{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T19:05:44.521662Z",
     "start_time": "2021-08-02T19:05:44.515478Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_style(\"whitegrid\")\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import kurtosis, skew\n",
    "\n",
    "import sys\n",
    "sys.path.insert(0, '..')\n",
    "from mlconfound.stats import _binom_ci\n",
    "from mlconfound.simulate import sinh_arcsinh\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T09:43:13.175485Z",
     "start_time": "2021-08-02T09:43:13.172183Z"
    }
   },
   "outputs": [],
   "source": [
    "alpha=0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T10:19:20.190511Z",
     "start_time": "2021-08-02T10:19:19.854056Z"
    }
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>p</th>\n",
       "      <th>r2_y_c</th>\n",
       "      <th>r2_yhat_c</th>\n",
       "      <th>r2_y_yhat</th>\n",
       "      <th>n</th>\n",
       "      <th>c_to_y_ratio_in_yhat</th>\n",
       "      <th>yc_in_yhat</th>\n",
       "      <th>cov_y_c</th>\n",
       "      <th>num_perms</th>\n",
       "      <th>random_seed</th>\n",
       "      <th>y_ratio</th>\n",
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       "      <th>0</th>\n",
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       "      <td>0.000768</td>\n",
       "      <td>0.039799</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>39996</th>\n",
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       "      <td>0.45</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>40000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           p    r2_y_c  r2_yhat_c  r2_y_yhat     n  c_to_y_ratio_in_yhat  \\\n",
       "0      0.330  0.018327   0.018327   0.033823    50                   0.0   \n",
       "1      0.525  0.007353   0.007353   0.018785    50                   0.0   \n",
       "2      0.472  0.010726   0.010726   0.034227    50                   0.0   \n",
       "3      0.093  0.059060   0.059060   0.034390    50                   0.0   \n",
       "4      0.854  0.000768   0.000768   0.039799    50                   0.0   \n",
       "...      ...       ...        ...        ...   ...                   ...   \n",
       "39995  0.000  0.896217   0.896217   0.888008  1000                   1.0   \n",
       "39996  0.000  0.888342   0.888342   0.891314  1000                   1.0   \n",
       "39997  0.000  0.884954   0.884954   0.890494  1000                   1.0   \n",
       "39998  0.000  0.893212   0.893212   0.889125  1000                   1.0   \n",
       "39999  0.000  0.884304   0.884304   0.881556  1000                   1.0   \n",
       "\n",
       "       yc_in_yhat  cov_y_c  num_perms  random_seed  y_ratio  c_ratio  \\\n",
       "0             0.0      0.0       1000   1019282514     0.00     0.00   \n",
       "1             0.0      0.0       1000   1679872250     0.00     0.00   \n",
       "2             0.0      0.0       1000   1837932928     0.00     0.00   \n",
       "3             0.0      0.0       1000   1442006727     0.00     0.00   \n",
       "4             0.0      0.0       1000    221822463     0.00     0.00   \n",
       "...           ...      ...        ...          ...      ...      ...   \n",
       "39995         0.9      0.8       1000    301235933     0.45     0.45   \n",
       "39996         0.9      0.8       1000   1011369396     0.45     0.45   \n",
       "39997         0.9      0.8       1000   1369868937     0.45     0.45   \n",
       "39998         0.9      0.8       1000   1775743152     0.45     0.45   \n",
       "39999         0.9      0.8       1000     18004435     0.45     0.45   \n",
       "\n",
       "       noise_ratio  \n",
       "0              1.0  \n",
       "1              1.0  \n",
       "2              1.0  \n",
       "3              1.0  \n",
       "4              1.0  \n",
       "...            ...  \n",
       "39995          0.1  \n",
       "39996          0.1  \n",
       "39997          0.1  \n",
       "39998          0.1  \n",
       "39999          0.1  \n",
       "\n",
       "[40000 rows x 13 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"../data_out/ccc_partial_normal_cat_c=False_cat_yyhat=False_delta_yc=1.0_delta_yhat=1.0_epsilon_yc=0.0_epsilon_yhat=0.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_normal'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "df['y_ratio'] = df.yc_in_yhat / (df.c_to_y_ratio_in_yhat+1)\n",
    "df['c_ratio'] = df.yc_in_yhat * df.c_to_y_ratio_in_yhat / (df.c_to_y_ratio_in_yhat+1)\n",
    "df['noise_ratio'] = 1 - (df.y_ratio + df.c_ratio)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T09:43:13.274264Z",
     "start_time": "2021-08-02T09:43:13.270693Z"
    }
   },
   "outputs": [],
   "source": [
    "def positive_rate(data, alpha=alpha):\n",
    "    return (data < alpha).sum() / len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T16:47:40.993687Z",
     "start_time": "2021-08-03T16:47:40.945592Z"
    }
   },
   "outputs": [
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       "      <td>1000</td>\n",
       "      <td>1597178978</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38399</th>\n",
       "      <td>0.457</td>\n",
       "      <td>0.591136</td>\n",
       "      <td>0.591136</td>\n",
       "      <td>0.987621</td>\n",
       "      <td>1000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>741372999</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           p    r2_y_c  r2_yhat_c  r2_y_yhat     n  c_to_y_ratio_in_yhat  \\\n",
       "0      0.330  0.018327   0.018327   0.033823    50                   0.0   \n",
       "1      0.525  0.007353   0.007353   0.018785    50                   0.0   \n",
       "2      0.472  0.010726   0.010726   0.034227    50                   0.0   \n",
       "3      0.093  0.059060   0.059060   0.034390    50                   0.0   \n",
       "4      0.854  0.000768   0.000768   0.039799    50                   0.0   \n",
       "...      ...       ...        ...        ...   ...                   ...   \n",
       "38395  0.375  0.613132   0.613132   0.986808  1000                   0.0   \n",
       "38396  0.505  0.607980   0.607980   0.986165  1000                   0.0   \n",
       "38397  0.498  0.622202   0.622202   0.987334  1000                   0.0   \n",
       "38398  0.595  0.647852   0.647852   0.986994  1000                   0.0   \n",
       "38399  0.457  0.591136   0.591136   0.987621  1000                   0.0   \n",
       "\n",
       "       yc_in_yhat  cov_y_c  num_perms  random_seed  y_ratio  c_ratio  \\\n",
       "0             0.0      0.0       1000   1019282514      0.0      0.0   \n",
       "1             0.0      0.0       1000   1679872250      0.0      0.0   \n",
       "2             0.0      0.0       1000   1837932928      0.0      0.0   \n",
       "3             0.0      0.0       1000   1442006727      0.0      0.0   \n",
       "4             0.0      0.0       1000    221822463      0.0      0.0   \n",
       "...           ...      ...        ...          ...      ...      ...   \n",
       "38395         0.9      0.8       1000   1040193158      0.9      0.0   \n",
       "38396         0.9      0.8       1000    364082909      0.9      0.0   \n",
       "38397         0.9      0.8       1000   1449959609      0.9      0.0   \n",
       "38398         0.9      0.8       1000   1597178978      0.9      0.0   \n",
       "38399         0.9      0.8       1000    741372999      0.9      0.0   \n",
       "\n",
       "       noise_ratio  \n",
       "0              1.0  \n",
       "1              1.0  \n",
       "2              1.0  \n",
       "3              1.0  \n",
       "4              1.0  \n",
       "...            ...  \n",
       "38395          0.1  \n",
       "38396          0.1  \n",
       "38397          0.1  \n",
       "38398          0.1  \n",
       "38399          0.1  \n",
       "\n",
       "[16000 rows x 13 columns]"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_yc_in_yhat = df[df.yc_in_yhat == 0]             # X contains information about neither y nor c: implies H0\n",
    "df_c_to_y_ratio = df[df.c_to_y_ratio_in_yhat == 0]   # X contains information about c only trough y: implies H0\n",
    "\n",
    "df_H1 = df[df.y_ratio != 0] \n",
    "\n",
    "df_H0 = pd.concat((df_yc_in_yhat, df_c_to_y_ratio)).drop_duplicates()\n",
    "df_H0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T09:43:13.529050Z",
     "start_time": "2021-08-02T09:43:13.522439Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False positive rate given H0: 0.0366875\n",
      "Confidence intervals: [0.047 0.053]\n"
     ]
    }
   ],
   "source": [
    "print(\"False positive rate given H0:\", positive_rate(df_H0.p))\n",
    "print(\"Confidence intervals:\", np.round(_binom_ci(len(df_H0.p)*0.05, len(df_H0.p)), 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T09:43:17.699324Z",
     "start_time": "2021-08-02T09:43:13.531070Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fbd79bb99d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def annotate(data, **kws):\n",
    "    FPR = positive_rate(data.p)\n",
    "    ax = plt.gca()\n",
    "    ax.text(0.1, .8, f\"FPR = {np.round(FPR, 3)} {np.round(_binom_ci(len(data.p)*0.05, len(data.p)), 3)}\", transform=ax.transAxes)\n",
    "\n",
    "g=sns.FacetGrid(df_H0, col='n', row='c_to_y_ratio_in_yhat', height=2, aspect=2)\n",
    "g.map(sns.histplot, \"p\", stat='probability')\n",
    "g.map_dataframe(annotate)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T09:43:17.729619Z",
     "start_time": "2021-08-02T09:43:17.703669Z"
    }
   },
   "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>p</th>\n",
       "      <th>r2_y_c</th>\n",
       "      <th>r2_yhat_c</th>\n",
       "      <th>r2_y_yhat</th>\n",
       "      <th>n</th>\n",
       "      <th>c_to_y_ratio_in_yhat</th>\n",
       "      <th>yc_in_yhat</th>\n",
       "      <th>cov_y_c</th>\n",
       "      <th>num_perms</th>\n",
       "      <th>random_seed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2400</th>\n",
       "      <td>0.533</td>\n",
       "      <td>0.008597</td>\n",
       "      <td>0.008597</td>\n",
       "      <td>0.190566</td>\n",
       "      <td>50</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>323672003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2401</th>\n",
       "      <td>0.962</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.299623</td>\n",
       "      <td>50</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>1931310255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2402</th>\n",
       "      <td>0.422</td>\n",
       "      <td>0.014213</td>\n",
       "      <td>0.014213</td>\n",
       "      <td>0.061297</td>\n",
       "      <td>50</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>983343362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403</th>\n",
       "      <td>0.096</td>\n",
       "      <td>0.074110</td>\n",
       "      <td>0.074110</td>\n",
       "      <td>0.171384</td>\n",
       "      <td>50</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>18978686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2404</th>\n",
       "      <td>0.782</td>\n",
       "      <td>0.001629</td>\n",
       "      <td>0.001629</td>\n",
       "      <td>0.064680</td>\n",
       "      <td>50</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>1136612079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39995</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.896217</td>\n",
       "      <td>0.896217</td>\n",
       "      <td>0.888008</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>301235933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39996</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.888342</td>\n",
       "      <td>0.888342</td>\n",
       "      <td>0.891314</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>1011369396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39997</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.884954</td>\n",
       "      <td>0.884954</td>\n",
       "      <td>0.890494</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>1369868937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39998</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.893212</td>\n",
       "      <td>0.893212</td>\n",
       "      <td>0.889125</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>1775743152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39999</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.884304</td>\n",
       "      <td>0.884304</td>\n",
       "      <td>0.881556</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>18004435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24000 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           p    r2_y_c  r2_yhat_c  r2_y_yhat     n  c_to_y_ratio_in_yhat  \\\n",
       "2400   0.533  0.008597   0.008597   0.190566    50                   0.1   \n",
       "2401   0.962  0.000070   0.000070   0.299623    50                   0.1   \n",
       "2402   0.422  0.014213   0.014213   0.061297    50                   0.1   \n",
       "2403   0.096  0.074110   0.074110   0.171384    50                   0.1   \n",
       "2404   0.782  0.001629   0.001629   0.064680    50                   0.1   \n",
       "...      ...       ...        ...        ...   ...                   ...   \n",
       "39995  0.000  0.896217   0.896217   0.888008  1000                   1.0   \n",
       "39996  0.000  0.888342   0.888342   0.891314  1000                   1.0   \n",
       "39997  0.000  0.884954   0.884954   0.890494  1000                   1.0   \n",
       "39998  0.000  0.893212   0.893212   0.889125  1000                   1.0   \n",
       "39999  0.000  0.884304   0.884304   0.881556  1000                   1.0   \n",
       "\n",
       "       yc_in_yhat  cov_y_c  num_perms  random_seed  \n",
       "2400          0.3      0.0       1000    323672003  \n",
       "2401          0.3      0.0       1000   1931310255  \n",
       "2402          0.3      0.0       1000    983343362  \n",
       "2403          0.3      0.0       1000     18978686  \n",
       "2404          0.3      0.0       1000   1136612079  \n",
       "...           ...      ...        ...          ...  \n",
       "39995         0.9      0.8       1000    301235933  \n",
       "39996         0.9      0.8       1000   1011369396  \n",
       "39997         0.9      0.8       1000   1369868937  \n",
       "39998         0.9      0.8       1000   1775743152  \n",
       "39999         0.9      0.8       1000     18004435  \n",
       "\n",
       "[24000 rows x 10 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_H1 = df.loc[(df.c_to_y_ratio_in_yhat > 0) & (df.yc_in_yhat >0)]\n",
    "df_H1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T11:31:03.405838Z",
     "start_time": "2021-08-02T11:30:50.551208Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.01 0.01 0.01\n",
      "0.01 0.01 0.01\n",
      "0.01 0.01 0.01\n",
      "0.01 0.01 0.01\n",
      "0.01 0.01 0.01\n",
      "0.16 0.04 0.04\n",
      "0.14 0.05 0.05\n",
      "0.13 0.06 0.06\n",
      "0.11 0.07 0.07\n",
      "0.09 0.09 0.09\n",
      "0.69 0.17 0.17\n",
      "0.67 0.2 0.2\n",
      "0.6 0.26 0.26\n",
      "0.54 0.32 0.32\n",
      "0.43 0.43 0.43\n",
      "0.99 0.24 0.24\n",
      "0.98 0.29 0.29\n",
      "0.93 0.4 0.4\n",
      "0.86 0.49 0.49\n",
      "0.69 0.69 0.69\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:64: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fbd652e4990>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 21 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=100):\n",
    "    '''\n",
    "    https://stackoverflow.com/a/18926541\n",
    "    '''\n",
    "    if isinstance(cmap, str):\n",
    "        cmap = plt.get_cmap(cmap)\n",
    "    new_cmap = mpl.colors.LinearSegmentedColormap.from_list(\n",
    "        'trunc({n},{a:.2f},{b:.2f})'.format(n=cmap.name, a=minval, b=maxval),\n",
    "        cmap(np.linspace(minval, maxval, n)))\n",
    "    return new_cmap\n",
    "\n",
    "def positive_rate_heatmap(data, col_a, col_b, value, **kws):\n",
    "    \n",
    "    r2_y_yhat = data.pivot_table(index=col_b, values=['r2_y_yhat'], columns=col_a, aggfunc=np.mean)\n",
    "    r2_y_c = data.pivot_table(index=col_b, values=['r2_y_c'], columns=col_a, aggfunc=np.mean)\n",
    "    r2_yhat_c = data.pivot_table(index=col_b, values=['r2_yhat_c'], columns=col_a, aggfunc=np.mean)\n",
    "    \n",
    "    pr = data.pivot_table(index=col_b, values=[value], columns=col_a, aggfunc=positive_rate)\n",
    "    \n",
    "    annot = np.round(r2_y_c, 2).astype(str).values + '\\n' + np.round(pr, 2).astype(str).values\n",
    "    \n",
    "    print(np.round(np.mean(r2_y_yhat.values), 2),\n",
    "          np.round(np.mean(r2_yhat_c.values), 2),\n",
    "          np.round(np.mean(r2_yhat_c.values), 2))\n",
    "    \n",
    "    sns.heatmap(data.pivot_table(index=col_b, values=[value], columns=col_a, aggfunc=positive_rate),\n",
    "                linewidths=0.2,\n",
    "                vmin=0, vmax=1,\n",
    "                cmap=truncate_colormap(sns.color_palette(\"viridis\", as_cmap=True), 0, 0.8),\n",
    "                annot=annot, #True,\n",
    "                fmt='',\n",
    "                #annot=True,\n",
    "                **kws)\n",
    "\n",
    "g=sns.FacetGrid(df, col='c_to_y_ratio_in_yhat', row='yc_in_yhat', height=2, aspect=1)\n",
    "cbar_ax = g.fig.add_axes([1.05, .3, .02, .4])  # <-- Create a colorbar axes\n",
    "\n",
    "g.map_dataframe(positive_rate_heatmap, col_a='n', col_b='cov_y_c', value='p', cbar_ax=cbar_ax,)\n",
    "g.set_titles(\"y+c={col_name},   c/y={row_name}\")\n",
    "\n",
    "#plt.savefig('../data_out/fig/sim_ccc_normal_all_heatmap.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T16:16:11.369346Z",
     "start_time": "2021-08-03T16:16:07.638128Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/pandas/plotting/_matplotlib/tools.py:331: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=100):\n",
    "    '''\n",
    "    https://stackoverflow.com/a/18926541\n",
    "    '''\n",
    "    if isinstance(cmap, str):\n",
    "        cmap = plt.get_cmap(cmap)\n",
    "    new_cmap = mpl.colors.LinearSegmentedColormap.from_list(\n",
    "        'trunc({n},{a:.2f},{b:.2f})'.format(n=cmap.name, a=minval, b=maxval),\n",
    "        cmap(np.linspace(minval, maxval, n)))\n",
    "    return new_cmap\n",
    "\n",
    "def positive_rate_heatmap(data, col_a, col_b, value, **kws):\n",
    "    \n",
    "    df_bar = pd.DataFrame({\n",
    "        'y_ratio': [data['y_ratio'].mean()],\n",
    "        'c_ratio': [data['c_ratio'].mean()],\n",
    "        'noise_ratio': [data['noise_ratio'].mean()]\n",
    "    })\n",
    "    df_bar.plot(kind='barh', stacked=True, color=['tab:blue', 'tab:red', 'lightgray'],\n",
    "                      legend=False, ax=plt.gca())\n",
    "    plt.grid(False)\n",
    "    plt.axis('off')\n",
    "    plt.text(0,0.4, str(np.round(df_bar.y_ratio[0], 2)) + ' - ' + str(np.round(df_bar.c_ratio[0], 2)))\n",
    "\n",
    "g=sns.FacetGrid(df, col='c_to_y_ratio_in_yhat', row='yc_in_yhat', height=1, aspect=2)\n",
    "\n",
    "g.map_dataframe(positive_rate_heatmap, col_a='n', col_b='cov_y_c', value='p')\n",
    "g.set_titles(\"y+c={col_name},   c/y={row_name}\")\n",
    "\n",
    "plt.savefig('../data_out/fig/sim_weights_heatmap.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# non-normality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T16:53:01.826485Z",
     "start_time": "2021-08-03T16:53:01.373057Z"
    }
   },
   "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>p</th>\n",
       "      <th>r2_y_c</th>\n",
       "      <th>r2_yhat_c</th>\n",
       "      <th>r2_y_yhat</th>\n",
       "      <th>n</th>\n",
       "      <th>c_to_y_ratio_in_yhat</th>\n",
       "      <th>yc_in_yhat</th>\n",
       "      <th>cov_y_c</th>\n",
       "      <th>num_perms</th>\n",
       "      <th>random_seed</th>\n",
       "      <th>c_ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>0.234</td>\n",
       "      <td>0.002637</td>\n",
       "      <td>0.001435</td>\n",
       "      <td>0.745829</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>1077883300</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.440270</td>\n",
       "      <td>0.105202</td>\n",
       "      <td>0.001563</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>94267575</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>0.010</td>\n",
       "      <td>0.072779</td>\n",
       "      <td>0.391289</td>\n",
       "      <td>0.172047</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>237191205</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>0.879</td>\n",
       "      <td>0.007295</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>1261102006</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>0.153</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.003113</td>\n",
       "      <td>0.256454</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>95286841</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39995</th>\n",
       "      <td>0.575</td>\n",
       "      <td>0.333095</td>\n",
       "      <td>0.581533</td>\n",
       "      <td>0.908563</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>301235933</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39996</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.292999</td>\n",
       "      <td>0.687075</td>\n",
       "      <td>0.739938</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>1011369396</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39997</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.257280</td>\n",
       "      <td>0.796954</td>\n",
       "      <td>0.665060</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>1369868937</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39998</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.571661</td>\n",
       "      <td>0.811419</td>\n",
       "      <td>0.872621</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>1775743152</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39999</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.536587</td>\n",
       "      <td>0.867187</td>\n",
       "      <td>0.779643</td>\n",
       "      <td>1000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1000</td>\n",
       "      <td>18004435</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30000 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           p    r2_y_c  r2_yhat_c  r2_y_yhat     n  c_to_y_ratio_in_yhat  \\\n",
       "2000   0.234  0.002637   0.001435   0.745829    50                   0.0   \n",
       "2001   0.000  0.440270   0.105202   0.001563    50                   0.0   \n",
       "2002   0.010  0.072779   0.391289   0.172047    50                   0.0   \n",
       "2003   0.879  0.007295   0.000497   0.000417    50                   0.0   \n",
       "2004   0.153  0.001297   0.003113   0.256454    50                   0.0   \n",
       "...      ...       ...        ...        ...   ...                   ...   \n",
       "39995  0.575  0.333095   0.581533   0.908563  1000                   1.0   \n",
       "39996  0.000  0.292999   0.687075   0.739938  1000                   1.0   \n",
       "39997  0.000  0.257280   0.796954   0.665060  1000                   1.0   \n",
       "39998  0.000  0.571661   0.811419   0.872621  1000                   1.0   \n",
       "39999  0.000  0.536587   0.867187   0.779643  1000                   1.0   \n",
       "\n",
       "       yc_in_yhat  cov_y_c  num_perms  random_seed  c_ratio  \n",
       "2000          0.3      0.0       1000   1077883300     0.30  \n",
       "2001          0.3      0.0       1000     94267575     0.30  \n",
       "2002          0.3      0.0       1000    237191205     0.30  \n",
       "2003          0.3      0.0       1000   1261102006     0.30  \n",
       "2004          0.3      0.0       1000     95286841     0.30  \n",
       "...           ...      ...        ...          ...      ...  \n",
       "39995         0.9      0.8       1000    301235933     0.45  \n",
       "39996         0.9      0.8       1000   1011369396     0.45  \n",
       "39997         0.9      0.8       1000   1369868937     0.45  \n",
       "39998         0.9      0.8       1000   1775743152     0.45  \n",
       "39999         0.9      0.8       1000     18004435     0.45  \n",
       "\n",
       "[30000 rows x 11 columns]"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_d100_e1=pd.read_csv(\"../data_out/ccc_partial_non-normal-all_cat_c=False_cat_yyhat=False_delta_yc=1.0_delta_yhat=1.0_epsilon_yc=1.0_epsilon_yhat=1.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_non-normal-all'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "df_d105_e3=pd.read_csv(\"../data_out/ccc_partial_non-normal-all2_cat_c=False_cat_yyhat=False_delta_yc=1.05_delta_yhat=1.05_epsilon_yc=3.0_epsilon_yhat=3.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_non-normal-all2'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "df_d150_e5=pd.read_csv(\"../data_out/ccc_partial_non-normal-all3_cat_c=False_cat_yyhat=False_delta_yc=1.5_delta_yhat=1.5_epsilon_yc=5.0_epsilon_yhat=5.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_non-normal-all3'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "df_d500_e10=pd.read_csv(\"../data_out/ccc_partial_non-normal-all4_cat_c=False_cat_yyhat=False_delta_yc=5.0_delta_yhat=5.0_epsilon_yc=10.0_epsilon_yhat=10.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_non-normal-all4'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "df_d500_en10=pd.read_csv(\"../data_out/ccc_partial_non-normal-all5_cat_c=False_cat_yyhat=False_delta_yc=5.0_delta_yhat=5.0_epsilon_yc=-10.0_epsilon_yhat=-10.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_non-normal-all5'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "\n",
    "\n",
    "\n",
    "df_yc_in_yhat = df_d100_e1[df.yc_in_yhat == 0]             # X contains information about neither y nor c: implies H0\n",
    "df_c_to_y_ratio = df_d100_e1[df.c_to_y_ratio_in_yhat == 0]   # X contains information about c only trough y: implies H0\n",
    "df_d100_e1_H0 = pd.concat((df_yc_in_yhat, df_c_to_y_ratio)).drop_duplicates()\n",
    "\n",
    "df_yc_in_yhat = df_d105_e3[df.yc_in_yhat == 0]             # X contains information about neither y nor c: implies H0\n",
    "df_c_to_y_ratio = df_d105_e3[df.c_to_y_ratio_in_yhat == 0]   # X contains information about c only trough y: implies H0\n",
    "df_d105_e3_H0 = pd.concat((df_yc_in_yhat, df_c_to_y_ratio)).drop_duplicates()\n",
    "\n",
    "df_yc_in_yhat = df_d150_e5[df.yc_in_yhat == 0]             # X contains information about neither y nor c: implies H0\n",
    "df_c_to_y_ratio = df_d150_e5[df.c_to_y_ratio_in_yhat == 0]   # X contains information about c only trough y: implies H0\n",
    "df_d150_e5_H0 = pd.concat((df_yc_in_yhat, df_c_to_y_ratio)).drop_duplicates()\n",
    "\n",
    "df_yc_in_yhat = df_d500_e10[df.yc_in_yhat == 0]             # X contains information about neither y nor c: implies H0\n",
    "df_c_to_y_ratio = df_d500_e10[df.c_to_y_ratio_in_yhat == 0]   # X contains information about c only trough y: implies H0\n",
    "df_d500_e10_H0 = pd.concat((df_yc_in_yhat, df_c_to_y_ratio)).drop_duplicates()\n",
    "\n",
    "df_yc_in_yhat = df_d500_en10[df.yc_in_yhat == 0]             # X contains information about neither y nor c: implies H0\n",
    "df_c_to_y_ratio = df_d500_en10[df.c_to_y_ratio_in_yhat == 0]   # X contains information about c only trough y: implies H0\n",
    "df_d500_en10_H0 = pd.concat((df_yc_in_yhat, df_c_to_y_ratio)).drop_duplicates()\n",
    "\n",
    "#################################################################################\n",
    "\n",
    "df_d100_e1['c_ratio'] = df_d100_e1.yc_in_yhat / (df_d100_e1.c_to_y_ratio_in_yhat+1)\n",
    "df_d100_e1_H1 = df_d100_e1[df_d100_e1.c_ratio != 0] \n",
    "\n",
    "df_d105_e3['c_ratio'] = df_d105_e3.yc_in_yhat / (df_d105_e3.c_to_y_ratio_in_yhat+1)\n",
    "df_d105_e3_H1 = df_d105_e3[df_d105_e3.c_ratio != 0] \n",
    "\n",
    "df_d150_e5['c_ratio'] = df_d150_e5.yc_in_yhat / (df_d100_e1.c_to_y_ratio_in_yhat+1)\n",
    "df_d150_e5_H1 = df_d150_e5[df_d150_e5.c_ratio != 0] \n",
    "\n",
    "df_d500_e10['c_ratio'] = df_d500_e10.yc_in_yhat / (df_d500_e10.c_to_y_ratio_in_yhat+1)\n",
    "df_d500_e10_H1 = df_d500_e10[df_d500_e10.c_ratio != 0] \n",
    "\n",
    "\n",
    "\n",
    "df_d500_e10_H1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T16:54:09.291892Z",
     "start_time": "2021-08-03T16:54:08.871959Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[\"d=1, e=0\", \"d=1, e=1\", \"d=1.05, e=3\", \"d=1.5, e=5\", \"d=5, e=10\"]\n",
    "fpr0=[\n",
    "    positive_rate(df_H0[df_H0.yc_in_yhat==0].p),\n",
    "    positive_rate(df_d100_e1_H0[df_d100_e1_H0.yc_in_yhat==0].p),\n",
    "    positive_rate(df_d105_e3_H0[df_d105_e3_H0.yc_in_yhat==0].p),\n",
    "    positive_rate(df_d150_e5_H0[df_d150_e5_H0.yc_in_yhat==0].p),\n",
    "    positive_rate(df_d500_e10_H0[df_d500_e10_H0.yc_in_yhat==0].p)\n",
    "    ]\n",
    "##############################\n",
    "fpr1=[\n",
    "    positive_rate(df_H0[df_H0.yc_in_yhat==0.3].p),\n",
    "    positive_rate(df_d100_e1_H0[df_d100_e1_H0.yc_in_yhat==0.3].p),\n",
    "    positive_rate(df_d105_e3_H0[df_d105_e3_H0.yc_in_yhat==0.3].p),\n",
    "    positive_rate(df_d150_e5_H0[df_d150_e5_H0.yc_in_yhat==0.3].p),\n",
    "    positive_rate(df_d500_e10_H0[df_d500_e10_H0.yc_in_yhat==0.3].p)\n",
    "    ]\n",
    "##############################\n",
    "fpr2=[\n",
    "    positive_rate(df_H0[df_H0.yc_in_yhat==0.6].p),\n",
    "    positive_rate(df_d100_e1_H0[df_d100_e1_H0.yc_in_yhat==0.6].p),\n",
    "    positive_rate(df_d105_e3_H0[df_d105_e3_H0.yc_in_yhat==0.6].p),\n",
    "    positive_rate(df_d150_e5_H0[df_d150_e5_H0.yc_in_yhat==0.6].p),\n",
    "    positive_rate(df_d500_e10_H0[df_d500_e10_H0.yc_in_yhat==0.6].p)\n",
    "    ]\n",
    "##############################\n",
    "fpr3=[\n",
    "    positive_rate(df_H0[df_H0.yc_in_yhat==0.9].p),\n",
    "    positive_rate(df_d100_e1_H0[df_d100_e1_H0.yc_in_yhat==0.9].p),\n",
    "    positive_rate(df_d105_e3_H0[df_d105_e3_H0.yc_in_yhat==0.9].p),\n",
    "    positive_rate(df_d150_e5_H0[df_d150_e5_H0.yc_in_yhat==0.9].p),\n",
    "    positive_rate(df_d500_e10_H0[df_d500_e10_H0.yc_in_yhat==0.9].p)\n",
    "    ]\n",
    "df_bar=pd.DataFrame({\n",
    "    'wy+c=0.0' : fpr0,\n",
    "    'wy+c=0.3' : fpr1,\n",
    "    'wy+c=0.6' : fpr2,\n",
    "    'wy+c=0.9' : fpr3,\n",
    "    'x' : x\n",
    "})\n",
    "\n",
    "ax=df_bar.set_index('x').transpose().plot(kind='bar', width=.8, figsize=(7,2))\n",
    "ax.grid(axis='x')\n",
    "plt.axhline(0.05, color='black', linestyle='--')\n",
    "plt.savefig('../data_out/fig/sim_norm_violated.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T19:34:10.779522Z",
     "start_time": "2021-08-03T19:34:10.261999Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[\"d=1, e=0\", \"d=1, e=1\", \"d=1.05, e=3\", \"d=1.5, e=5\", \"d=5, e=10\"]\n",
    "\n",
    "n=1000\n",
    "\n",
    "fpr0=[\n",
    "    positive_rate(df_H1[(df_H1.c_to_y_ratio_in_yhat==0.1) & (df_H1.n == n)].p),\n",
    "    positive_rate(df_d100_e1_H1[(df_d100_e1_H1.c_to_y_ratio_in_yhat==0.1) & (df_d100_e1_H1.n == n)].p),\n",
    "    positive_rate(df_d105_e3_H1[(df_d105_e3_H1.c_to_y_ratio_in_yhat==0.1) & (df_d105_e3_H1.n == n)].p),\n",
    "    positive_rate(df_d150_e5_H1[(df_d150_e5_H1.c_to_y_ratio_in_yhat==0.1) & (df_d150_e5_H1.n == n)].p),\n",
    "    positive_rate(df_d500_e10_H1[(df_d500_e10_H1.c_to_y_ratio_in_yhat==0.1) & (df_d500_e10_H1.n == n)].p)\n",
    "    ]\n",
    "##############################\n",
    "fpr1=[\n",
    "    positive_rate(df_H1[(df_H1.c_to_y_ratio_in_yhat==0.3) & (df_H1.n == n)].p),\n",
    "    positive_rate(df_d100_e1_H1[(df_d100_e1_H1.c_to_y_ratio_in_yhat==0.3) & (df_d100_e1_H1.n == n)].p),\n",
    "    positive_rate(df_d105_e3_H1[(df_d105_e3_H1.c_to_y_ratio_in_yhat==0.3) & (df_d105_e3_H1.n == n)].p),\n",
    "    positive_rate(df_d150_e5_H1[(df_d150_e5_H1.c_to_y_ratio_in_yhat==0.3) & (df_d150_e5_H1.n == n)].p),\n",
    "    positive_rate(df_d500_e10_H1[(df_d500_e10_H1.c_to_y_ratio_in_yhat==0.3) & (df_d500_e10_H1.n == n)].p)\n",
    "    ]\n",
    "##############################\n",
    "fpr2=[\n",
    "    positive_rate(df_H1[(df_H1.c_to_y_ratio_in_yhat==0.5) & (df_H1.n == n)].p),\n",
    "    positive_rate(df_d100_e1_H1[(df_d100_e1_H1.c_to_y_ratio_in_yhat==0.5) & (df_d100_e1_H1.n == n)].p),\n",
    "    positive_rate(df_d105_e3_H1[(df_d105_e3_H1.c_to_y_ratio_in_yhat==0.5) & (df_d105_e3_H1.n == n)].p),\n",
    "    positive_rate(df_d150_e5_H1[(df_d150_e5_H1.c_to_y_ratio_in_yhat==0.5) & (df_d150_e5_H1.n == n)].p),\n",
    "    positive_rate(df_d500_e10_H1[(df_d500_e10_H1.c_to_y_ratio_in_yhat==0.5) & (df_d500_e10_H1.n == n)].p)\n",
    "    ]\n",
    "##############################\n",
    "fpr3=[\n",
    "    positive_rate(df_H1[(df_H1.c_to_y_ratio_in_yhat==1) & (df_H1.n == n)].p),\n",
    "    positive_rate(df_d100_e1_H1[(df_d100_e1_H1.c_to_y_ratio_in_yhat==1) & (df_d100_e1_H1.n == n)].p),\n",
    "    positive_rate(df_d105_e3_H1[(df_d105_e3_H1.c_to_y_ratio_in_yhat==1) & (df_d105_e3_H1.n == n)].p),\n",
    "    positive_rate(df_d150_e5_H1[(df_d150_e5_H1.c_to_y_ratio_in_yhat==1) & (df_d150_e5_H1.n == n)].p),\n",
    "    positive_rate(df_d500_e10_H1[(df_d500_e10_H1.c_to_y_ratio_in_yhat==1) & (df_d500_e10_H1.n == n)].p)\n",
    "    ]\n",
    "df_bar=pd.DataFrame({\n",
    "    'wy+c=0.0' : fpr0,\n",
    "    'wy+c=0.3' : fpr1,\n",
    "    'wy+c=0.6' : fpr2,\n",
    "    'wy+c=0.9' : fpr3,\n",
    "    'x' : x\n",
    "})\n",
    "\n",
    "ax=df_bar.set_index('x').transpose().plot(kind='bar', width=.8, figsize=(7,2))\n",
    "ax.grid(axis='x')\n",
    "plt.savefig('../data_out/fig/sim_norm_violated_power_n1000.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T17:04:46.395213Z",
     "start_time": "2021-08-03T17:04:46.387481Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2400     0.533\n",
       "2401     0.962\n",
       "2402     0.422\n",
       "2403     0.096\n",
       "2404     0.782\n",
       "         ...  \n",
       "38495    0.216\n",
       "38496    0.052\n",
       "38497    0.311\n",
       "38498    0.181\n",
       "38499    0.189\n",
       "Name: p, Length: 1500, dtype: float64"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_H1[(df_H1.c_to_y_ratio_in_yhat==0.1) & (df_H1.n == n)].p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T19:14:55.978124Z",
     "start_time": "2021-08-02T19:14:53.620813Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAF8AAABUCAYAAADki+s2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAI9UlEQVR4nO2cbUwTWx7Gn+lMh0Jr5VJ8i4q4KC6JoksIuhvMJhsM6rokmhS5ySV3jXxQYkSDaOJGgtFw/WCuyjXhg+sbvkN2k1VcbSRxRSTRqyuuslXEFRB0XSAItKWddubsh2IBxXZapg4M80sI7emZzpMnf86Z88wZKEIIgYosaOQWMJlRzZcR1XwZUc2XEdV8GRnX5re0tMgtQRSh6hzX5g8MDMgtQRSh6hzX5k80Xvy3Hweq/w2xSyfVfAlZ99NdnKx7jQ8Ot6j+qvkS4ua9Fe/yCKL6q+aHAZeHF9VPNT8MON1q5cuGWvkyola+jKiVLyNq5cuIh1fN/6rwwtCqlpPS/KdPnwYt5smTJ8jNzQ36uImK0z00znt4cfECI6bTqVOn0NHRgaysLGRlZcFoNPrtf+LECVy9ehWRkZGiRCiBEeYL4iqfEnsDvbe3F9XV1aipqUFMTAyys7OxfPnyUftaLBYsWrQIu3fvRmVlZcDvbmlpGTUZdDqd0Ol0YuTJitPpRK+Hxh//8gYAsG1FLH6/aKhAk5KSRj1OVOUDQFdXF96+fYuenh4kJCTAYrGgqqoKhw8f/qxvZmYm2tvbRYuPj48ftd1qtX5R+HjCarViimkuAK/5sdOmIylpfsDjRJlvNpuh0+mQnZ2NgoICsCwLANi8eXPoihXGyGFHwjF/3759SE5O9r1/8OAB0tLScPLkySAlKpfh5rulmHAfPnyI5uZmnDlzBps2bQIA8DyPixcvorq6egxSlYedG26+uAnXr/lGoxFdXV3gOA6dnZ0AAIqiUFRUFPCL58yZI2qyVQoOl8f3Wuwiy6/5iYmJSExMRHZ2NqZPnz42dQpnROVLMeZv374dZWVl2LBhw2ef1dXVBSlP2Tg4iSu/rKwMgGq0GOwub+VraUr0hCsqXqivr0dtbS3u3LmDjIwMXLt2LXSVCsXBeUBRgCGCEb3CFWX+kSNHEB8fj4qKCly6dAmXL18ek1AlYnfx0LMMtLRGdLYjynydTgeTyQSGYTBt2jRQFDUmoUpkwO1BFEtDS2ukTTUNBgPy8vKwZs0aXLhwATExMWMSqkTsLh76CAZampI21Tx27Bja2tqwYMECNDU1wWw2j0moEnFw3sp3eQTRY74o87u7u3H79m3cvHnT17Zt27bQVCqU3gE3pugY8A63tFc7BQUFsNlsiI2N9f2ojKTbxsFkiBiccCWsfL1ej507d45JnNLptnOI1bN4+2FA2lRz4cKFuH79OpKSknxXOvPnB86rJwtunqB3wI0YfQS0Go00wdpHrFYrrFar7z1FUaioqAhNqQLpG1zdmgwsGJoCJ3KjrCjzz507h/7+fnR0dGDu3LnQ6/WhK1UgH5xe82MNLBhaA/uwhNMfosy3WCwoLy8Hz/NYvXo1KIpCfn5+6GoVRpfda/Z0ow6s1NnO6dOnUVlZiejoaOTn56OmpiZ0pQrkbb/X/HiTHoxGI222o9FowLIsKIoCRVGTakuIGN71ea/xv4nSgglihSvK/NTUVBQWFuL9+/coLi7GkiVLxiRWaXT0uzHPFAWKoqClNXBLtcJ9/vw5NBoNGhsbfRumJtNOtEAQQtDc7ULmYhMAgNFIVPk3btzA3r17MXv2bBQVFcFoNKKyslId84fR3jOAPpeA5LnRAACG1kize6GiogLnz59HVFSUr239+vXYunUrMjIyQlesIJ60fwAALJ0zFcDHO1kSTLgMw4wwHvDGyzRNhyBTmTxs6QFLU/jlTO/2wGCyHb/mf+mmiSByQlE6hBD848X/sHSmDizjtZKhKWl2LzQ3N6OwsPCzE7569SpEucriSXsvWrod+MOvh1JerUaiVPPo0aOjtufk5IhXqGAu3m9FFEvjt/EGXxtDUxAIIAgEGo3/261+zU9LS5NGpQJp7bbjr//swLdpcdCzQ6O3lva+dgsCIjT+50b1saAQEASC4r81gqEpbPvdghGfMYPVLuZaXzU/BP5c9x/caerEn9YmYYZx5MMbvsoXMe6r5gfJ35++ww83nmPN4pn4bsW8zz6PYr1DzfC9m19C9JMpkx1eIDhV9xo/3LAiJe4b/Ji9bNRLcWOkFgDQ73QD8B9AquYHQBAIal924sdbTfhXey8ykmbgWM4yRLKjT6ZTdF5L+52Bb6iExXxBEFBSUoIXL16AZVkcPHgQ8+Z9/ic6XuEFAuu7Ptx92YUrP7ehpduBGcYI/PTtr7AueZbfHXtTdN7K7xsI/A+PwmJ+TU0NOI7DlStX0NDQgEOHDqG8vFzScxBCQAggEAICgBCAwNs24vVgX4F4fw+4edhdPOwuD+ycBw4Xjx4Hhy4bh/d9TrR22/GwtcdXuSlx0di5KhFrFs/yrWL9McMYAcAbuAUiLOY/evQIK1euBAAsW7YMz549C3jMs45efH/qARwcDwIyuFARQFGvfSYKg4aHiyk6BrOjI7EueRaWzzdhxS9MmDk1uEdRZxp1mGGMwN2Xnfj+N/F++4bFfJvNBoNhaNVH0zQ8Hg8Y5sunWzx7Kh7tWxUOOWFn+OOqFEXh/l5xiW9YLjUNBgPsdrvvvSAIfo2frITF/JSUFNTW1gIAGhoakJiYGI7TTHhEP/4fDB+vdpqamkAIQWlpKRISEqQ+zYQnLOariEONF2RENV9GVPNlZNyaf+vWrRG3MBsaGmA2m5GTk4Pjx4/LqGwIQRBQXFyMjRs3Ijc3F62trcF9ARmHHDhwgGRmZpIdO3b42rKyskhraysRBIHk5eWRxsZGGRV6sVgsZM+ePYQQQh4/fky2bNkS1PHjsvJTUlJQUlLie2+z2cBxHOLi4kBRFNLT01FfXy+fwEFCiVGGI+uys6qqCmfPnh3RVlpairVr1+L+/fu+tk/jCr1ejzdv3nw1nV8ilBhlOLKabzabRT1W+mlcYbfbA/6Tva/BWGOUcTnsfIrBYIBWq0VbWxsIIairq0NqaqrcssYco0yYtGv//v3YtWsXeJ5Heno6li5dKrckrFq1Cvfu3UNOTo4vRgkGNV6QkQkx7CgV1XwZUc2XEdV8GVHNlxHVfBlRzZeR/wM4bNyXkj3/HwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def std(x):\n",
    "    return (x-np.mean(x)) / np.std(x)\n",
    "\n",
    "x = np.random.normal(0,1,100000)\n",
    "\n",
    "plt.figure(figsize=(1,1))\n",
    "plt.box(on=None)\n",
    "sns.kdeplot(std(sinh_arcsinh(x, delta=1, epsilon=0)))\n",
    "plt.savefig('../data_out/fig/sim_dist1.pdf')\n",
    "plt.show()\n",
    "plt.figure(figsize=(1,1))\n",
    "plt.box(on=None)\n",
    "sns.kdeplot(std(sinh_arcsinh(x, delta=1, epsilon=1)))\n",
    "plt.savefig('../data_out/fig/sim_dist2.pdf')\n",
    "plt.show()\n",
    "plt.figure(figsize=(1,1))\n",
    "plt.box(on=None)\n",
    "sns.kdeplot(std(sinh_arcsinh(x, delta=1.05, epsilon=3)))\n",
    "plt.savefig('../data_out/fig/sim_dist3.pdf')\n",
    "plt.show()\n",
    "plt.figure(figsize=(1,1))\n",
    "plt.box(on=None)\n",
    "sns.kdeplot(std(sinh_arcsinh(x, delta=1.5, epsilon=5)))\n",
    "plt.savefig('../data_out/fig/sim_dist4.pdf')\n",
    "plt.show()\n",
    "plt.figure(figsize=(1,1))\n",
    "plt.box(on=None)\n",
    "sns.kdeplot(std(sinh_arcsinh(x, delta=5, epsilon=10)))\n",
    "plt.savefig('../data_out/fig/sim_dist5.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-02T19:44:27.630047Z",
     "start_time": "2021-08-02T19:44:27.368939Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([41.88, -6.03])"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "skews=[]\n",
    "kurts=[]\n",
    "\n",
    "for i in range(1000):\n",
    "    y = np.random.normal(0,1,100)\n",
    "    # Skewness, with Heavy Tails\n",
    "    yhat_t = sinh_arcsinh(y, delta=5, epsilon=10)\n",
    "    kurts.append(kurtosis(yhat_t))\n",
    "    skews.append(skew(yhat_t))\n",
    "\n",
    "np.round((np.mean(kurts), np.mean(skews)), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T14:12:02.409575Z",
     "start_time": "2021-08-03T14:12:02.399486Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confidence intervals global: [0.047 0.053]\n",
      "Confidence intervals per simulation case: [0.016 0.113]\n",
      "Expected number of out-of-confidence H0 simulations: 10.0\n",
      "With the upper confidence limit: 18.005507540270273\n"
     ]
    }
   ],
   "source": [
    "print(\"Confidence intervals global:\", np.round(_binom_ci(len(df_H0.p)*0.05, len(df_H0.p)), 3))\n",
    "print(\"Confidence intervals per simulation case:\", np.round(_binom_ci(100*0.05, 100), 3))\n",
    "print(\"Expected number of out-of-confidence H0 simulations:\", 5*5*8*0.05)\n",
    "print(\"With the upper confidence limit:\", _binom_ci(5*5*8*0.05, 5*5*8)[1]*5*5*8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T14:44:06.789536Z",
     "start_time": "2021-08-03T14:43:52.598472Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:64: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_full=pd.read_csv(\"../data_out/ccb_full_normal_cat_c=True_cat_yyhat=False_delta_yc=1.0_delta_yhat=1.0_epsilon_yc=0.0_epsilon_yhat=0.0_mode='full'_n_jobs=-1_out_file=None_out_prefix='ccb_full_normal'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "\n",
    "def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=100):\n",
    "    '''\n",
    "    https://stackoverflow.com/a/18926541\n",
    "    '''\n",
    "    if isinstance(cmap, str):\n",
    "        cmap = plt.get_cmap(cmap)\n",
    "    new_cmap = mpl.colors.LinearSegmentedColormap.from_list(\n",
    "        'trunc({n},{a:.2f},{b:.2f})'.format(n=cmap.name, a=minval, b=maxval),\n",
    "        cmap(np.linspace(minval, maxval, n)))\n",
    "    return new_cmap\n",
    "\n",
    "def positive_rate_heatmap(data, col_a, col_b, value, **kws):\n",
    "    \n",
    "    r2_y_yhat = data.pivot_table(index=col_b, values=['r2_y_yhat'], columns=col_a, aggfunc=np.mean)\n",
    "    r2_y_c = data.pivot_table(index=col_b, values=['r2_y_c'], columns=col_a, aggfunc=np.mean)\n",
    "    r2_yhat_c = data.pivot_table(index=col_b, values=['r2_yhat_c'], columns=col_a, aggfunc=np.mean)\n",
    "    \n",
    "    pr = data.pivot_table(index=col_b, values=[value], columns=col_a, aggfunc=positive_rate)\n",
    "    \n",
    "    annot = np.round(r2_y_c, 2).astype(str).values + '\\n' + np.round(pr, 2).astype(str).values\n",
    "    \n",
    "    sns.heatmap(data.pivot_table(index=col_b, values=[value], columns=col_a, aggfunc=positive_rate),\n",
    "                linewidths=0.2,\n",
    "                vmin=0, vmax=1,\n",
    "                cmap=truncate_colormap(sns.color_palette(\"viridis\", as_cmap=True), 0, 0.8),\n",
    "                annot=annot, #True,\n",
    "                fmt='',\n",
    "                #annot=True,\n",
    "                **kws)\n",
    "\n",
    "g=sns.FacetGrid(df_full, col='y_to_c_ratio_in_yhat', row='yc_in_yhat', height=2, aspect=1)\n",
    "cbar_ax = g.fig.add_axes([1.05, .3, .02, .4])  # <-- Create a colorbar axes\n",
    "\n",
    "g.map_dataframe(positive_rate_heatmap, col_a='n', col_b='cov_y_c', value='p', cbar_ax=cbar_ax,)\n",
    "g.set_titles(\"y+c={col_name},   y/c={row_name}\")\n",
    "\n",
    "plt.savefig('../data_out/fig/sim_ccb_full_normal_all_heatmap.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T16:50:32.670644Z",
     "start_time": "2021-08-03T16:50:18.867797Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:64: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_partial=pd.read_csv(\"../data_out/ccc_partial_non-normal-all_cat_c=False_cat_yyhat=False_delta_yc=1.0_delta_yhat=1.0_epsilon_yc=1.0_epsilon_yhat=1.0_mode='partial'_n_jobs=-1_out_file=None_out_prefix='ccc_partial_non-normal-all'_random_seed=4242.csv\").iloc[:, 1:]\n",
    "def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=100):\n",
    "    '''\n",
    "    https://stackoverflow.com/a/18926541\n",
    "    '''\n",
    "    if isinstance(cmap, str):\n",
    "        cmap = plt.get_cmap(cmap)\n",
    "    new_cmap = mpl.colors.LinearSegmentedColormap.from_list(\n",
    "        'trunc({n},{a:.2f},{b:.2f})'.format(n=cmap.name, a=minval, b=maxval),\n",
    "        cmap(np.linspace(minval, maxval, n)))\n",
    "    return new_cmap\n",
    "\n",
    "def positive_rate_heatmap(data, col_a, col_b, value, **kws):\n",
    "    \n",
    "    r2_y_yhat = data.pivot_table(index=col_b, values=['r2_y_yhat'], columns=col_a, aggfunc=np.mean)\n",
    "    r2_y_c = data.pivot_table(index=col_b, values=['r2_y_c'], columns=col_a, aggfunc=np.mean)\n",
    "    r2_yhat_c = data.pivot_table(index=col_b, values=['r2_yhat_c'], columns=col_a, aggfunc=np.mean)\n",
    "    \n",
    "    pr = data.pivot_table(index=col_b, values=[value], columns=col_a, aggfunc=positive_rate)\n",
    "    \n",
    "    annot = np.round(r2_y_c, 2).astype(str).values + '\\n' + np.round(pr, 2).astype(str).values\n",
    "    \n",
    "    sns.heatmap(data.pivot_table(index=col_b, values=[value], columns=col_a, aggfunc=positive_rate),\n",
    "                linewidths=0.2,\n",
    "                vmin=0, vmax=1,\n",
    "                cmap=truncate_colormap(sns.color_palette(\"viridis\", as_cmap=True), 0, 0.8),\n",
    "                annot=annot, #True,\n",
    "                fmt='',\n",
    "                #annot=True,\n",
    "                **kws)\n",
    "\n",
    "g=sns.FacetGrid(df_partial, col='c_to_y_ratio_in_yhat', row='yc_in_yhat', height=2, aspect=1)\n",
    "cbar_ax = g.fig.add_axes([1.05, .3, .02, .4])  # <-- Create a colorbar axes\n",
    "\n",
    "g.map_dataframe(positive_rate_heatmap, col_a='n', col_b='cov_y_c', value='p', cbar_ax=cbar_ax,)\n",
    "g.set_titles(\"y+c={col_name},   c/y={row_name}\")\n",
    "\n",
    "plt.savefig('../data_out/fig/sim_ccb_partial_normal_all_heatmap.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T16:38:00.560632Z",
     "start_time": "2021-08-03T16:38:00.338800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.1556101259964976, 0.020821765753161914)"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = []\n",
    "w=0.3\n",
    "for i in range(1000):\n",
    "    x = np.random.normal(0,1,1000)\n",
    "    y = np.random.normal(0,1,1000)\n",
    "    res.append(np.corrcoef(x, w*x + (1-w)*y)[0,1]**2)\n",
    "np.mean(res), np.std(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T20:17:00.154236Z",
     "start_time": "2021-08-03T20:17:00.132547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.010000000000000002, 0.09, 0.25)"
      ]
     },
     "execution_count": 304,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.1**2, 0.3**2, 0.5**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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