edge\">\n",
       "<title>43 transform\n",
       "MinMaxScaler(d2)&#45;&gt;44 transform\n",
       "ConcatFeatures(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1002.0312,-214.9776C1007.1921,-213.0274 1012.2476,-210.7209 1016.8428,-208 1043.4818,-192.2266 1067.5811,-165.6622 1082.5183,-147.0548\"/>\n",
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       "<!-- 34 transform\n",
       "SimpleImputer(d2)&#45;&gt;43 transform\n",
       "MinMaxScaler(d2) -->\n",
       "<g id=\"edge38\" class=\"edge\">\n",
       "<title>34 transform\n",
       "SimpleImputer(d2)&#45;&gt;43 transform\n",
       "MinMaxScaler(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M578.2469,-277.2318C589.8494,-278.3791 602.3513,-279.4229 613.9448,-280 655.0383,-282.0455 665.6139,-284.4257 706.5195,-280 775.3856,-272.5491 853.0485,-253.9266 903.5484,-240.4112\"/>\n",
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       "<!-- 35 to_monoid\n",
       "MinMaxScaler(d2) -->\n",
       "<g id=\"node50\" class=\"node\">\n",
       "<title>35 to_monoid\n",
       "MinMaxScaler(d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M695.8761,-277C695.8761,-277 624.5882,-277 624.5882,-277 620.2549,-277 615.9216,-272.6667 615.9216,-268.3333 615.9216,-268.3333 615.9216,-259.6667 615.9216,-259.6667 615.9216,-255.3333 620.2549,-251 624.5882,-251 624.5882,-251 695.8761,-251 695.8761,-251 700.2094,-251 704.5428,-255.3333 704.5428,-259.6667 704.5428,-259.6667 704.5428,-268.3333 704.5428,-268.3333 704.5428,-272.6667 700.2094,-277 695.8761,-277\"/>\n",
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       "<text text-anchor=\"middle\" x=\"660.2322\" y=\"-255.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">MinMaxScaler(d2)</text>\n",
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       "<!-- 34 transform\n",
       "SimpleImputer(d2)&#45;&gt;35 to_monoid\n",
       "MinMaxScaler(d2) -->\n",
       "<g id=\"edge39\" class=\"edge\">\n",
       "<title>34 transform\n",
       "SimpleImputer(d2)&#45;&gt;35 to_monoid\n",
       "MinMaxScaler(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M578.0115,-269.202C586.9114,-268.6389 596.365,-268.0408 605.5718,-267.4583\"/>\n",
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       "<!-- 27 transform\n",
       "Project(d2)&#45;&gt;34 transform\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"edge40\" class=\"edge\">\n",
       "<title>27 transform\n",
       "Project(d2)&#45;&gt;34 transform\n",
       "SimpleImputer(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M177.5728,-295.9598C242.6864,-291.5801 396.6248,-281.2259 479.2012,-275.6716\"/>\n",
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       "<!-- 28 to_monoid\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"node53\" class=\"node\">\n",
       "<title>28 to_monoid\n",
       "SimpleImputer(d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M293.3056,-262C293.3056,-262 222.0069,-262 222.0069,-262 217.6736,-262 213.3403,-257.6667 213.3403,-253.3333 213.3403,-253.3333 213.3403,-244.6667 213.3403,-244.6667 213.3403,-240.3333 217.6736,-236 222.0069,-236 222.0069,-236 293.3056,-236 293.3056,-236 297.6389,-236 301.9722,-240.3333 301.9722,-244.6667 301.9722,-244.6667 301.9722,-253.3333 301.9722,-253.3333 301.9722,-257.6667 297.6389,-262 293.3056,-262\"/>\n",
       "<text text-anchor=\"middle\" x=\"257.6563\" y=\"-251.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">28 to_monoid</text>\n",
       "<text text-anchor=\"middle\" x=\"257.6563\" y=\"-240.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d2)</text>\n",
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       "<!-- 27 transform\n",
       "Project(d2)&#45;&gt;28 to_monoid\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"edge41\" class=\"edge\">\n",
       "<title>27 transform\n",
       "Project(d2)&#45;&gt;28 to_monoid\n",
       "SimpleImputer(d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M176.5405,-284.9975C189.5179,-279.2384 204.9654,-272.3832 218.8805,-266.2079\"/>\n",
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       "<!-- 21 transform\n",
       "SimpleImputer(d2)&#45;&gt;26 transform\n",
       "OrdinalEncoder(d2) -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>21 transform\n",
       "SimpleImputer(d2)&#45;&gt;26 transform\n",
       "OrdinalEncoder(d2)</title>\n",
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       "<!-- 22 to_monoid\n",
       "OrdinalEncoder(d2) -->\n",
       "<g id=\"node56\" class=\"node\">\n",
       "<title>22 to_monoid\n",
       "OrdinalEncoder(d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M697.6412,-133C697.6412,-133 622.8232,-133 622.8232,-133 618.4898,-133 614.1565,-128.6667 614.1565,-124.3333 614.1565,-124.3333 614.1565,-115.6667 614.1565,-115.6667 614.1565,-111.3333 618.4898,-107 622.8232,-107 622.8232,-107 697.6412,-107 697.6412,-107 701.9745,-107 706.3079,-111.3333 706.3079,-115.6667 706.3079,-115.6667 706.3079,-124.3333 706.3079,-124.3333 706.3079,-128.6667 701.9745,-133 697.6412,-133\"/>\n",
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       "<text text-anchor=\"middle\" x=\"660.2322\" y=\"-111.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">OrdinalEncoder(d2)</text>\n",
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       "<!-- 21 transform\n",
       "SimpleImputer(d2)&#45;&gt;22 to_monoid\n",
       "OrdinalEncoder(d2) -->\n",
       "<g id=\"edge43\" class=\"edge\">\n",
       "<title>21 transform\n",
       "SimpleImputer(d2)&#45;&gt;22 to_monoid\n",
       "OrdinalEncoder(d2)</title>\n",
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       "<!-- 14 transform\n",
       "Project(d2)&#45;&gt;21 transform\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"edge44\" class=\"edge\">\n",
       "<title>14 transform\n",
       "Project(d2)&#45;&gt;21 transform\n",
       "SimpleImputer(d2)</title>\n",
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       "<!-- 15 to_monoid\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"node59\" class=\"node\">\n",
       "<title>15 to_monoid\n",
       "SimpleImputer(d2)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M293.3056,-133C293.3056,-133 222.0069,-133 222.0069,-133 217.6736,-133 213.3403,-128.6667 213.3403,-124.3333 213.3403,-124.3333 213.3403,-115.6667 213.3403,-115.6667 213.3403,-111.3333 217.6736,-107 222.0069,-107 222.0069,-107 293.3056,-107 293.3056,-107 297.6389,-107 301.9722,-111.3333 301.9722,-115.6667 301.9722,-115.6667 301.9722,-124.3333 301.9722,-124.3333 301.9722,-128.6667 297.6389,-133 293.3056,-133\"/>\n",
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       "<text text-anchor=\"middle\" x=\"257.6563\" y=\"-111.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d2)</text>\n",
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       "<!-- 14 transform\n",
       "Project(d2)&#45;&gt;15 to_monoid\n",
       "SimpleImputer(d2) -->\n",
       "<g id=\"edge45\" class=\"edge\">\n",
       "<title>14 transform\n",
       "Project(d2)&#45;&gt;15 to_monoid\n",
       "SimpleImputer(d2)</title>\n",
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       "<!-- 8 scan\n",
       "INP(d1) -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>8 scan\n",
       "INP(d1)</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"67.4919,-67 13.4919,-67 13.4919,-41 67.4919,-41 67.4919,-67\"/>\n",
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       "<text text-anchor=\"middle\" x=\"40.4919\" y=\"-45.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">INP(d1)</text>\n",
       "</g>\n",
       "<!-- 8 scan\n",
       "INP(d1)&#45;&gt;56 to_monoid\n",
       "SCR(d1) -->\n",
       "<g id=\"edge46\" class=\"edge\">\n",
       "<title>8 scan\n",
       "INP(d1)&#45;&gt;56 to_monoid\n",
       "SCR(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M67.7186,-42.6798C108.3336,-26.8453 187.5316,0 257.6563,0 257.6563,0 257.6563,0 1859.4199,0 1931.8496,0 2014.7713,-16.5264 2063.833,-28.063\"/>\n",
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       "<!-- 8 scan\n",
       "INP(d1)&#45;&gt;11 transform\n",
       "Project(d1) -->\n",
       "<g id=\"edge47\" class=\"edge\">\n",
       "<title>8 scan\n",
       "INP(d1)&#45;&gt;11 transform\n",
       "Project(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M67.8968,-62.212C72.6493,-64.5109 77.2544,-67.3986 80.9839,-71 108.4491,-97.5225 95.3359,-117.5494 116.9839,-149 119.4304,-152.5543 122.3001,-156.0726 125.2804,-159.3925\"/>\n",
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       "<!-- 8 scan\n",
       "INP(d1)&#45;&gt;9 transform\n",
       "Project(d1) -->\n",
       "<g id=\"edge48\" class=\"edge\">\n",
       "<title>8 scan\n",
       "INP(d1)&#45;&gt;9 transform\n",
       "Project(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M67.7055,-54C80.4054,-54 95.7305,-54 109.5248,-54\"/>\n",
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       "<!-- 55 predict\n",
       "SGDClassifier(d1)&#45;&gt;56 to_monoid\n",
       "SCR(d1) -->\n",
       "<g id=\"edge49\" class=\"edge\">\n",
       "<title>55 predict\n",
       "SGDClassifier(d1)&#45;&gt;56 to_monoid\n",
       "SCR(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2032.5471,-64.9051C2042.725,-61.35 2053.8177,-57.4753 2064.249,-53.8317\"/>\n",
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       "<!-- 49 transform\n",
       "SelectKBest(d1)&#45;&gt;55 predict\n",
       "SGDClassifier(d1) -->\n",
       "<g id=\"edge50\" class=\"edge\">\n",
       "<title>49 transform\n",
       "SelectKBest(d1)&#45;&gt;55 predict\n",
       "SGDClassifier(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1509.3954,-84.4853C1601.8405,-83.2508 1836.3046,-80.1199 1941.9785,-78.7088\"/>\n",
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       "<!-- 50 partial_fit\n",
       "SGDClassifier(d0,d1) -->\n",
       "<g id=\"node43\" class=\"node\">\n",
       "<title>50 partial_fit\n",
       "SGDClassifier(d0,d1)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M1757.8789,-142C1757.8789,-142 1675.9355,-142 1675.9355,-142 1671.6022,-142 1667.2689,-137.6667 1667.2689,-133.3333 1667.2689,-133.3333 1667.2689,-124.6667 1667.2689,-124.6667 1667.2689,-120.3333 1671.6022,-116 1675.9355,-116 1675.9355,-116 1757.8789,-116 1757.8789,-116 1762.2122,-116 1766.5456,-120.3333 1766.5456,-124.6667 1766.5456,-124.6667 1766.5456,-133.3333 1766.5456,-133.3333 1766.5456,-137.6667 1762.2122,-142 1757.8789,-142\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1716.9072\" y=\"-120.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SGDClassifier(d0,d1)</text>\n",
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       "<!-- 49 transform\n",
       "SelectKBest(d1)&#45;&gt;50 partial_fit\n",
       "SGDClassifier(d0,d1) -->\n",
       "<g id=\"edge51\" class=\"edge\">\n",
       "<title>49 transform\n",
       "SelectKBest(d1)&#45;&gt;50 partial_fit\n",
       "SGDClassifier(d0,d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1509.2957,-91.875C1548.9618,-98.9681 1611.3635,-110.1267 1657.4063,-118.3601\"/>\n",
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       "<!-- 41 transform\n",
       "ConcatFeatures(d1)&#45;&gt;49 transform\n",
       "SelectKBest(d1) -->\n",
       "<g id=\"edge52\" class=\"edge\">\n",
       "<title>41 transform\n",
       "ConcatFeatures(d1)&#45;&gt;49 transform\n",
       "SelectKBest(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1143.6072,-49.459C1155.2686,-47.1971 1167.8406,-45.1443 1179.5913,-44 1265.4129,-35.6428 1364.7399,-56.1494 1422.4154,-71.078\"/>\n",
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       "<!-- 42 to_monoid\n",
       "SelectKBest(d1) -->\n",
       "<g id=\"node46\" class=\"node\">\n",
       "<title>42 to_monoid\n",
       "SelectKBest(d1)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M1247.4799,-73C1247.4799,-73 1188.4058,-73 1188.4058,-73 1184.0725,-73 1179.7392,-68.6667 1179.7392,-64.3333 1179.7392,-64.3333 1179.7392,-55.6667 1179.7392,-55.6667 1179.7392,-51.3333 1184.0725,-47 1188.4058,-47 1188.4058,-47 1247.4799,-47 1247.4799,-47 1251.8132,-47 1256.1466,-51.3333 1256.1466,-55.6667 1256.1466,-55.6667 1256.1466,-64.3333 1256.1466,-64.3333 1256.1466,-68.6667 1251.8132,-73 1247.4799,-73\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1217.9429\" y=\"-51.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SelectKBest(d1)</text>\n",
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       "<!-- 41 transform\n",
       "ConcatFeatures(d1)&#45;&gt;42 to_monoid\n",
       "SelectKBest(d1) -->\n",
       "<g id=\"edge53\" class=\"edge\">\n",
       "<title>41 transform\n",
       "ConcatFeatures(d1)&#45;&gt;42 to_monoid\n",
       "SelectKBest(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1143.4802,-60C1151.9542,-60 1160.8439,-60 1169.4121,-60\"/>\n",
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       "<!-- 25 transform\n",
       "OrdinalEncoder(d1)&#45;&gt;41 transform\n",
       "ConcatFeatures(d1) -->\n",
       "<g id=\"edge54\" class=\"edge\">\n",
       "<title>25 transform\n",
       "OrdinalEncoder(d1)&#45;&gt;41 transform\n",
       "ConcatFeatures(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1004.1124,-37.8969C1016.474,-40.8004 1029.954,-43.9665 1042.7488,-46.9717\"/>\n",
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       "<!-- 40 transform\n",
       "MinMaxScaler(d1)&#45;&gt;41 transform\n",
       "ConcatFeatures(d1) -->\n",
       "<g id=\"edge55\" class=\"edge\">\n",
       "<title>40 transform\n",
       "MinMaxScaler(d1)&#45;&gt;41 transform\n",
       "ConcatFeatures(d1)</title>\n",
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       "<!-- 32 transform\n",
       "SimpleImputer(d1)&#45;&gt;40 transform\n",
       "MinMaxScaler(d1) -->\n",
       "<g id=\"edge56\" class=\"edge\">\n",
       "<title>32 transform\n",
       "SimpleImputer(d1)&#45;&gt;40 transform\n",
       "MinMaxScaler(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M578.2122,-173.039C589.8152,-171.4584 602.3259,-169.9634 613.9448,-169 715.9636,-160.5408 835.5258,-158.9269 903.3748,-158.7837\"/>\n",
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       "<!-- 33 to_monoid\n",
       "MinMaxScaler(d1) -->\n",
       "<g id=\"node49\" class=\"node\">\n",
       "<title>33 to_monoid\n",
       "MinMaxScaler(d1)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M695.8761,-211C695.8761,-211 624.5882,-211 624.5882,-211 620.2549,-211 615.9216,-206.6667 615.9216,-202.3333 615.9216,-202.3333 615.9216,-193.6667 615.9216,-193.6667 615.9216,-189.3333 620.2549,-185 624.5882,-185 624.5882,-185 695.8761,-185 695.8761,-185 700.2094,-185 704.5428,-189.3333 704.5428,-193.6667 704.5428,-193.6667 704.5428,-202.3333 704.5428,-202.3333 704.5428,-206.6667 700.2094,-211 695.8761,-211\"/>\n",
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       "<!-- 32 transform\n",
       "SimpleImputer(d1)&#45;&gt;33 to_monoid\n",
       "MinMaxScaler(d1) -->\n",
       "<g id=\"edge57\" class=\"edge\">\n",
       "<title>32 transform\n",
       "SimpleImputer(d1)&#45;&gt;33 to_monoid\n",
       "MinMaxScaler(d1)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M578.0115,-186.2955C587.0071,-187.5761 596.5683,-188.9372 605.8687,-190.2611\"/>\n",
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       "<!-- 11 transform\n",
       "Project(d1)&#45;&gt;32 transform\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"edge58\" class=\"edge\">\n",
       "<title>11 transform\n",
       "Project(d1)&#45;&gt;32 transform\n",
       "SimpleImputer(d1)</title>\n",
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       "<!-- 12 to_monoid\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"node52\" class=\"node\">\n",
       "<title>12 to_monoid\n",
       "SimpleImputer(d1)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M293.3056,-196C293.3056,-196 222.0069,-196 222.0069,-196 217.6736,-196 213.3403,-191.6667 213.3403,-187.3333 213.3403,-187.3333 213.3403,-178.6667 213.3403,-178.6667 213.3403,-174.3333 217.6736,-170 222.0069,-170 222.0069,-170 293.3056,-170 293.3056,-170 297.6389,-170 301.9722,-174.3333 301.9722,-178.6667 301.9722,-178.6667 301.9722,-187.3333 301.9722,-187.3333 301.9722,-191.6667 297.6389,-196 293.3056,-196\"/>\n",
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       "<!-- 11 transform\n",
       "Project(d1)&#45;&gt;12 to_monoid\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"edge59\" class=\"edge\">\n",
       "<title>11 transform\n",
       "Project(d1)&#45;&gt;12 to_monoid\n",
       "SimpleImputer(d1)</title>\n",
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       "<!-- 19 transform\n",
       "SimpleImputer(d1)&#45;&gt;25 transform\n",
       "OrdinalEncoder(d1) -->\n",
       "<g id=\"edge60\" class=\"edge\">\n",
       "<title>19 transform\n",
       "SimpleImputer(d1)&#45;&gt;25 transform\n",
       "OrdinalEncoder(d1)</title>\n",
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       "<!-- 20 to_monoid\n",
       "OrdinalEncoder(d1) -->\n",
       "<g id=\"node55\" class=\"node\">\n",
       "<title>20 to_monoid\n",
       "OrdinalEncoder(d1)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M697.6412,-67C697.6412,-67 622.8232,-67 622.8232,-67 618.4898,-67 614.1565,-62.6667 614.1565,-58.3333 614.1565,-58.3333 614.1565,-49.6667 614.1565,-49.6667 614.1565,-45.3333 618.4898,-41 622.8232,-41 622.8232,-41 697.6412,-41 697.6412,-41 701.9745,-41 706.3079,-45.3333 706.3079,-49.6667 706.3079,-49.6667 706.3079,-58.3333 706.3079,-58.3333 706.3079,-62.6667 701.9745,-67 697.6412,-67\"/>\n",
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       "<!-- 19 transform\n",
       "SimpleImputer(d1)&#45;&gt;20 to_monoid\n",
       "OrdinalEncoder(d1) -->\n",
       "<g id=\"edge61\" class=\"edge\">\n",
       "<title>19 transform\n",
       "SimpleImputer(d1)&#45;&gt;20 to_monoid\n",
       "OrdinalEncoder(d1)</title>\n",
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       "<!-- 9 transform\n",
       "Project(d1)&#45;&gt;19 transform\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"edge62\" class=\"edge\">\n",
       "<title>9 transform\n",
       "Project(d1)&#45;&gt;19 transform\n",
       "SimpleImputer(d1)</title>\n",
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       "<!-- 10 to_monoid\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"node58\" class=\"node\">\n",
       "<title>10 to_monoid\n",
       "SimpleImputer(d1)</title>\n",
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       "<!-- 9 transform\n",
       "Project(d1)&#45;&gt;10 to_monoid\n",
       "SimpleImputer(d1) -->\n",
       "<g id=\"edge63\" class=\"edge\">\n",
       "<title>9 transform\n",
       "Project(d1)&#45;&gt;10 to_monoid\n",
       "SimpleImputer(d1)</title>\n",
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       "</g>\n",
       "<!-- 0 scan\n",
       "INP(d0) -->\n",
       "<g id=\"node33\" class=\"node\">\n",
       "<title>0 scan\n",
       "INP(d0)</title>\n",
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       "<text text-anchor=\"middle\" x=\"40.4919\" y=\"-202.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">INP(d0)</text>\n",
       "</g>\n",
       "<!-- 0 scan\n",
       "INP(d0)&#45;&gt;54 to_monoid\n",
       "SCR(d0) -->\n",
       "<g id=\"edge64\" class=\"edge\">\n",
       "<title>0 scan\n",
       "INP(d0)&#45;&gt;54 to_monoid\n",
       "SCR(d0)</title>\n",
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       "<!-- 0 scan\n",
       "INP(d0)&#45;&gt;5 transform\n",
       "Project(d0) -->\n",
       "<g id=\"edge65\" class=\"edge\">\n",
       "<title>0 scan\n",
       "INP(d0)&#45;&gt;5 transform\n",
       "Project(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M67.7055,-215.0789C80.4054,-216.9824 95.7305,-219.2794 109.5248,-221.3469\"/>\n",
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       "<!-- 0 scan\n",
       "INP(d0)&#45;&gt;2 transform\n",
       "Project(d0) -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>0 scan\n",
       "INP(d0)&#45;&gt;2 transform\n",
       "Project(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M50.1359,-197.9675C64.1741,-179.2493 91.3634,-143.9326 116.9839,-116 119.5967,-113.1514 122.4282,-110.2361 125.2749,-107.4047\"/>\n",
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       "<!-- 53 predict\n",
       "SGDClassifier(d0)&#45;&gt;54 to_monoid\n",
       "SCR(d0) -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>53 predict\n",
       "SGDClassifier(d0)&#45;&gt;54 to_monoid\n",
       "SCR(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2038.2256,-134.1599C2046.51,-134.3825 2055.1869,-134.6156 2063.4734,-134.8383\"/>\n",
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       "<!-- 47 transform\n",
       "SelectKBest(d0)&#45;&gt;53 predict\n",
       "SGDClassifier(d0) -->\n",
       "<g id=\"edge68\" class=\"edge\">\n",
       "<title>47 transform\n",
       "SelectKBest(d0)&#45;&gt;53 predict\n",
       "SGDClassifier(d0)</title>\n",
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       "<!-- 48 partial_fit\n",
       "SGDClassifier(d0) -->\n",
       "<g id=\"node44\" class=\"node\">\n",
       "<title>48 partial_fit\n",
       "SGDClassifier(d0)</title>\n",
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       "<text text-anchor=\"middle\" x=\"1588.1445\" y=\"-123.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SGDClassifier(d0)</text>\n",
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       "<!-- 47 transform\n",
       "SelectKBest(d0)&#45;&gt;48 partial_fit\n",
       "SGDClassifier(d0) -->\n",
       "<g id=\"edge69\" class=\"edge\">\n",
       "<title>47 transform\n",
       "SelectKBest(d0)&#45;&gt;48 partial_fit\n",
       "SGDClassifier(d0)</title>\n",
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       "<!-- 38 transform\n",
       "ConcatFeatures(d0)&#45;&gt;47 transform\n",
       "SelectKBest(d0) -->\n",
       "<g id=\"edge70\" class=\"edge\">\n",
       "<title>38 transform\n",
       "ConcatFeatures(d0)&#45;&gt;47 transform\n",
       "SelectKBest(d0)</title>\n",
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       "<!-- 39 to_monoid\n",
       "SelectKBest(d0) -->\n",
       "<g id=\"node45\" class=\"node\">\n",
       "<title>39 to_monoid\n",
       "SelectKBest(d0)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M1247.4799,-106C1247.4799,-106 1188.4058,-106 1188.4058,-106 1184.0725,-106 1179.7392,-101.6667 1179.7392,-97.3333 1179.7392,-97.3333 1179.7392,-88.6667 1179.7392,-88.6667 1179.7392,-84.3333 1184.0725,-80 1188.4058,-80 1188.4058,-80 1247.4799,-80 1247.4799,-80 1251.8132,-80 1256.1466,-84.3333 1256.1466,-88.6667 1256.1466,-88.6667 1256.1466,-97.3333 1256.1466,-97.3333 1256.1466,-101.6667 1251.8132,-106 1247.4799,-106\"/>\n",
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       "<!-- 38 transform\n",
       "ConcatFeatures(d0)&#45;&gt;39 to_monoid\n",
       "SelectKBest(d0) -->\n",
       "<g id=\"edge71\" class=\"edge\">\n",
       "<title>38 transform\n",
       "ConcatFeatures(d0)&#45;&gt;39 to_monoid\n",
       "SelectKBest(d0)</title>\n",
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       "<!-- 24 transform\n",
       "OrdinalEncoder(d0)&#45;&gt;38 transform\n",
       "ConcatFeatures(d0) -->\n",
       "<g id=\"edge72\" class=\"edge\">\n",
       "<title>24 transform\n",
       "OrdinalEncoder(d0)&#45;&gt;38 transform\n",
       "ConcatFeatures(d0)</title>\n",
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       "<!-- 37 transform\n",
       "MinMaxScaler(d0)&#45;&gt;38 transform\n",
       "ConcatFeatures(d0) -->\n",
       "<g id=\"edge73\" class=\"edge\">\n",
       "<title>37 transform\n",
       "MinMaxScaler(d0)&#45;&gt;38 transform\n",
       "ConcatFeatures(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1001.9362,-183.5361C1007.2858,-181.321 1012.4146,-178.5262 1016.8428,-175 1040.2544,-156.3569 1030.2613,-135.8354 1050.7533,-113.1577\"/>\n",
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       "<!-- 30 transform\n",
       "SimpleImputer(d0)&#45;&gt;37 transform\n",
       "MinMaxScaler(d0) -->\n",
       "<g id=\"edge74\" class=\"edge\">\n",
       "<title>30 transform\n",
       "SimpleImputer(d0)&#45;&gt;37 transform\n",
       "MinMaxScaler(d0)</title>\n",
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       "<!-- 31 to_monoid\n",
       "MinMaxScaler(d0) -->\n",
       "<g id=\"node48\" class=\"node\">\n",
       "<title>31 to_monoid\n",
       "MinMaxScaler(d0)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M695.8761,-244C695.8761,-244 624.5882,-244 624.5882,-244 620.2549,-244 615.9216,-239.6667 615.9216,-235.3333 615.9216,-235.3333 615.9216,-226.6667 615.9216,-226.6667 615.9216,-222.3333 620.2549,-218 624.5882,-218 624.5882,-218 695.8761,-218 695.8761,-218 700.2094,-218 704.5428,-222.3333 704.5428,-226.6667 704.5428,-226.6667 704.5428,-235.3333 704.5428,-235.3333 704.5428,-239.6667 700.2094,-244 695.8761,-244\"/>\n",
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       "<!-- 30 transform\n",
       "SimpleImputer(d0)&#45;&gt;31 to_monoid\n",
       "MinMaxScaler(d0) -->\n",
       "<g id=\"edge75\" class=\"edge\">\n",
       "<title>30 transform\n",
       "SimpleImputer(d0)&#45;&gt;31 to_monoid\n",
       "MinMaxScaler(d0)</title>\n",
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       "<!-- 5 transform\n",
       "Project(d0)&#45;&gt;30 transform\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>5 transform\n",
       "Project(d0)&#45;&gt;30 transform\n",
       "SimpleImputer(d0)</title>\n",
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       "<!-- 6 to_monoid\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"node51\" class=\"node\">\n",
       "<title>6 to_monoid\n",
       "SimpleImputer(d0)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M293.3056,-229C293.3056,-229 222.0069,-229 222.0069,-229 217.6736,-229 213.3403,-224.6667 213.3403,-220.3333 213.3403,-220.3333 213.3403,-211.6667 213.3403,-211.6667 213.3403,-207.3333 217.6736,-203 222.0069,-203 222.0069,-203 293.3056,-203 293.3056,-203 297.6389,-203 301.9722,-207.3333 301.9722,-211.6667 301.9722,-211.6667 301.9722,-220.3333 301.9722,-220.3333 301.9722,-224.6667 297.6389,-229 293.3056,-229\"/>\n",
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       "<text text-anchor=\"middle\" x=\"257.6563\" y=\"-207.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d0)</text>\n",
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       "<!-- 5 transform\n",
       "Project(d0)&#45;&gt;6 to_monoid\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>5 transform\n",
       "Project(d0)&#45;&gt;6 to_monoid\n",
       "SimpleImputer(d0)</title>\n",
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       "<!-- 17 transform\n",
       "SimpleImputer(d0)&#45;&gt;24 transform\n",
       "OrdinalEncoder(d0) -->\n",
       "<g id=\"edge78\" class=\"edge\">\n",
       "<title>17 transform\n",
       "SimpleImputer(d0)&#45;&gt;24 transform\n",
       "OrdinalEncoder(d0)</title>\n",
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       "<!-- 18 to_monoid\n",
       "OrdinalEncoder(d0) -->\n",
       "<g id=\"node54\" class=\"node\">\n",
       "<title>18 to_monoid\n",
       "OrdinalEncoder(d0)</title>\n",
       "<path fill=\"#d3d3d3\" stroke=\"#000000\" d=\"M697.6412,-100C697.6412,-100 622.8232,-100 622.8232,-100 618.4898,-100 614.1565,-95.6667 614.1565,-91.3333 614.1565,-91.3333 614.1565,-82.6667 614.1565,-82.6667 614.1565,-78.3333 618.4898,-74 622.8232,-74 622.8232,-74 697.6412,-74 697.6412,-74 701.9745,-74 706.3079,-78.3333 706.3079,-82.6667 706.3079,-82.6667 706.3079,-91.3333 706.3079,-91.3333 706.3079,-95.6667 701.9745,-100 697.6412,-100\"/>\n",
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       "<text text-anchor=\"middle\" x=\"660.2322\" y=\"-78.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">OrdinalEncoder(d0)</text>\n",
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       "<!-- 17 transform\n",
       "SimpleImputer(d0)&#45;&gt;18 to_monoid\n",
       "OrdinalEncoder(d0) -->\n",
       "<g id=\"edge79\" class=\"edge\">\n",
       "<title>17 transform\n",
       "SimpleImputer(d0)&#45;&gt;18 to_monoid\n",
       "OrdinalEncoder(d0)</title>\n",
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       "<!-- 2 transform\n",
       "Project(d0)&#45;&gt;17 transform\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"edge80\" class=\"edge\">\n",
       "<title>2 transform\n",
       "Project(d0)&#45;&gt;17 transform\n",
       "SimpleImputer(d0)</title>\n",
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       "<!-- 3 to_monoid\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"node57\" class=\"node\">\n",
       "<title>3 to_monoid\n",
       "SimpleImputer(d0)</title>\n",
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       "<text text-anchor=\"middle\" x=\"257.6563\" y=\"-78.2\" font-family=\"Times,serif\" font-size=\"11.00\" fill=\"#000000\">SimpleImputer(d0)</text>\n",
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       "<!-- 2 transform\n",
       "Project(d0)&#45;&gt;3 to_monoid\n",
       "SimpleImputer(d0) -->\n",
       "<g id=\"edge81\" class=\"edge\">\n",
       "<title>2 transform\n",
       "Project(d0)&#45;&gt;3 to_monoid\n",
       "SimpleImputer(d0)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M174.8188,-87C183.4469,-87 193.2882,-87 203.102,-87\"/>\n",
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       "<!-- 50 partial_fit\n",
       "SGDClassifier(d0,d1)&#45;&gt;52 partial_fit\n",
       "SGDClassifier(d0,d1,d2) -->\n",
       "<g id=\"edge82\" class=\"edge\">\n",
       "<title>50 partial_fit\n",
       "SGDClassifier(d0,d1)&#45;&gt;52 partial_fit\n",
       "SGDClassifier(d0,d1,d2)</title>\n",
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       "<!-- 48 partial_fit\n",
       "SGDClassifier(d0)&#45;&gt;50 partial_fit\n",
       "SGDClassifier(d0,d1) -->\n",
       "<g id=\"edge83\" class=\"edge\">\n",
       "<title>48 partial_fit\n",
       "SGDClassifier(d0)&#45;&gt;50 partial_fit\n",
       "SGDClassifier(d0,d1)</title>\n",
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       "<!-- 39 to_monoid\n",
       "SelectKBest(d0)&#45;&gt;46 combine\n",
       "SelectKBest(d0,d1,d2) -->\n",
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       "<title>39 to_monoid\n",
       "SelectKBest(d0)&#45;&gt;46 combine\n",
       "SelectKBest(d0,d1,d2)</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1256.2261,-97.2385C1264.4654,-98.1506 1273.3776,-99.1373 1282.261,-100.1209\"/>\n",
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       "<!-- 42 to_monoid\n",
       "SelectKBest(d1)&#45;&gt;46 combine\n",
       "SelectKBest(d0,d1,d2) -->\n",
       "<g id=\"edge85\" class=\"edge\">\n",
       "<title>42 to_monoid\n",
       "SelectKBest(d1)&#45;&gt;46 combine\n",
       "SelectKBest(d0,d1,d2)</title>\n",
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       "SelectKBest(d2)&#45;&gt;46 combine\n",
       "SelectKBest(d0,d1,d2)</title>\n",
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       "MinMaxScaler(d0)&#45;&gt;36 combine\n",
       "MinMaxScaler(d0,d1,d2)</title>\n",
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       "MinMaxScaler(d1)&#45;&gt;36 combine\n",
       "MinMaxScaler(d0,d1,d2)</title>\n",
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       "MinMaxScaler(d0,d1,d2)</title>\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"spill_count\": 0,\n",
      "    \"load_count\": 0,\n",
      "    \"spill_space\": 0,\n",
      "    \"load_space\": 0,\n",
      "    \"min_resident\": 79872,\n",
      "    \"max_resident\": 9223372036854775807,\n",
      "    \"train_count\": 26,\n",
      "    \"apply_count\": 30,\n",
      "    \"metric_count\": 3,\n",
      "    \"train_time\": 0.08338499069213867,\n",
      "    \"apply_time\": 0.1755058765411377,\n",
      "    \"metric_time\": 0.0039980411529541016,\n",
      "    \"critical_count\": 17,\n",
      "    \"critical_time\": 0.08906888961791992,\n",
      "}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.6303030303030303"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_scorer = lale.lib.rasl.get_scorer(\"accuracy\")\n",
    "\n",
    "batched_pipeline = Batching(operator=pipeline, scoring=accuracy_scorer, progress_callback=None, verbose=2)\n",
    "\n",
    "from lale.helpers import create_data_loader\n",
    "X = create_data_loader(train_X, train_y, batch_size=224)\n",
    "\n",
    "trained_batched_pipeline = batched_pipeline.fit(X, classes=['bad', 'good'])\n",
    "predictions = trained_batched_pipeline.predict(test_X)\n",
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(test_y, predictions)"
   ]
  }
 ],
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