mlessentials/Lab01/Activity1.01/Activity1_1.ipynb

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   "metadata": {
    "colab": {},
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   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
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   "source": [
    "file_url = '../Dataset/dataset_44_spambase.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
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   "source": [
    "df = pd.read_csv(file_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    "outputId": "7b7ae28c-8e12-4209-8bb6-c3d6fe079280"
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   "outputs": [],
   "source": [
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
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   "outputs": [],
   "source": [
    "target = df.pop('class')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    },
    "colab_type": "code",
    "id": "sl-jGqPF71Lc",
    "outputId": "ebf9bebb-566b-4866-a4c3-0f75cacd4252"
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   "outputs": [],
   "source": [
    "print(target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FMhAVQp676Pp"
   },
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PC1vgs2a8DWi"
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   "outputs": [],
   "source": [
    "seed = 168"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "M_NSuDKU8BQq"
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   "outputs": [],
   "source": [
    "rf_model = RandomForestClassifier(random_state=seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 170
    },
    "colab_type": "code",
    "id": "H4p4BC6D8GD1",
    "outputId": "5ae1448c-a6fc-4033-9e09-f93970f60fe8"
   },
   "outputs": [],
   "source": [
    "rf_model.fit(df, target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4udU7PC68KSM"
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   "outputs": [],
   "source": [
    "preds = rf_model.predict(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "Fe6XUUSf_YbP",
    "outputId": "09da052f-600d-4b4f-9446-15ff85aaa4ab"
   },
   "outputs": [],
   "source": [
    "print(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7UtNAj-d-1JC"
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Pi0wiBZ9_j6y"
   },
   "outputs": [],
   "source": [
    "acc_score = accuracy_score(target, preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "NxfBXpEB-4Bw",
    "outputId": "4d174d14-1a89-412b-82d4-92aa6ae6d0e3"
   },
   "outputs": [],
   "source": [
    "print(acc_score)"
   ]
  }
 ],
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