probs_n_stats_-_ANOVA.ipynb

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  {
   "source": [
    "# ANOVA"
   ],
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  },
  {
   "cell_type": "code",
   "execution_count": 72,
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   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "from scipy.stats import ttest_ind \n",
    "from scipy.stats import f_oneway, levene, f\n",
    "%matplotlib inline\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
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   "outputs": [
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "nk = 100\n",
    "group1 = np.random.normal(loc=10, scale=2, size=nk)\n",
    "group2 = np.random.normal(loc=9.8, scale=2, size=nk)\n",
    "group3 = np.random.normal(loc=10.8, scale=2, size=nk)\n",
    "group_total = np.concatenate([group1, group2, group3])\n",
    "\n",
    "#sns.distplot(group1)\n",
    "#sns.distplot(group2)\n",
    "\n",
    "sns.stripplot(y=np.concatenate([group1, group2, group3]), x=np.concatenate([np.ones(nk)*0, np.ones(nk)*1, np.ones(nk)*2]), color='black', alpha=0.5)\n",
    "sns.boxplot(y=np.concatenate([group1, group2, group3]), x=np.concatenate([np.ones(nk)*0, np.ones(nk)*1, np.ones(nk)*2]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "LeveneResult(statistic=0.09228414667135997, pvalue=0.9118721511107823)"
      ]
     },
     "metadata": {},
     "execution_count": 78
    }
   ],
   "source": [
    "# test if variance is the same across groups\n",
    "levene(group1, group2, group3)"
   ]
  },
  {
   "source": [
    "### from scratch\n",
    "$\n",
    "F = \\frac{MS_B}{MS_W}\n",
    "$\n",
    "\n",
    "where,  \n",
    "$\n",
    "\\begin{align}\n",
    "MS_B &= \\frac{\\text{Sum of squares between sample} (SS_B)}{(k-1)}\\\\\n",
    "MS_W &= \\frac{\\text{Sum of squares within sample} (SS_W)}{(n_T-k)}\n",
    "\\end{align}\n",
    "$  \n",
    "\n",
    "where,\n",
    "\n",
    "$\n",
    "k = \\text{number of groups} \\\\\n",
    "n_T = \\text{total number of observations}\n",
    "$\n",
    "\n",
    "where,   \n",
    "$\n",
    "\\begin{align}\n",
    "SS_B &= \\sum_k n_k(\\bar{x_k} - \\bar{x})^2\\\\\n",
    "SS_W &= \\sum_{i, k} (x_{i, k} - x_k)^2 \\text{ or } \\sum_k (n_k - 1)s_k^2\n",
    "\\end{align}\n",
    "$"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "f = 7.405205847758665\npvalue = 0.0007270708652387103\n"
     ]
    }
   ],
   "source": [
    "ssb = nk*((np.mean(group1) - np.mean(group_total))**2  + (np.mean(group2) - np.mean(group_total))**2 + (np.mean(group3) - np.mean(group_total))**2)\n",
    "ssw = (nk - 1) *(np.var(group1, ddof=1) + np.var(group2, ddof=1) + np.var(group3, ddof=1))\n",
    "f_statistic = (ssb/2)/(ssw/297)\n",
    "print(\"f = {}\".format(f_statistic))\n",
    "print(\"pvalue = {}\".format(1- f.cdf(f_statistic, dfn=2, dfd=297)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "F_onewayResult(statistic=7.405205847758672, pvalue=0.0007270708652387322)"
      ]
     },
     "metadata": {},
     "execution_count": 81
    }
   ],
   "source": [
    "#scipy\n",
    "f_oneway(group1, group2, group3)"
   ]
  },
  {
   "source": [
    "### Tukey's test"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Bonferroni correction"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_features = 9\n",
    "classes = make_classification(n_samples=100, n_classes=2, n_features = n_features, n_informative= 3, n_clusters_per_class= 1, random_state=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "           0         1         2         3         4         5         6  \\\n",
       "0   1.790510  0.659637 -0.086379 -0.397754  0.943783  0.421525 -0.980947   \n",
       "1  -0.098507 -1.670620  0.505474  2.960432  1.239736  0.038291  0.195759   \n",
       "2   0.555205 -0.652953  0.506340  0.539991  1.052379  0.857980  0.716751   \n",
       "3  -0.009553  1.210071  1.567534 -0.085521  1.030794  1.279900 -1.146806   \n",
       "4   0.861093  0.778984 -0.999842 -1.252494  1.252560 -4.509481 -1.066092   \n",
       "..       ...       ...       ...       ...       ...       ...       ...   \n",
       "95  1.604833  1.394609 -0.951014  0.139283  0.027399 -0.955485  0.512538   \n",
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       "99  0.855371 -0.229938  0.584788 -3.442710  0.983743 -1.431267  0.513347   \n",
       "\n",
       "           7         8  target  \n",
       "0  -0.303648  0.083806       1  \n",
       "1  -0.606438  0.379888       1  \n",
       "2   0.273427  0.447165       1  \n",
       "3   1.127027  1.041331       1  \n",
       "4  -5.418334 -0.868498       1  \n",
       "..       ...       ...     ...  \n",
       "95 -1.298804 -0.590799       0  \n",
       "96  0.791328  1.039304       0  \n",
       "97 -4.219721 -0.468429       0  \n",
       "98 -0.550894  1.101023       0  \n",
       "99 -1.740190  0.247662       1  \n",
       "\n",
       "[100 rows x 10 columns]"
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     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "df = pd.DataFrame(data = classes[0])\n",
    "df['target'] = classes[1]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "fig, ax = plt.subplots(n_features//3, 3, figsize=(13, 14))\n",
    "for i in range(n_features):\n",
    "    plt.subplot(n_features // 3, 3, i + 1)\n",
    "    ttest_result = ttest_ind(df[df.target==0].iloc[:, i], df[df.target==1].iloc[:, i], equal_var=False)\n",
    "    for j in range(df.target.unique().shape[0]):\n",
    "        sns.distplot(df[df.target==j].iloc[:, i])\n",
    "    plt.title(\"pvalue: {:.4f}\".format(ttest_result[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'pvalue: 0.0'"
      ]
     },
     "metadata": {},
     "execution_count": 150
    }
   ],
   "source": [
    "plt.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x15bbbb9df88>"
      ]
     },
     "metadata": {},
     "execution_count": 105
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "X = classes[0]\n",
    "pca  = PCA(n_components=2)\n",
    "X_reduced = pca.fit_transform(X)\n",
    "pca.singular_values_\n",
    "df_pca = pd.DataFrame(X_reduced)\n",
    "df_pca['target'] = classes[1]\n",
    "sns.scatterplot(data=df_pca, x=0, y=1, hue='target', palette=\"Blues\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(3,)"
      ]
     },
     "metadata": {},
     "execution_count": 74
    }
   ],
   "source": [
    "df.target.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}