iris_starting_kit.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <a href=\"http://www.datascience-paris-saclay.fr\">Paris Saclay Center for Data Science</a>\n",
    "## Test <a href=https://www.ramp.studio/problems/iris>RAMP on iris</a> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "Iris is a small standard multi-class classification data set from the <a href=\"http://archive.ics.uci.edu/ml/datasets/Iris\">UCI Machine Learning Repository</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use the utilities provided by `RAMP` to access the public train and test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import problem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's have a quick look at the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lucy/miniconda3/envs/FAN/lib/python3.7/site-packages/pandas/core/indexing.py:480: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item] = s\n"
     ]
    }
   ],
   "source": [
    "X_train, y_train = problem.get_train_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sepal length</th>\n      <th>sepal width</th>\n      <th>petal length</th>\n      <th>petal width</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>1.6</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>6.1</td>\n      <td>2.8</td>\n      <td>4.7</td>\n      <td>1.2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>6.8</td>\n      <td>2.8</td>\n      <td>4.8</td>\n      <td>1.4</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>6.7</td>\n      <td>3.1</td>\n      <td>5.6</td>\n      <td>2.4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   sepal length  sepal width  petal length  petal width\n0           5.0          3.5           1.6          0.6\n1           6.1          2.8           4.7          1.2\n2           6.8          2.8           4.8          1.4\n3           6.7          3.1           5.6          2.4\n4           5.0          2.0           3.5          1.0"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data corresponds to some iris measurements: the length and width in centimeters of the sepal and petal of an iris, respectively. We expect that these measurements can give us a clue on which species an iris is belonging to. This information is stored in `y_train` which is the labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array(['setosa', 'versicolor', 'versicolor', 'virginica', 'versicolor'],\n      dtype=object)"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thus, each line of the matrix `X_train` corresponds to an entry in the vector `y_train`. We could have a quick look at the data distribution to have an insight regarding the data and we can easily make some decision rules to automatically distinguish the different iris type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.PairGrid at 0x7f04e6e35650>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 804.75x720 with 20 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train = pd.concat(\n",
    "    [X_train, pd.DataFrame({\"species\": y_train})],\n",
    "    axis=1,\n",
    ")\n",
    "sns.pairplot(df_train, hue=\"species\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From a pair plot, we see that the setosa specie can easily be distinguish from the other two classes. The differentiation between the two other classes can be challenging in some cases."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We kept some left-out data which we can use as testing data to assess the discrimination perfomance of our learnt model in practice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.PairGrid at 0x7f04e6200450>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 804.75x720 with 20 Axes>"
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "X_test, y_test = problem.get_test_data()\n",
    "df_test = pd.concat(\n",
    "    [X_test, pd.DataFrame({\"species\": y_test})],\n",
    "    axis=1,\n",
    ")\n",
    "sns.pairplot(df_test, hue=\"species\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building predictive models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For submitting to the [RAMP site](https://ramp.studio), you will need to create a `estimator.py` file that defines a `get_estimator` function which returns a scikit-learn estimator.\n",
    "\n",
    "The initial example classifier in your sandbox is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "\n",
    "def get_estimator():\n",
    "    clf = RandomForestClassifier(\n",
    "        n_estimators=5, max_depth=5, random_state=61\n",
    "    )\n",
    "    return clf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When developing locally, you can use `scikit-learn` tools to test a given model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array([0.95, 0.95])"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "\n",
    "cv = StratifiedShuffleSplit(n_splits=2, test_size=0.2, random_state=57)\n",
    "cross_val_score(get_estimator(), X_train, y_train, cv=cv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You could easily train an test a model and the respective datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0.875"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = get_estimator()\n",
    "model.fit(X_train, y_train)\n",
    "model.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Submission\n",
    "\n",
    "To submit your code, you can refer to the [online documentation](https://paris-saclay-cds.github.io/ramp-docs/ramp-workflow/stable/using_kits.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contact\n",
    "\n",
    "Don't hesitate to [contact us](mailto:admin@ramp.studio?subject=iris notebook)."
   ]
  }
 ],
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