Skip to content

Instantly share code, notes, and snippets.

@polinabee
Last active March 3, 2021 21:17
Show Gist options
  • Save polinabee/bae9f471fe9b3c5a92147bd07688d671 to your computer and use it in GitHub Desktop.
Save polinabee/bae9f471fe9b3c5a92147bd07688d671 to your computer and use it in GitHub Desktop.
Hypercube binary classification algorithms
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd \n",{
"cells": [{
"cells": [
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd \n",
"import random\n",
"import statistics\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import scipy\n",
"\n",
"sns.set_style(\"whitegrid\")\n",
"random_state=42\n",
"import warnings; warnings.simplefilter('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1: generate d-dimensional hypercube"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"def assign_y_val(x_i):\n",
" return 1 if all([x >= -1 and x <= 1 for x in x_i]) else 0\n",
"\n",
"def gen_cube(n,d):\n",
" Xs = np.random.uniform(-2**(1/d),2**(1/d),size=(n,d))\n",
" Ys = [assign_y_val(x) for x in Xs]\n",
" mtx = []\n",
" for i in range(n):\n",
" mtx.append(np.append(Xs[i],Ys[i]))\n",
" return mtx\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"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>X0</th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>X3</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.186002</td>\n",
" <td>0.299287</td>\n",
" <td>-0.679994</td>\n",
" <td>0.238927</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.491589</td>\n",
" <td>0.578692</td>\n",
" <td>-1.155508</td>\n",
" <td>0.269845</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.870989</td>\n",
" <td>-0.441361</td>\n",
" <td>-0.930514</td>\n",
" <td>-0.004306</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.938289</td>\n",
" <td>0.535280</td>\n",
" <td>1.032769</td>\n",
" <td>-0.418408</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.018991</td>\n",
" <td>-0.371525</td>\n",
" <td>-0.848621</td>\n",
" <td>-1.039379</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>-0.839468</td>\n",
" <td>0.381194</td>\n",
" <td>0.951933</td>\n",
" <td>-1.047996</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>996</th>\n",
" <td>-0.141635</td>\n",
" <td>-0.226992</td>\n",
" <td>0.004731</td>\n",
" <td>0.504636</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>997</th>\n",
" <td>-0.296180</td>\n",
" <td>0.690045</td>\n",
" <td>0.656694</td>\n",
" <td>-0.357083</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>-0.645248</td>\n",
" <td>-0.096679</td>\n",
" <td>0.216408</td>\n",
" <td>0.375545</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>0.119117</td>\n",
" <td>-0.113698</td>\n",
" <td>0.111680</td>\n",
" <td>0.465279</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" X0 X1 X2 X3 Y\n",
"0 0.186002 0.299287 -0.679994 0.238927 1.0\n",
"1 -0.491589 0.578692 -1.155508 0.269845 0.0\n",
"2 0.870989 -0.441361 -0.930514 -0.004306 1.0\n",
"3 -0.938289 0.535280 1.032769 -0.418408 0.0\n",
"4 0.018991 -0.371525 -0.848621 -1.039379 0.0\n",
".. ... ... ... ... ...\n",
"995 -0.839468 0.381194 0.951933 -1.047996 0.0\n",
"996 -0.141635 -0.226992 0.004731 0.504636 1.0\n",
"997 -0.296180 0.690045 0.656694 -0.357083 1.0\n",
"998 -0.645248 -0.096679 0.216408 0.375545 1.0\n",
"999 0.119117 -0.113698 0.111680 0.465279 1.0\n",
"\n",
"[1000 rows x 5 columns]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = 4\n",
"n = 1000\n",
"\n",
"cube = gen_cube(n,d)\n",
"df = pd.DataFrame(data=cube)\n",
"df = df.rename(columns={0:'X0',1:'X1',2:'X2',3:'X3',4:'Y'})\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Relationships of different dimensions of X to Y')"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(9,5)})\n",
"fig, ax =plt.subplots(1,2)\n",
"a = sns.scatterplot(data=df, x='X0', y='X1', hue='Y',alpha=0.8,ax=ax[0])\n",
"b = sns.scatterplot(data=df, x='X2', y='X3', hue='Y',alpha=0.8,ax=ax[1])\n",
"a.set_title('X(0) and X(1) by Y label')\n",
"b.set_title('X(1) and X(2) by Y label')\n",
"fig.suptitle('Relationships of different dimensions of X to Y')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 2: Build first classifier \n",
"\\[-a,a\\]^d"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def get_min_dimension(mycube):\n",
" d = len(mycube[0][:-1])\n",
" cube_1 = [row[:-1] for row in mycube if row[-1] == 1.0]\n",
" return np.amax(list(map(abs, cube_1))) #finds max absolute value of all x values in cube\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 364,
"metadata": {},
"outputs": [],
"source": [
"def row_in_range(bdim,r):\n",
" return np.all([abs(x) <= bdim for x in r])\n",
"\n",
"def points_within_square(bdim,cube):\n",
" cube_1 = [row[:-1] for row in cube if row[-1] == 1.0]\n",
" in_range = [row_in_range(bdim,i[:-1]) for i in cube_1].count(True)\n",
" return in_range/len(cube_1)"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {},
"outputs": [],
"source": [
"bounding_dim = get_min_dimension(cube)\n",
"test_cube = gen_cube(n,d)\n"
]
},
{
"cell_type": "code",
"execution_count": 365,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9955456570155902"
]
},
"execution_count": 365,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"points_within_square(bounding_dim, test_cube)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 3: build second classifier\n",
"\\[a1,b1\\] x ... x \\[ad, bd\\]"
]
},
{
"cell_type": "code",
"execution_count": 403,
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"def get_bounding_dims(cube):\n",
" d = len(cube[0][:-1])\n",
" cube_1 = [row[:-1] for row in cube if row[-1] == 1.0]\n",
" mins = [min([row[i] for row in cube_1]) for i in range(d)]\n",
" maxs = [max([row[i] for row in cube_1]) for i in range(d)]\n",
" return [[mins[i],maxs[i]] for i in range(d)]\n",
"\n",
"def points_within_rec(bdims,cube):\n",
" cube_1 = [row[:-1] for row in cube if row[-1] == 1.0]\n",
" d = len(cube_1[0])\n",
" boolean_cube = [[bdims[i][0] <= row[i] and bdims[i][1] >= row[i] for row in cube_1] for i in range(d)]\n",
" in_range = [all(row) for row in np.transpose(boolean_cube)].count(True)\n",
" return scipy.mean(in_range/len(cube_1))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 432,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[-0.9992812786801448, 0.9921769752392977],\n",
" [-0.9982157173869629, 0.9957273468749428],\n",
" [-0.9984537790721961, 0.9953504934440318],\n",
" [-0.9990462542374761, 0.9919950920164113]]"
]
},
"execution_count": 432,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bdims = get_bounding_dims(cube)\n",
"bdims"
]
},
{
"cell_type": "code",
"execution_count": 436,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9834368530020704"
]
},
"execution_count": 436,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_cube = gen_cube(n,d)\n",
"points_within_rec(bdims,test_cube)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 4: plot over range of n, d"
]
},
{
"cell_type": "code",
"execution_count": 441,
"metadata": {},
"outputs": [],
"source": [
"def acc_over_range_n(r,d,t):\n",
" Ps = []\n",
" for n in r:\n",
" train_cube = gen_cube(n,d)\n",
" test_cube = gen_cube(n,d)\n",
" if t == 's':\n",
" b_dim = get_min_dimension(train_cube)\n",
" Ps.append(points_within_square(b_dim, test_cube))\n",
" else:\n",
" b_dim = get_bounding_dims(train_cube)\n",
" Ps.append(points_within_rec(b_dim, test_cube))\n",
" \n",
" return Ps\n",
"\n",
"def acc_over_range_d(r,n,t):\n",
" Ps = []\n",
" for d in r:\n",
" train_cube = gen_cube(n,d)\n",
" test_cube = gen_cube(n,d) \n",
" if t == 's':\n",
" b_dim = get_min_dimension(train_cube)\n",
" Ps.append(points_within_square(b_dim, test_cube))\n",
" else:\n",
" b_dim = get_bounding_dims(train_cube)\n",
" Ps.append(points_within_rec(b_dim, test_cube))\n",
" return Ps\n",
"\n",
"\n",
"def repeated_accuracy_n(acc_range,d,reps,t):\n",
" probs = {i: acc_over_range_n(acc_range,d,t) for i in range(reps)}\n",
" return [scipy.mean([probs[i][j] for i in range(reps)]) for j in range(len(probs[0]))]\n",
"\n",
"def repeated_accuracy_d(acc_range,n,reps,t):\n",
" probs = {i: acc_over_range_d(acc_range,n,t) for i in range(reps)}\n",
" return [scipy.mean([probs[i][j] for i in range(reps)]) for j in range(len(probs[0]))]\n"
]
},
{
"cell_type": "code",
"execution_count": 448,
"metadata": {},
"outputs": [],
"source": [
"# square\n",
"acc_range = range(50, 1000,10)\n",
"reps = 10\n",
"d = 5\n",
"probs = repeated_accuracy_n(acc_range,d,reps,'s')\n"
]
},
{
"cell_type": "code",
"execution_count": 450,
"metadata": {},
"outputs": [],
"source": [
"data_sq = pd.DataFrame({'n':[n for n in acc_range], 'accuracy':probs})"
]
},
{
"cell_type": "code",
"execution_count": 444,
"metadata": {},
"outputs": [],
"source": [
"#rectangle\n",
"acc_range = range(50, 1000,10)\n",
"reps = 10\n",
"d = 5\n",
"probs = repeated_accuracy_n(acc_range,d,reps,'r')"
]
},
{
"cell_type": "code",
"execution_count": 446,
"metadata": {},
"outputs": [],
"source": [
"data_rec = pd.DataFrame({'n':[n for n in acc_range], 'accuracy':probs})"
]
},
{
"cell_type": "code",
"execution_count": 459,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Rectangle Estimator')"
]
},
"execution_count": 459,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(9,5)})\n",
"fig, ax =plt.subplots(1,2,sharey=True)\n",
"plt.suptitle('Accuracy of estimators over increasing sample size \"n\"')\n",
"sq = sns.lineplot(data=data_sq, x=\"n\", y=\"accuracy\",ax=ax[0])\n",
"rec = sns.lineplot(data=data_rec, x=\"n\", y=\"accuracy\",ax=ax[1])\n",
"\n",
"sq.set_title('Square Estimator')\n",
"rec.set_title('Rectangle Estimator')\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Higher n perform better"
]
},
{
"cell_type": "code",
"execution_count": 461,
"metadata": {},
"outputs": [],
"source": [
"#square\n",
"acc_range = range(3, 60)\n",
"reps = 20\n",
"n = 1000\n",
"probs = repeated_accuracy_d(acc_range,n,reps,'s')\n",
"data_sq = pd.DataFrame({'d':[d for d in acc_range], 'accuracy':probs})"
]
},
{
"cell_type": "code",
"execution_count": 462,
"metadata": {},
"outputs": [],
"source": [
"# rectangle\n",
"acc_range = range(3, 60)\n",
"reps = 20\n",
"n = 1000\n",
"probs = repeated_accuracy_d(acc_range,n,reps,'r')\n",
"data_rec = pd.DataFrame({'d':[d for d in acc_range], 'accuracy':probs})"
]
},
{
"cell_type": "code",
"execution_count": 464,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Rectangle Estimator')"
]
},
"execution_count": 464,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(9,5)})\n",
"fig, ax =plt.subplots(1,2,sharey=True)\n",
"plt.suptitle('Accuracy of estimators over increasing dimensionality \"d\"')\n",
"sq = sns.lineplot(data=data_sq, x=\"d\", y=\"accuracy\",ax=ax[0])\n",
"rec = sns.lineplot(data=data_rec, x=\"d\", y=\"accuracy\",ax=ax[1])\n",
"\n",
"sq.set_title('Square Estimator')\n",
"rec.set_title('Rectangle Estimator')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"higher dimensions less accurate for rectangle, no trend for square"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd \n",
"import random\n",
"import statistics\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import scipy\n",
"\n",
"sns.set_style(\"whitegrid\")\n",
"random_state=42\n",
"import warnings; warnings.simplefilter('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1: generate d-dimensional hypercube"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"def assign_y_val(x_i):\n",
" return 1 if all([x >= -1 and x <= 1 for x in x_i]) else 0\n",
"\n",
"def gen_cube(n,d):\n",
" Xs = np.random.uniform(-2**(1/d),2**(1/d),size=(n,d))\n",
" Ys = [assign_y_val(x) for x in Xs]\n",
" mtx = []\n",
" for i in range(n):\n",
" mtx.append(np.append(Xs[i],Ys[i]))\n",
" return mtx\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"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>X0</th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>X3</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.186002</td>\n",
" <td>0.299287</td>\n",
" <td>-0.679994</td>\n",
" <td>0.238927</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.491589</td>\n",
" <td>0.578692</td>\n",
" <td>-1.155508</td>\n",
" <td>0.269845</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.870989</td>\n",
" <td>-0.441361</td>\n",
" <td>-0.930514</td>\n",
" <td>-0.004306</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.938289</td>\n",
" <td>0.535280</td>\n",
" <td>1.032769</td>\n",
" <td>-0.418408</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.018991</td>\n",
" <td>-0.371525</td>\n",
" <td>-0.848621</td>\n",
" <td>-1.039379</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>-0.839468</td>\n",
" <td>0.381194</td>\n",
" <td>0.951933</td>\n",
" <td>-1.047996</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>996</th>\n",
" <td>-0.141635</td>\n",
" <td>-0.226992</td>\n",
" <td>0.004731</td>\n",
" <td>0.504636</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>997</th>\n",
" <td>-0.296180</td>\n",
" <td>0.690045</td>\n",
" <td>0.656694</td>\n",
" <td>-0.357083</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>-0.645248</td>\n",
" <td>-0.096679</td>\n",
" <td>0.216408</td>\n",
" <td>0.375545</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>0.119117</td>\n",
" <td>-0.113698</td>\n",
" <td>0.111680</td>\n",
" <td>0.465279</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" X0 X1 X2 X3 Y\n",
"0 0.186002 0.299287 -0.679994 0.238927 1.0\n",
"1 -0.491589 0.578692 -1.155508 0.269845 0.0\n",
"2 0.870989 -0.441361 -0.930514 -0.004306 1.0\n",
"3 -0.938289 0.535280 1.032769 -0.418408 0.0\n",
"4 0.018991 -0.371525 -0.848621 -1.039379 0.0\n",
".. ... ... ... ... ...\n",
"995 -0.839468 0.381194 0.951933 -1.047996 0.0\n",
"996 -0.141635 -0.226992 0.004731 0.504636 1.0\n",
"997 -0.296180 0.690045 0.656694 -0.357083 1.0\n",
"998 -0.645248 -0.096679 0.216408 0.375545 1.0\n",
"999 0.119117 -0.113698 0.111680 0.465279 1.0\n",
"\n",
"[1000 rows x 5 columns]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = 4\n",
"n = 1000\n",
"\n",
"cube = gen_cube(n,d)\n",
"df = pd.DataFrame(data=cube)\n",
"df = df.rename(columns={0:'X0',1:'X1',2:'X2',3:'X3',4:'Y'})\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Relationships of different dimensions of X to Y')"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(9,5)})\n",
"fig, ax =plt.subplots(1,2)\n",
"a = sns.scatterplot(data=df, x='X0', y='X1', hue='Y',alpha=0.8,ax=ax[0])\n",
"b = sns.scatterplot(data=df, x='X2', y='X3', hue='Y',alpha=0.8,ax=ax[1])\n",
"a.set_title('X(0) and X(1) by Y label')\n",
"b.set_title('X(1) and X(2) by Y label')\n",
"fig.suptitle('Relationships of different dimensions of X to Y')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 2: Build first classifier \n",
"\\[-a,a\\]^d"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def get_min_dimension(mycube):\n",
" d = len(mycube[0][:-1])\n",
" cube_1 = [row[:-1] for row in mycube if row[-1] == 1.0]\n",
" return np.amax(list(map(abs, cube_1))) #finds max absolute value of all x values in cube\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 364,
"metadata": {},
"outputs": [],
"source": [
"def row_in_range(bdim,r):\n",
" return np.all([abs(x) <= bdim for x in r])\n",
"\n",
"def points_within_square(bdim,cube):\n",
" cube_1 = [row[:-1] for row in cube if row[-1] == 1.0]\n",
" in_range = [row_in_range(bdim,i[:-1]) for i in cube_1].count(True)\n",
" return in_range/len(cube_1)"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {},
"outputs": [],
"source": [
"bounding_dim = get_min_dimension(cube)\n",
"test_cube = gen_cube(n,d)\n"
]
},
{
"cell_type": "code",
"execution_count": 365,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9955456570155902"
]
},
"execution_count": 365,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"points_within_square(bounding_dim, test_cube)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 3: build second classifier\n",
"\\[a1,b1\\] x ... x \\[ad, bd\\]"
]
},
{
"cell_type": "code",
"execution_count": 403,
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"def get_bounding_dims(cube):\n",
" d = len(cube[0][:-1])\n",
" cube_1 = [row[:-1] for row in cube if row[-1] == 1.0]\n",
" mins = [min([row[i] for row in cube_1]) for i in range(d)]\n",
" maxs = [max([row[i] for row in cube_1]) for i in range(d)]\n",
" return [[mins[i],maxs[i]] for i in range(d)]\n",
"\n",
"def points_within_rec(bdims,cube):\n",
" cube_1 = [row[:-1] for row in cube if row[-1] == 1.0]\n",
" d = len(cube_1[0])\n",
" boolean_cube = [[bdims[i][0] <= row[i] and bdims[i][1] >= row[i] for row in cube_1] for i in range(d)]\n",
" in_range = [all(row) for row in np.transpose(boolean_cube)].count(True)\n",
" return scipy.mean(in_range/len(cube_1))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 432,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[-0.9992812786801448, 0.9921769752392977],\n",
" [-0.9982157173869629, 0.9957273468749428],\n",
" [-0.9984537790721961, 0.9953504934440318],\n",
" [-0.9990462542374761, 0.9919950920164113]]"
]
},
"execution_count": 432,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bdims = get_bounding_dims(cube)\n",
"bdims"
]
},
{
"cell_type": "code",
"execution_count": 436,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9834368530020704"
]
},
"execution_count": 436,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_cube = gen_cube(n,d)\n",
"points_within_rec(bdims,test_cube)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 4: plot over range of n, d"
]
},
{
"cell_type": "code",
"execution_count": 441,
"metadata": {},
"outputs": [],
"source": [
"def acc_over_range_n(r,d,t):\n",
" Ps = []\n",
" for n in r:\n",
" train_cube = gen_cube(n,d)\n",
" test_cube = gen_cube(n,d)\n",
" if t == 's':\n",
" b_dim = get_min_dimension(train_cube)\n",
" Ps.append(points_within_square(b_dim, test_cube))\n",
" else:\n",
" b_dim = get_bounding_dims(train_cube)\n",
" Ps.append(points_within_rec(b_dim, test_cube))\n",
" \n",
" return Ps\n",
"\n",
"def acc_over_range_d(r,n,t):\n",
" Ps = []\n",
" for d in r:\n",
" train_cube = gen_cube(n,d)\n",
" test_cube = gen_cube(n,d) \n",
" if t == 's':\n",
" b_dim = get_min_dimension(train_cube)\n",
" Ps.append(points_within_square(b_dim, test_cube))\n",
" else:\n",
" b_dim = get_bounding_dims(train_cube)\n",
" Ps.append(points_within_rec(b_dim, test_cube))\n",
" return Ps\n",
"\n",
"\n",
"def repeated_accuracy_n(acc_range,d,reps,t):\n",
" probs = {i: acc_over_range_n(acc_range,d,t) for i in range(reps)}\n",
" return [scipy.mean([probs[i][j] for i in range(reps)]) for j in range(len(probs[0]))]\n",
"\n",
"def repeated_accuracy_d(acc_range,n,reps,t):\n",
" probs = {i: acc_over_range_d(acc_range,n,t) for i in range(reps)}\n",
" return [scipy.mean([probs[i][j] for i in range(reps)]) for j in range(len(probs[0]))]\n"
]
},
{
"cell_type": "code",
"execution_count": 378,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 378,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# square\n",
"acc_range = range(50, 1000,10)\n",
"reps = 10\n",
"d = 5\n",
"probs = repeated_accuracy_n(acc_range,d,reps,'s')\n",
"pd.Series(probs).plot.line()"
]
},
{
"cell_type": "code",
"execution_count": 438,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 438,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAExCAYAAACu3KK8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABI90lEQVR4nO3deXzT9f0H8Feupvd9H9CWFlroAbbcyKEgCBRQ8Z5MUdDNDWVuE+fPzTnv6XCbzikecxMUTyoKCIjI0SJQrlJaaGlL76Z3kyZN0uT7+yNtoCY9gKRpm9fz8dhjTb7ffvMJX0NefD7vz+cjEgRBABEREZGDiB3dACIiInJuDCNERETkUAwjRERE5FAMI0RERORQgzKMCIIArVYL1tYSEREND719t0sd0J4+abVa5OXlYfTo0XBxcXF0c4iIiOgq6XQ6nDt3DuPGjYOrq2u3Y4MyjOj1egDAuXPnHNwSIiIisiW9Xj80wohMJgMAu/WMnD59GklJSTa/LvUf74Hj8R4MDrwPjsd7MDC6eka6vuMvNSjDiEgkAgC4uLhALpfb5TXsdV3qP94Dx+M9GBx4HxyP92DgdH3HX2pQFrASERGR82AYISIiIodiGCEiIiKHYhghIiIih2IYISIiIodiGCEiIiKHYhghIiIih2IYISIiIocalIueERERDUWCIKC6vg0FFxpRUNqEs2VNiAn3xi9uSYVcJnF08wYthhEiIiIb2H24DO9/nYfWNh0AwE0uRUy4N/YcLUdNgxr/t3IyPN0sl0IHgPJaJUID3CGTDlxgMRiMEItFVldEHWgMI0RENOCaWtvh6yUf0C/CHdmlkEpEmJMWBYnEtlUKKrUO72TmIizIE/fcmIiEaH9EhXhBIhZh//FK/O2jHKx7fT/+vHoqAnzczL9XWafC+1vz8GNeDcaM8MOT902Cn7drL690ZQrLm3DwZBUUTRoomtSoa1KjSalFRJAnFk6LwXXpUfDoISgNBNaMEBHRgKpQKLHy2V1468vcAXvNZqUWb35+En/ffAIP/3UP9h2vgNEo2Oz6W/adR1t7B9bcNh4LpkYjOswbErEpaF07IQJPPzAViiYNfvuP/SivVUKp1mHDllw8/PIenCqqx+LpMSitacVv/r4PJVUt/X7dbw+VYs2r36NNo+/xHHW7Hn96+xAy9xWjqKIZcpkE14wJwa3Xj4a7qxRvb8nFvc98izc+O3lZr21L7BkhInJidU0avLopB2NG+GHupBGICvGy+2t+uL0AHQYjvjlYgpkTIjA2JuCqrnesQIG6ZjXmT4nu8Zzs3CoYBeD+JePw3ZFy/PXDHHz6XSHump+A+kYddLnVqGtWo765Hco2HaamhGFiYki/em6Uah2+2leM6SnhiAn3sXpO6uggPP/L6fjzhkP4/T/3AzCFhHmTR+LuBQnw83LF9ZNG4Nn3fsTv/7kfv/tZOiaNC+31dRVNaryTeRrtOgO+2FuEe25MtHreNwdLoFTr8OojMzF6hF+3Y/fcmIjC8iZsO1iKPUfKsCO7FH95cCrGjw7u833bEsMIEZETe+erXJy90IiC0kZ8sbcICSNNoeTa8RFwd7V9t31heRMOnqrCslmjkHWqCv/85AT+8djsK66VOFVUh7+8dwhGo4D0xJBuQyCXOnCyChFBHlg6cxSWXDsK+09UYtO3BXj+P4c7z1AAAFykYrjIJNh9pAzRYd645bp4XJsa3uuwzpd7i9Cu68CdN4zpta1xkb54+dfX4rn3f4S/tytWLklCdJh3t+OvPjITz75/GM++/yPuWzwOy2aN6jEQbdiSCwFAanwgMvedx+LpMRZDPOp2Pb74vgjpiSEWQaRLfJQfHrnDDyuXjENOfi1GRfr2+j7sgWGEiMiGBEHA/7bnQ+4iQcaM2B6/0PUdRhSWN9l0qOByHStQIOtUNX52YwJumDwSe3MqsOtwGV7/9CTe/SoPT947Camjg2z6mv/dlg9vDxfcecMYjB8dhKc3HDL3UPxUY2s7Dp6swvUTo6z+OZZWt+K59w8jyNcd1Q1t2HO0HLdeP9rivGalFqfP12P59aMhEokgEgGzronEjNRwHD5Ti/Pnz2NKehKCfN3g7eECg1HAvuOV+GxPIV7dmIONO/Jxy5x43DB5JMTi7sGgRaXF1weKMSM1AiMvCRY9CQv0wOu/u67H4wE+bnjhl9Px2kfH8d7WPCjVOqxYONbivMN5NTh0ugb3LhqLqSlh+OVLe7B59zk8dHNKt/O27i+GSqPH3Vb+fH/Ky90Fs9Oi+jzPHlgzQkRkQ/tPVOLT7wrx4fYCrHp+N7b8UASt3mA+3qLSYvPus3jguZ14/PUD2Hu61SHt1HcY8NaXpxAe6IGbZ8fBz8sVN82Owxu/m4NX1lyLEH93PPPuIRw7q7DZa548V4cT5+pw29zRcHeVIS0hBLPTIvHpd+dwoab7n0NBaSPWrt+Lt7fk4tevfI/c8/Xdjtc3a/D0hmy4ukjx3C+mI2lUAHYdLoMgWIa77NPVMArAjNTwbs9LJGJMTQ5DYpQb4iJ94eNpKqiVSsS4Lj0Kr/92Dp68bxJ8POR447OTeOl/R9Cu6+h2DVOviKHPXpHL4eoixe/vScf8KSPx6XeF2Lz7bLfj7doOvPXlKYwI9cLSWaMQHuiJGyaPxI7sUtQ0tJnPU2n0+PKH85g8LhRxUb42a589MIwQkVNrUWmx52g5/vN1HnLP119VT4VKrcOGLacRF+mDv/76WsRG+ODdr/Kw+vndyNx3Hv/YfBz3/WUnPtxegJGh3khPDMH+PCUKy5ts+I7658u951FV34YHb0rpNkQiEokwZqQ/nn1oGiKCPfHsez8ip6D2ql9PEAR8sO0MgvzccOPUaPPzDyxJgptchn9+cgIGowBBELA9uxRP/OsAXGQS/OauayCRiPHkmwfx7lenodMboNLo8fSGbKjbO/D0qikI8nPDvEkjUF3fhjMljRavffBkJcIDPboNifSHWCzClKQw/HXNtbh/yThk51bjD/86iKbWdgCmHpevD5Zg5vhIm9faiMUi/PKWVMxOi8SH2wuQue+8+djHu85C0aTBL29JhbRz+Oj2eaMhkYixcUeB+byv9p1Hm0Zv06BkLxymISKnU1LVgh/zanD0TC3OlTdBEACxCPj8+yKE+Lvj+okjcF16FEL83S/ruv/55gxa27T406opiIv0xV8enIbconr8b3s+3sk8DReZBNdPHIGMGTEYEeoNlUaP1c99i/UfHcNra2fDZYAWxVI0qrF59zlMSwnDNQnWCxV9POV49qHpeOqtLDz73mE8ed8kpCeGADD9izvrVBV+OFaBsholxGIRpBIRJBIxpBIR4qP8cPeCBAT7Xfzzy86tRmF5Mx65fUK39+njKceqZUn426Zj+GrfeVQoVNj54wVckxCM392dBk93F0xNCsN7X+dhyw/nceysAh6uMlTWqfD0A1PNBaPTksPx7y9ysevwBYyLvVgQ26LSIvd8A26ZE3fF04hFIhGWzYpDaIAHXtmYg8f+sQ9/vH8K9hwth15vwB03WA4N2YJYLMKjt0+ATm/AO5mnIZdJkBjjjy0/nMe8SSO6vc8AHzcsnRmLz/YU4uY5cQjydUPmvvOYmhzmkBqQy8UwQkROQxAEfLanEP/dlg+RCBgd5Yc7b0jAxMQQRAZ74tDpanx3pBwf7SzApm8LMGF0EFYtS+7Xv3rzihvw7aELWDZrFOIu+cs/OS4QL/1qBoorWxDs7w4vdxfzMU83GZZM9sPGvfXYuKMA92WMs8fbtvDOV6chEgH3L0nq9TxvDxc8+9A0/PGtLDz3/o+4a34CCsubceRMLToMRoQHemByUigEAegwGNFhMEKnN+DAiUocOFGJpbNGYfl18ZDLJPjf9nxEhXhhTrplTcLsayKxN6cC723NAwDcen087l6QaJ4a6yqX4pe3pGLyuFD8Y/NxlNUo8dhd13SrZ3GVSzFzQgT2HqvA6mXJ5hqTQ6erYTQKmJEacdV/blOSwvDiwzPwl3dNM14MRgGz06IQGWy/GUgSiRi/vTsdz+sP41+fn0SwnzvcXaX4+SLLOpKb58Rje1Yp/rstH6MifKBu77uodrBgGCEip2A0Cnhvax4y953HrAmReGBpEny95N3OmZ0WhdlpUVA0qbHnaDm+2ncea17di9uuj8fy6+N7nPGh7zDgjc9OINjPzWqhoEgk6vFfp/Hhrpg/ZSS+/KEIU5LCkBjj3+N76DAYoWhUo6q+DTKpGEmjAs1f2P11NL8W2bnVWLEwsVvPRU+83F3wl4em449vZeG/2/Lh5yXHwunRmH1NJOIifa32Niia1Pjftnx8+l0hdh0uw4TRQahQqPCHeydZba9IJMLDy1Px983HsWh6DKalhFucAwBpCSF443fXoaq+zerMkLmTRuDbQxdw4GQVbpg8EoBpFk1YoAdiwi9viKYnXTNe/vLujyirbcXt8+zTK3IpmVSMdT+fiGfeOYRTRfVYc9t4+HjKLc7zdJNh+XXx+M83Z3CysA7TU3ueajzYMIwQ0bDXYTDin5+cwJ6j5Vg8IwarliZbzIq4VLCfO+6YNwYLpkRjQ2YuNu08i/0nK/GrW8dbXRPj8++LUF6rwp8emAJX+eX/tboyYxyOn6vD+o+P4R+/mW2+RlWdCtm51Thd3IDKOhUUjWoYLqlpCfR1w9yJIzB30og+h5QEQcDJwjq8+flJRAR5YtmsuH63z9NNhud+MR2lVa0YPcK3z9VLg/3c8djdaVg8IwbvfpWH73MqMGaEH6Yk9bxuRrC/O577xfS+2+LugtEjXKweGzPCD1Ehnth9uAw3TB6JFpUWp4rqr2qIxppAXze8vOZaNLW2IzTAw2bX7Y1cJsFT909Gfkkjxvcyw2nxtbH4an8xmpTtQ6ZXBGAYIaJhTqs34OX/HsXhMzW4e0ECbp87ut9fTL5ecvzuZ+mYkxaFf31+Eo+/fgBTk8MQHeaN0AAPhAV4QCwGPtl9DjNSw801FZfL3VWGR24fjyffzMKbX5xCkJ8bsnOrUVajBACMDPVCbIQPZqSGIzzQE+FBHmhsbceuH8uwefdZbN59FqnxQbh2fATGxvgjIsjT/B4FQcDxs3X4aGcBCi40IdDHFY/eMQEy6eXNX3CTS3vttbFmzEh/vPSrGTh+rg6RwZ52X/pdJBJh7sSReP/rPJTXKnGmpBFGo4DpPfS0XA25TDJgQaSLq4sUE8b0vhiZvLPot6q+DSNDbdMbNBAYRoho2GrXdeDpDYdwpqQBv7glBQunxVzRddITTcMDm74twMFTVTh0uhqXziD1cJVi9bLkq2prSlwQFs+IwdcHSiAWAWNjA7BqaRKmJIUhuIdejxmpEVA0qvHdkTLsOlKGf35yAoBpaCUh2g/xUX7Iya/F2bImBPq64Ze3pGDupBEDuhmbSCTCNX18gdrSnPRIfLDtDHYfLkNJVQtCA9wRGzE0hipsJTU+CKnxtl0fxt4YRoho0DMYjGhoaYebqxTucmm/NjnrMBjx0n+PIr+kAY/dlYZZ10ReVRvc5FLcvyQJ9y9Jgr7DgNpGNWoa1Kiub0NshI9NNjdbmTEO4+ODkBDtb7UmwJpgf3fcOT8Bt88bg8o6FQpKG5Hf+b8jZ2oR7OeGh5en4vqJIy67N2Qo8vNyxcTEEOw+UgaVRo+belnBlAYPhhEiGtRKq1vx8v+OorxWaX7O1UUCd1cZUuICsfqm5G4zVADT0MQ/PzmBo/m1+OXy1KsOIj8lk0oQGexl81kUMqkEk5PCruh3xWIRokK8EBXihXmdxZttGj1cXSQ236F2sJs3aQR+zKsBAJvMoiH7Yxghoh7lnq9HWXUrFk6PGfB/XQqCgG8OluC9rXnwcJNh9bJkCIKAtvYOqNv1aFZpsf94JU4XN+C3d6d1W3Phv9vysedoOe66YUy3BbacjSO3hHek9MQQ+HnJ4SKTYFSkcw3RDFUMI0RkVV5xA55+Oxu6DiOKKlrwq1tTB+xf2C0qLf6++TiOnKlFemIIHrl9gsU0XADImBGLVz7MwR/+dQB33JCA2+aOxjcHivHZnkIsmBqNO4bQbAKyHYlEjN/fkw6JWMwhmiGCYYSILBRXtuCZdw8h2N8dk8eF4vPvi6BU6/C7e9Ihv8JVQjXaDnz+fSGuS4tCeJBnj+edPl+Pv354FK1teqxaloSMGbE9fqGMHuGH134zC29+cQqbvi1A1qkqlFa3YmpyGB66OYVfRE4saVSgo5tAl8G5BhKJqE9VdSr86e1suLvK8Mzqabh38Tg8eFMyDp+pwZ/ezkabRn9F1/1wRz427zqH3/x9H06cs7752reHSvF//86Cm1yGvz06E0uu7bv40N1VhsfuSsPaO69BbWMbxsUG4Ld3p132YmBE5DjsGSEaYM1KrdUhh8GgoUWDp97OhlEQ8MzqqQjycwMALJ4RCy93F6z/6Bj+8K+DWHvXNXB1kUAsFkEiFkEsEsHXS95jcDhX1oSv9xdjRmo4ymuV+NOGQ1i1NAmLOmtRDAYj3tuah6/2F+OaMcH43T3p8LzMeofr0qMweVyoUxZsEg11DCNEA2hbVgne+uIUXnlkJuKjLJezdiSVWoc/vZ0NZZsWz/1iusV+LLOuiYSXuwue/+Awfv3K9xa/P3FsCJ74+SSL6aNdq5/6erniV7eOh0gEvLrxGN76MhcXapT42YIE/G3TMRw7q8CSa2OxMmPcFYcJZy3YJBrqGEaIBoiiUY3/fJ0HowBs3V+M39yV5ugmmQmCgL9vPo7KujY8vWpKj0HpmoRgvLZ2Fs6VNcPYud27URBQ26jGp98V4pWNR/H7n6V3CxNbfjiP0upW/OHeieaw8OR9k/DhDtPeJd8dKYPRKOBXt6Zi/pTogXi7RDTIMIwQDQBBEPDG5ychCMCUpFDsP1GFlRmWG7XZQ7NSi399fhK3zInDmJHWl/Pee6wCh07X4L7F4/pcubGn9TV8POV4J/M0/r75OB694xqIxSJU1avw0bcFmJochqnJF5fkFotFWLFwLEaEeGHLvvO4PyMJyXEsOCRyVgwjRAPg+5wKHCtQYPWyZIwfHYRDp2uw88cLuG2u/Xf8/HJvEbJzq3GmpAGvrJlpsZ9GQ4sGb31xConR/lg6a9QVv87SmaOg0XZg444CuMqleOimFPzrs5OQSsV48CbrS6V37ZJLRM6NVV5EdtakbMc7mblIjPbHwukxiArxwvj4IGzPKoHBYLTrayvVOmzPLkFKXCCMRgF/fucQVGqd+bggCPjHJyfQYRTw6J0TrnoGyu1zR+Pm2XHYnlWKJ/99ECcL6/HzRWMR4ON2tW+FiIYxhhEiO3vry1xotAb8+rbx5i/7RTNiUN/SjkOdS1bby9b9xdBoDVi1LBl/uHcSahrUeP4/R6DvMIWgnT9ewLECBe5bNBbhgT2v/dFfIpEI9y4eixunReP0+QYkRvtjAetAiKgPHKYhsqPs3CocPFmFe25M7DY7ZeLYUAT7ueGbAyV22d4cANTtemzdX4zJ40IRHWbaSvyR28fj1U3H8PqnJ5Ac3oF3vz2NlLhA3HiFu9laIxKJ8NBNKYiL9MU1Y4Ih5nofRNSHfvWMbN26FQsXLsS8efOwceNGi+M//PADMjIykJGRgcceewxtbW0AgCNHjmDy5MlYunQpli5diieeeMK2rScaxNTterz5+SnEhHvj5jlx3Y5JxCIsnBaD3PP1uFDdapfX35FdCpVG360uZXZaFO6an4A9R8vxzk4FABEeuX2CzQODWCzCDZNHItCXwzNE1Lc+w0htbS3Wr1+PTZs2ITMzE5s3b0ZRUZH5eGtrK9atW4f169dj69atSEhIwPr16wEAubm5WLlyJTIzM5GZmYkXXnjBfu+EaJDJLapHk1KLlRnjILWybsa8ySPhIhXjm4MlFseOFShw4GTlFb+2Vm/Alz+cx/j4IIwe0X2a7h3zRuO69Ci0tRvxwNIkBPu7X/HrEBHZQp9hJCsrC1OmTIGvry/c3d0xf/587Nixw3y8tLQU4eHhiIsz/ctvzpw52L17NwBTGDl48CCWLVuGhx56CNXV1XZ6G0Tdtai0dr3+3mMVKCxv6vWcvJJGSCVijI0JsHrc28MFMydEYk9OOVSdS6xX1avwzLuH8KcN2fjr/46ivFZ5Re3b/eMFNCu1VmfriEQirLltPFYvCMa8SSOu6PpERLbUZ82IQqFAUNDFdQeCg4Nx6tQp8+Po6GjU1NSgoKAACQkJ2L59O+rr6wEAXl5eWLRoEebOnYuPPvoIa9euxccff9zvxp0+ffpy3stlycnJsdu1qX/sdQ8UzXq8ub0WP5sTiFGhrja/vlZvxPrPqxATIsc9c3pek+NwrgJh/lLknjrR4zmxATrs1hmw4dMD0HcIyMpXQiIWYU6KNw6eUeL1j7Jx27XWw0xPDEYBH31bg6hAF2ibS5GTc8HqeeH+Ljh27NhlXZvsg38fOR7vgWP1GUYEQbB47tL9J7y9vfHSSy/hqaeegtFoxG233QaZzLTK4jPPPGM+784778Srr74KpVIJLy/LBZOsSUpKglxu+0WhcnJykJY2eFa/dEb2vAebd5+FINRC5BqEtDTbr+ORnVsFo7EK5fUdSEkdD5nUchfbdm0Haj7ehptmxyEtbWyP10oDsC9/H/acNPWyzEmLxL2Lx8Hf2xUhOwrw8a6z8Akehbgo3363b/fhC2hRV+LRuyYiPTGkx/P4ORgceB8cj/dgYGi12h47GfoMIyEhITh69Kj5sUKhQHBwsPmxwWBAaGgoPv30UwBAXl4eoqKiYDQa8dZbb2H16tWQSC7+ZS2VcgIP2VdOvmlH2Kq6Nrtc/8iZWgCATm9AQWmT1ZVDz5Y1wWAUMC62716NexYm4ovvi3Db3NHdhnSWzRqFbw4W43878vHnVVMtfq/DYMRbX+aipLIFYrEIUokYErEIJdUtiI3wQVpCsMXvEBENRn3WjEybNg3Z2dlobGyERqPBzp07MXPmTPNxkUiElStXora2FoIg4L333sPChQshFouxa9cufPvttwCALVu2IDU1FW5urK4n+1GqdTh7oREAUFmnsvn1BUFATkEtJowOglgswonCOqvnnSlugEgEJERbX379UilxQXh61VSL2hIPNxmWXxePYwUKnD5fb9GO1z89gR3ZpXCRSSCTimEUBLTrOhAa4IGVGeN63EGXiGiw6VfPyNq1a7FixQro9XosX74cKSkpWLVqFdasWYPk5GQ888wzeOCBB6DT6TB16lTcf//9AGAevnnjjTfg7++Pl19+2e5viJzb8bMKGAVgZKgXquptH0aKK1vQ2KrFPTdGol1nwMlzdbjnxkSL8/JKGhAd5g3Pq9xFduH0GGTuO4//bc/Hiw/PMAeMj3aexXdHynHHvDG4e0HCVb0GEZGj9WvMpGsNkUtt2LDB/PPs2bMxe/Zsi9+Lj4+/rIJVoqt1NL8WXu4yzE6LwgffnIFKrYOnu4vtrl9gGqJJSwxGbaMan+w+C5VG3y10dBiMKLjQhHkTr36miquLFHfMG4N/fX4KOQUKpCeGYOePF/DRzrO4fmIU7po/5qpfg4jI0bgcPA0bRqOAY2cVuGZMCKKCTUubV9X3XDdS36zBlh+KUNek6fdrHD1Ti7goX/h5uWL86CAYBdN6IpcqrmyBVmfA2H7Ui/TH3EkjERrgjv9tz8fR/Fq88dlJTBgdhF/dOp5DMUQ0LDCM0LBRVNGMFpUO6YnBCA8yhZHe6ka+PlCMd7/KwwPP78KLHxxBXnGD1dljXVpUWpwta8LEzhkqo0f4wdVFgpM/qRvJK24AgH4Vr/aHTCrGXfMTUFzZgr+89yOiQ72x7ucTrS6kRkQ0FHFqCw0bOfm1EImACWOC4e4qg1jUexgpqWpFRJAHpiSF4dtDF3DwVBViwr1x5w1jMDXZcr+Y42cVEASYp8vKpGIkjQrEiXOWYSQswAP+3rZb42TmhEh8ubcIKo0ef3xgMtxdr64WhYhoMOE/rWjYOFpQi9FRfvDxlEMmFSPE36PX6b3FVS0YM9If9y4eh/f/eAN+det4dBiMePG/R1FU0Wxx/pH8Wvh4uiAu0tf8XGp8ICrrVOahHqNRwJmSRoyN7XsWzeWQiEV48eEZeON31yHAhzPSiGh4YRihQSu/pNE85NGXFpUWheXNSLtkka/wII8ee0aaWtvRrNQiNsIHgKlQdP6UkXj5V9fCx8MF//zkBAwGo/l8g1HAsQIF0hJCum0qlxpvWoG1a6imQqGEUq3DuB6WgL8a7q4yuMnZmUlEww/DCA1ab205hWff+xFtnfu29OaYeQjl4kJf4UGeqKpTWa0DKaky7ZQbG+7T7XlPdxc8eHMKiitb8OUP583Pn73QCJVGb7Gi6chQb/h6ys1hJK/EtMaJrepFiIicAcMIDUoGo4DyGiVUGj2+/KGoz/OP5tfC11OOURG+5uciAj3QrjOgsbXd4vySqhYAQEy4t8Wx6SnhmJocho++LUBVZ8/K0fxaiMUiTBjTfVVTsViElPhAnCisgyAIOFPcAF8vOcICPS7n7RIROTWGERqUahvaoOswwsNNhswfzqNZ2fMuvAajgONnFbgmIbjbEErXjBprdSPFVS0I8nPrcQ2SB29KhkwqxuufnoQgCDiaX4vEaH+ri5iNjw9Cs1KLshol8koaMC4mgFNuiYguA8MIDUoXakzDKA/dlAyd3oDP9hT2eG5hWROUaj3SE7oPoUT0Mr23pKrFYojmUgE+brgvYxxyz9fjo51nUVLVap7S+1Opo011I7sOl6GuSWPz4lUiouGOYYQGpQs1SohEwJSkMFyXPgLbskpQ32x9cbKj+bUQi4AJY4K6PR/o6waZVGwRRrR6AyoVKkRbGaK51A2TRyJ5VCA+2nkWAHrcATfYzx3hgR7Ynl0KAHYpXiUiGs4YRmhQulDdilB/D7jKpbjzhjEQBAEf7zprcZ4gCDhaUIuEaH+LIRexWITwQMvpvReqW2EULItXf0okEuFXt6XCRSpGkJ8bRoR69Xhu6ugg6PQGuLtKEd3HdYmIqDuGERqULtQozV/+wf7uWDA1GrsOl3Xb/K6+WYPn3j+M8xUtmJocZvU64UGeFj0jXTNpYvoRGsIDPfH4zyfi4eWpvdaBjO+c4psQ7Q+JmPUiRESXg2GEBh19hwFVdSqMDLs4jHLb9aMhk4qxacdZGI0CvjlQjF++vAfHz9XhvsXjkDEj1uq1IoI8UdPQ1m3NkJKqFrjJpQjxd+9XeyaNDUVagvUhmi4pcYGQu0gwYXRQr+cREZElrqDk5H48XY3Cimb8bEGio5tiVlnXBoNRwMhLhkX8vF2x5NpYfLanEJV1ShRVtGD86CA8vDwVoQE9T6ONCPKAwSigtkmN8EBTQWtxZQtiwr27zby5Wp7uLnj7ibnw8bDdDsFERM6CPSNO7qv9xfh09zlotB2OborZhWrTMMrI0O4FpjfPjoOHqwy1jRqsvXMCnlk9tdcgAlhO7zUaBZRWt/ZriOZy+Xu7QsLN64iILht7RpyYwWDE2bImGAXg3IUm8xRVR7tQ0wqJWGQOEl083V3wj8fmwE0u6XF9kJ+KMIcRFZAYgtpGNTTaDruEESIiujL8Z5wTK6lqhVZnAADkX2h0cGsuKqtRIjzIEzKp5X+evS1UZo23hws83GTmItaulVdjI3qf1ktERAOHYcSJ5ZeaAoivl9z882Bwoaa1W73I1RCJRIgIuji9t7iqBWIRMCKUYYSIaLBgGHFi+aWNCPRxxZSkMJwtbYTRaLmh3EBr13agpkHdbSbN1QoP8kRl55TgkspWRAR7QS6T2Oz6RER0dRhGnFh+aSMSYwKQGO2HtvYOlNcqr+p6ja3t+Pmfd+D5/xxGXnGD1d1y+1LW2QZb9YwAprqRuiYNtHoDSqpbrG6OR0REjsMCVidV16RBfbMGCdF+SIw2LV9+prTxqnok8ksa0diqxbGzCmTnViMu0gdLZo7CjNQIq/Uf1pTVWJ9JczUiOqf0nitrQl2TBoumsXiViGgwYc+IkyrorBEZGx2A0AB3+HrKzc9Z89aXp/DDsYper1lc1QKxWIT3n7oBv7wlBRqtAX/bdAwPvfRdr7vuXupCjRIuUjFC+piyeznCgkzXyjpZBQCIiWAYISIaTBhGnNSZ0gbIXSSIDveGSCRCQrRfj0WsFQolvj5Qgp0/Xuj1miVVLYgM9oSXuwtunBaDf/3+Oqz7+UQoGtU4cLKyX+26UN2KqFAvmy6pHh5oCiMHT3WGEQ7TEBENKgwjTqqgtBFjRvhB2rlIV2J0AKrr29CkbLc4d2+OqUekqKK51yLXksqWbpvPicUiTE8Jx4hQL3MQ6EtZrdKmQzQA4O4qg7+3HE1KLfy85PDzcrXp9YmI6OowjDghjbYDxVWtSIj2Nz+X2PlzQWlTt3ONRgHfH6uAVCKCur0DNQ3dd8DtolTrUN/SbrXXYVpyOM4UN/Q5VKNS69DQ0o4RIbYrXu3StYAaFzsjIhp8GEac0LmyJhiNgjmAAMCoSB9IJWKLupH80kYoGtVY3LkRXWF5s9Vrdi0mFm3ly35aShiMAnDodHWv7bpQ0zmTxobTertEmMMIh2iIiAYbhhEn1BU4Lu0ZcZFJEB/la1E38n1OOeQuEtw+bwxcpGIUVTRbvWZxpWkWjLUv++gwb4QHevQ5VNM1k2aEDaf1dunaJC+WxatERIMOw4gTOlPaiBGhXvB0k3V7PiHaH4XlzdB3mJaI1+kNOHCyClOTw+DpJkNMuE+PYaSkqqXHegyRSIRpKeHILaqHUq3rsV0XapRwk0sR5Ot25W+uB2Nj/eEml3QLYERENDgwjDgZo1HA2dLGbkM0XRKj/dBhMKKo3DTkciS/Fm0aPeakRQEA4qJ8cb6HItbSqtZep8xOTwmHwSjgx9M1PZ7TtQy8SGS7mTRdEkb645PnFyPYz93m1yYioqvDMOJkymuVaGvvsBpGunoNuoZqvj9aDn9vOVLjTbv5xkX6QqM1mDed66LvMKKsthUxvdR6jIr0QbC/e49DNYIg4EK10i71IkRENLgxjDiZrqCRGGMZRvy8XBEW4IGCC41obdMhp6AWMydEmtf8iIvyBQCc/8lQTYVCiQ6D0OtMFZFIhGnJYThxrg7qdr3F8WalFkq1zi71IkRENLgxjDiZ/NJG+Hi6IKyHFU4Tov2QX9KI/Scq0WEQcF16lPlYVLAnXGQSFP4kjHTNpOmrOHR6Sjg6DEYcPlNrceyCHZaBJyKioYFhxMnkd9aL9FSXkRjtj2aVFp9/X4joMO9uvR0SiRijInxQ9JPpvSVVrXCRis0rnfZk9Ag/+Hu7IsvKUI15Wi/DCBGR02EYcSJNynZU17dZrRfpkhhj2jSvrkmDOWmRFsdHRfqguLIFhkuKWEuqWjAizBsSSe//OYnFpqGanAIFdB1G8/Mnz9Vhyw/n4e/tCl8v+eW+LSIiGuIYRpxI1/oiXbv0WhMV4gV3VylEImDWNZZhJD7KF+06AyoVpp4MQRBQXNnabRn43kxLDYdOb0BhVTvU7Xr867OT+L+3suAiFeMP9068gndFRERDndTRDaCB0a7twIc7CuDj6YJRkT0HB4lYhEnjQqHXGxHgY7neR1ykLwDTPjUjQr3R2NoOpVrX75VNx8YEwNdTjqx8FX44sxd1TWosmzUKdy9IgKsL/3MkInJG/NvfCQiCgNc/PYnyWiX+vGoqXGSSXs9/7K60Ho9FBHvB1UWCwvJmXJc+AsWVpuLV/u75IhGLMCU5DDuySxEeKMOLD8/A2Jiee2qIiGj4YxhxAtuySvHD8Qr8bEECJowJvqprScQixEb44HyFKYSUVJlmwURfxvogd8wbDZGuGSuXT2dvCBERsWZkuDtX1oR3MnORnhiCW68fbZNrxkX54nxlCwwGI0qqWhDi7w6Pnywt35sAHzdMHuPJIEJERAD6GUa2bt2KhQsXYt68edi4caPF8R9++AEZGRnIyMjAY489hrY20zbzra2tWL16NW688UbcfffdqKurs23rqVctKi1e+OAI/L1d8Zu7roFYbJtl1uMjfaHTG1CuUKGkqoWbzxER0VXpM4zU1tZi/fr12LRpEzIzM7F582YUFRWZj7e2tmLdunVYv349tm7dioSEBKxfvx4A8NprryE9PR3bt2/Hrbfeiueee85+74S6MRgFvLoxB81KLdb9fCK83F1sdu1RnUWseefrUVXf1usy8ERERH3pM4xkZWVhypQp8PX1hbu7O+bPn48dO3aYj5eWliI8PBxxcXEAgDlz5mD37t0AgL179yIjIwMAsHjxYuzbtw96veVS4GR7h05X4/i5OqxeloT4KD+bXjsiyBNucgl2Hy2HIADR/SxeJSIisqbPMKJQKBAUFGR+HBwcjNrai8t5R0dHo6amBgUFBQCA7du3o76+3uJ3pVIpPD090djYaNM3QNadOFcHN7kUN0weafNri8UijIr0Na/EymEaIiK6Gn1WEAqC5Xbxly4l7u3tjZdeeglPPfUUjEYjbrvtNshkPRczisX9r5k9ffp0v8+9XDk5OXa79mBw5HQNIgOkOHHiuF2u7yXTAgDkMhHKi8+gouTy61GG+z0YCngPBgfeB8fjPXCsPsNISEgIjh49an6sUCgQHHxxeqjBYEBoaCg+/fRTAEBeXh6iokybqwUHB6O+vh6hoaHo6OiASqWCr69vvxuXlJQEudz2y4Pn5OQgLa3ntTSGuoYWDRqUFVgyawzS0uLs8hoqUQWyC3IQF+WP9PT0y/794X4PhgLeg8GB98HxeA8Ghlar7bGToc9uimnTpiE7OxuNjY3QaDTYuXMnZs6caT4uEomwcuVK1NbWQhAEvPfee1i4cCEAYNasWdiyZQsAYNu2bUhPT++114RsI7fINEyWEh9ot9eIj/IFgH6vvEpERNSTPsNISEgI1q5dixUrVmDZsmVYvHgxUlJSsGrVKuTm5kIsFuOZZ57BAw88gAULFsDLywv3338/AOCRRx7BiRMnsGjRImzatAl//OMf7f6GCDhVVA8PN1m/V0W9EqEBHlhybSyunzjCbq9BRETOoV+rTnWtIXKpDRs2mH+ePXs2Zs+ebfF7vr6++Pe//311LaTLlnu+HkmxAZDYaF0Ra8RiEVYtS7bb9YmIyHlwBdYh6OS5Oqg01qdIK5rUqGlQIyXOfkM0REREtsQwMsSoNHr88e0svL81z+rxrnqRZIYRIiIaIhhGhphKhRJGAdibU47WNp3F8VNF9fByd8HIUBaWEhHR0MAwMsRU1qkAALoOI749VNrtmCAIOFVUj+S4AJvtQ0NERGRvDCNDTIVCBYlYhHGxAdh2sAQGg9F8rKZBjfpmDVLignq5AhER0eDCMDLEVNapEBrgjptmjUJ9SzsOna4xHzvVtb4I60WIiGgIYRgZYioVKkQEeSF9bChC/N2x9UCx+VhuUT38vOSIDPZ0YAuJiIguD8PIEGIwCqiqb0NEsCckYhEWz4hFXnEDzlc0QxAE5J6vQ/KowG57BxEREQ12DCNDSF2TGvoOIyKCTD0fcyeNgKuLBFsPFKOyToXGVi2n9BIR0ZDTrxVYaXDomkkTEeQBAPB0k+G69Cjs/LEMoQGm51gvQkREQw17RoaQSkVnGLmkJmTxjFh0GIzYvOscAnxcERbo4ajmERERXRGGkSGkok4FD1cpfD3l5ueiQrxwzZhgdBiMSIljvQgREQ09DCNDSKVChYhgT4vAkXFtLAAgNZ7rixAR0dDDmpEhpKpOZbVANS0hGM//YjrGxvg7oFVERERXh2FkiGjXdqC+pb1bvUgXkUjEWTRERDRkcZhmiOiaSRMZ5OXglhAREdkWw8gQYZ7Wy9VViYhomGEYGSIqFSqIRODUXSIiGnYYRoaIijoVgvzcIZdJHN0UIiIim2IYGSIq61SIDOIQDRERDT8MI0OAIAioqlOxXoSIiIYlhpEhoLG1HRqtARGsFyEiomGIYWQIqLCyJw0REdFwwTAyBFzcrZdrjBAR0fDDMDIEVNapIHeRIMDH1dFNISIisjmGkSGgUqFCRKAnxGLuyEtERMMPw8gQUMmZNERENIwxjAxy+g4DFI1qRHCNESIiGqYYRga5qvo2GAXOpCEiouGLYWSQq1R07dbLMEJERMMTw8ggYjQKMBiM3Z7rmtYbHsQFz4iIaHiSOroBdNHL/zuK4+cUmJIUhhmp4Rg/OhgVChX8vV3h7ipzdPOIiIjsgmFkkDAYjMgpqIWftyt+zKvBnqPl8HCTQQQgNsLH0c0jIiKyG4aRQeJ8ZQvadQbcsyARU5LDcLKwDvtPVOLHvBokjQp0dPOIiIjshmFkkDhT0gAAGBvrD5lUjPTEEKQnhkAQBIhEXOyMiIiGLxawDhJ5xQ0IDXBHgI9bt+cZRIiIaLhjGBkEBEHAmZJGjI0JcHRTiIiIBhzDyCBQoVChtU2HcbEMI0RE5HwYRgaBvGJTvQjDCBEROSOGERvT6Q347kgZBEHo9+/klTTA11OO8EAubEZERM6nX2Fk69atWLhwIebNm4eNGzdaHM/Ly8Mtt9yCJUuW4MEHH0RraysA4MiRI5g8eTKWLl2KpUuX4oknnrBt6wehI/m1eO3j4zh7oanfv3OmuAFjY/1ZrEpERE6pzzBSW1uL9evXY9OmTcjMzMTmzZtRVFTU7ZznnnsOa9aswVdffYWYmBi8++67AIDc3FysXLkSmZmZyMzMxAsvvGCfdzGItKi0AEwb3PVHXZMGiiYNxrF4lYiInFSfYSQrKwtTpkyBr68v3N3dMX/+fOzYsaPbOUajEW1tpi9fjUYDV1dXAKYwcvDgQSxbtgwPPfQQqqur7fAWBhelWgcAqO5nGMkzry/CMEJERM6pz0XPFAoFgoKCzI+Dg4Nx6tSpbuesW7cO9913H55//nm4ubnhk08+AQB4eXlh0aJFmDt3Lj766COsXbsWH3/8cb8bd/r06X6fe7lycnLsct2i4mYAQF5hOXKC+g4kPxxugotUhKbqIuTUOtcwjb3uAfUf78HgwPvgeLwHjtVnGLFWiHlpbUN7ezuefPJJfPDBB0hJScH777+Pxx9/HG+//TaeeeYZ83l33nknXn31VSiVSnh5efWrcUlJSZDL5f0693Lk5OQgLS3N5tcFgH3njgFQQSfI+/Ua7+3Zg6RRQZg4Md0u7Rms7HkPqH94DwYH3gfH4z0YGFqttsdOhj6HaUJCQlBfX29+rFAoEBwcbH587tw5yOVypKSkAABuv/12HD58GEajEW+++SYMBkO360mlw3sF+q5hmpqGvntFWtt0KKtRYmysv72bRURENGj1GUamTZuG7OxsNDY2QqPRYOfOnZg5c6b5+MiRI1FTU4Pi4mIAwHfffYfk5GSIxWLs2rUL3377LQBgy5YtSE1NhZubm9XXGS6UbaYw0qLSQd2u7/Xc/M56ERavEhGRM+uzmyIkJARr167FihUroNfrsXz5cqSkpGDVqlVYs2YNkpOT8cILL+DRRx+FIAgICAjA888/DwB46aWX8NRTT+GNN96Av78/Xn75Zbu/IUdTqvWQScXQdxhRXd+GUZG+PZ6bV9IIqUSM0SP8Bq6BREREg0y/xkwyMjKQkZHR7bkNGzaYf541axZmzZpl8Xvx8fGXVbA6HCjVOsSG++BsWRNqGtS9hpEzxQ2Ij/KFi0wycA0kIiIaZLgCqw0ZjQJUah3iR/gCAKp7qRtp13agqKKZS8ATEZHTYxixIbW2A0YBCPF3h4+nS69FrGfLmmAwCgwjRETk9BhGbEjVOZPGy90FoQEevS58dqa4ASIRkBDNmTREROTcGEZsqLXtYhgJC/DodZimoKwJI0K84OkmG6jmERERDUoMIzakUpum8nb1jNQ3a6DvMFicJwgCCsuaER/FWTREREQMIzbU2jlM4+kuQ1igBwQBqG1UW5ynaNJAeUmhKxERkTNjGLGhrgXPvD1MwzQAUNNgGUYKy5sAAPFRvgPWNiIiosGKYcSGugpYPd1kCA10B2B9997CsmZIJWJEh/kMaPuIiIgGI4YRG2pV6+DhKoVEIoavpxyuLhKrRayF5c2ICfeGTMo/fiIiIn4b2pBKrYenuwsA087G1qb3Go0CiiqaOURDRETUiWHEhlrVOnh5uJgfhwV6WCx8VlmngkbbwZk0REREnRhGbEil1sHb/ZIwEuCB2kY1jEbB/ByLV4mIiLpjGLEhZZsenu4XFzELDfSAvsOIhpZ283OF5c1wdZEgMsTLEU0kIiIadBhGbEhp0TPSOaOmQWV+rrC8GaMifSERiwa8fURERIMRw4iNGIwC2tovFrACQFigJwCgut601kiHwYiSyhYO0RAREV2CYcRGVGodBAHw8rg4TBPo6wapRGQuYr1Q3Qpdh5FhhIiI6BIMIzai0lzcl6aLRCxCsJ+7ea2RwvJmAOBMGiIiokswjNiI8pIdey8VGnhxrZHC8mZ4ucsQ2llLQkRERAwjNqNUd4URWbfnwwJMa40IgoDC8ibERfpCJGLxKhERUReGERsxhxGP7j0jYYEeULd3oL65HRdqlIhjvQgREVE3DCM2olSbaka8fzJM07V7b3ZuFYxGgfUiREREP8EwYiPKNh3EIsDdtfswTVd9yL7jlQCA0SN8B7ppREREgxrDiI0o1Tp4uLlA/JPFzEI6e0bOljXB31uOAB83RzSPiIho0GIYsRGlWm9RvAoAcpkEAT6uADill4iIyBqGERtRtuksile7hAWaeke42BkREZElhhEbUWp0FmuMdOkqYmXPCBERkSWGERtRtumsDtMAwIhQL0glIk7rJSIiskLq6AYMF6aaEes9IzdOi8GE0cHw7mEYh4iIyJmxZ8QG9B1GaLQdPdaMyGUSjAzzHuBWERERDQ0MIzag0ljfl4aIiIj6xjBiAxc3ybNeM0JEREQ9Yxixga6l4NkzQkREdPkYRmzg4o69DCNERESXi2HEBszDNJwtQ0REdNkYRmzg4jANa0aIiIguF8OIDSjVOkjEIrjJuWwLERHR5WIYsQGl2rQUvEgk6vtkIiIi6oZh5DJ8vqcQFQqlxfNKtQ5eHhyiISIiuhIMI/3UptHjP9+cwVf7ii2OqXpZCp6IiIh6168wsnXrVixcuBDz5s3Dxo0bLY7n5eXhlltuwZIlS/Dggw+itbUVANDa2orVq1fjxhtvxN133426ujrbtn4AqTSmItW8kgaLY61tPe/YS0RERL3rM4zU1tZi/fr12LRpEzIzM7F582YUFRV1O+e5557DmjVr8NVXXyEmJgbvvvsuAOC1115Deno6tm/fjltvvRXPPfecfd7FAGjrDCNlNUq0qLTdjqnUDCNERERXqs8wkpWVhSlTpsDX1xfu7u6YP38+duzY0e0co9GItrY2AIBGo4GrqysAYO/evcjIyAAALF68GPv27YNer7f1exgQXfvPAMCZksZux1rVenhyWi8REdEV6TOMKBQKBAUFmR8HBwejtra22znr1q3Dk08+iRkzZiArKwt33HGHxe9KpVJ4enqisbH7F/lQoVJfDFFnLhmq0eoN0OkN8OaCZ0RERFekz4UxBEGweO7SKazt7e148skn8cEHHyAlJQXvv/8+Hn/8cbz99ttWrycW979m9vTp0/0+93Ll5ORc1vl55009Pz4eEhzOLcP4CNNQTavaAABorKtGTo7lTBvq2eXeA7I93oPBgffB8XgPHKvPMBISEoKjR4+aHysUCgQHB5sfnzt3DnK5HCkpKQCA22+/HX//+98BmHpR6uvrERoaio6ODqhUKvj6+va7cUlJSZDL5f0+v79ycnKQlpZ2Wb9TpiwC0ISZ14zENweKkTguBe6uMpRUtQCoRlJiPNJSw23e1uHqSu4B2RbvweDA++B4vAcDQ6vV9tjJ0Gc3xbRp05CdnY3GxkZoNBrs3LkTM2fONB8fOXIkampqUFxsmvL63XffITk5GQAwa9YsbNmyBQCwbds2pKenQyYbmrUVbRo9RCIgPTEERgEouNAE4OLwDWtGiIiIrky/ekbWrl2LFStWQK/XY/ny5UhJScGqVauwZs0aJCcn44UXXsCjjz4KQRAQEBCA559/HgDwyCOPYN26dVi0aBG8vLzwyiuv2P0N2YtKo4eHqwyJ0f4Qi0XIK27ANWOC0dq5Yy9rRoiIiK5MvzZTycjIMM+K6bJhwwbzz7NmzcKsWbMsfs/X1xf//ve/r7KJg4Oqc8aMm1yKuEgf5BU3dD7fuWMvp/YSERFdEa7A2k9t7Xp4uJmGYsbGBOBcWRN0egNa20xhhMM0REREV4ZhpJ9Uah08O8NIUmwA9B1GFJY3Q6XWw0UqhqsLd+wlIiK6Egwj/dStZyQ2AABwurgeSrUOnhyiISIiumL853w/qdR6eLqZQoeXuwtGhnrhTHEjXGRiFq8SERFdBfaM9JNKozcP0wDAuNgA5Jc2oFmpZb0IERHRVWAY6Qed3gB9h9E8TAMASbGB0GgNKKpo5kwaIiKiq8AwAuC7I2XYfbisx+MqjeXCZmNj/QEAHQaBYYSIiOgqMIwA+Pz7Imw9UNzj8a61RC4dpgnwcUNYgAcAwIvDNERERFfM6cOIwWBEdb0KrSptj+e0aToAoNswDWCqGwG4+ioREdHVcPowUtOoRodBQEubzuoOxQCg0lj2jAAXwwin9hIREV05pw8j5bVKAIC+wwiNtsPqOW2dNSM/7RmZMCYIgb5uiI3wsW8jiYiIhjGnX2ekK4wAQItKB3dXy/oPcwGrW/cekAAfN7z/1A32bSAREdEw5/Q9IxUKlfnnlh7qRlQ99IwQERHR1XP6MFJeqzTXgvQURto0eshdJJBJnf6Pi4iIyOac+ttVEARUKFTmQtRmlc7qeaal4NkrQkREZA9OHUYaWtqh0XaYw0hrWw89I+0MI0RERPbi1GGkq3h1VKQP3OQSNPdUM6LWs16EiIjITpw7jChMYSQq2AveHnK09jRMo9FZzKQhIiIi23DqMFKhUMHDTQZfLzl8PF16LWD1cHP6WdBERER24dxhpFaFqGBPiEQi+HjK0dJjz4ieq6wSERHZiVOHkXKFEpHBXgAAHw85WqwUsBqMAtTtHSxgJSIishOnDSMqtQ7NSi2iQjwBwDxM89P9adTtXPCMiIjInpw2jJTXmlZejQzp7BnxlKPDYOoFuZRK3bUUPMMIERGRPThvGLlkJg1gCiOA5SqsPW2SR0RERLbhvGGkVgmZVIxgf3cApmEaABZFrCqN6TF7RoiIiOzDacNIhUKFiCBPSMQiABd7Rn668Jl5x17OpiEiIrILpw0j5bVKRAZ7mh/7eJjCyE+XhDcP07iyZ4SIiMgenDKM6DsEKJrUiOosXgUuDtNY9Ix0FbC6M4wQERHZg1OGkQalHoJwsXgVAFxkErjJpRZLwre16yERi+DqIhnoZhIRETkFpwwjdS2m6buRIZ7dnjetNfKTAtbOTfJEItGAtY+IiMiZOGUYqW/VQywCIoJ+GkbkFlN7VRo9Z9IQERHZkVOGkbrWDoT4e8BF1n3oxdqS8KZN8hhGiIiI7MUpw0h9i95iiAaA1Z17VRode0aIiIjsyOnCiMFgRIOyw7xB3qW6du69dH+aNu7YS0REZFdOF0ZqG9UwGIGoYGs9I3IYjIJ5bRHAVDPCYRoiIiL7cbowUl7buSdNiLWekc4l4dtMM2oEQYBKzQJWIiIie3K6MFKh6L5b76XMS8IrTXUjWp0BBqPAMEJERGRHThdGdHoDAr2lVgOGj4epZ6RrSXgVd+wlIiKyO6mjGzDQbps7GiN9lFaP+XqZeka6Fj67uEkewwgREZG9OF3PiEQihlxm/W17d/aMdE3v5SZ5RERE9tevnpGtW7fizTffhF6vx7333ou7777bfCw/Px/r1q0zP25sbISPjw++/vprbNmyBa+88goCAgIAALNnz8batWtt/BZsRyaVwN1Vai5gValN/8+eESIiIvvpM4zU1tZi/fr1+OKLL+Di4oI77rgDkydPRlxcHAAgMTERmZmZAACNRoNbb70VTz/9NAAgNzcX69atw+LFi+33DmzMx1OOls4C1rb2zmEaN64zQkREZC99DtNkZWVhypQp8PX1hbu7O+bPn48dO3ZYPfett97CxIkTkZ6eDsAURrZs2YIlS5bgt7/9LVpaWmzbejvw8XAxLwmvUrOAlYiIyN767BlRKBQICgoyPw4ODsapU6cszmttbcUnn3yCrVu3mp8LCgrC6tWrkZKSgr/97W945pln8Oqrr/a7cadPn+73uZcrJyfH6vOCQYPqOgNycnJw7rwpPJ09cwpiMXfttbWe7gENHN6DwYH3wfF4DxyrzzBy6dLoXUQiyy/mrVu3Yu7cueb6EAB44403zD8/8MADmDt37mU1LikpCXK5/LJ+pz9ycnKQlpZm9VjW+RNQnKlBWloajpXnwt1Vg4kT023eBmfX2z2ggcF7MDjwPjge78HA0Gq1PXYy9DlMExISgvr6evNjhUKB4OBgi/N2796NhQsXmh8rlUr85z//MT8WBAFS6eCfSezj6YKWNh2MRoFLwRMREQ2APsPItGnTkJ2djcbGRmg0GuzcuRMzZ87sdo4gCMjLy8OECRPMz7m7u+Odd97ByZMnAQAffvgh5s2bZ+Pm256PpxxGo4C2dr1pkzyGESIiIrvqs6siJCQEa9euxYoVK6DX67F8+XKkpKRg1apVWLNmDZKTk9HY2AiZTNZtSEUikeC1117D008/jfb2dkRHR+Pll1+265uxhUuXhGfPCBERkf31a9wkIyMDGRkZ3Z7bsGGD+eeAgAAcPHjQ4vfS09Px5ZdfXmUTB9bFJeF1UKl1CAv0cHCLiIiIhjenW4G1LxeXhNd2DtNwjREiIiJ7Yhj5iUuXhOcwDRERkf0xjPyEt4epZ6ShtR3tOgOXgiciIrIzhpGfkEnF8HCTobquDQA4m4aIiMjOGEas8PFwQUWdCgCXgiciIrI3hhErfDzlqOoMI+wZISIisi+GESt8PF3QrjMAYM8IERGRvTGMWNG18BnAnhEiIiJ7YxixolsYcec6I0RERPbEMGKFj+fFAMJhGiIiIvtiGLHCp3OtEZlUDLlM4uDWEBERDW8MI1b4dg7TsF6EiIjI/hhGrPDuHKbhEA0REZH9MYxY4cOeESIiogHDMGJF12Z57BkhIiKyP4YRK6QSMTzdZPB047ReIiIie5M6ugGD1c8WJCAq1MvRzSAiIhr2GEZ6sGhGrKObQERE5BQ4TENEREQOxTBCREREDsUwQkRERA7FMEJEREQOxTBCREREDsUwQkRERA7FMEJEREQOxTBCREREDsUwQkRERA41KFdgFQQBAKDT6ez2Glqt1m7Xpv7hPXA83oPBgffB8XgP7K/rO73rO/5SIsHasw6mVCpx7tw5RzeDiIiIbGz06NHw8uq+99ugDCNGoxFtbW2QyWQQiUSObg4RERFdJUEQoNfr4eHhAbG4e5XIoAwjRERE5DxYwEpEREQOxTBCREREDsUwQkRERA7FMEJEREQOxTBCREREDsUwQkRERA7FMEJEREQOxTBCREREDuV0YWTr1q1YuHAh5s2bh40bNzq6OU7h9ddfx6JFi7Bo0SK8/PLLAICsrCxkZGTghhtuwPr16x3cQufx0ksvYd26dQCA/Px83HLLLZg/fz6efPJJdHR0OLh1w9+ePXtw8803Y8GCBXj22WcB8LMw0DIzM81/H7300ksA+FkYFAQnUlNTI8yZM0doamoS2trahIyMDKGwsNDRzRrWDh48KNx+++2CVqsVdDqdsGLFCmHr1q3CrFmzhLKyMkGv1wsrV64U9u7d6+imDntZWVnC5MmThccff1wQBEFYtGiRcPz4cUEQBOGJJ54QNm7c6MDWDX9lZWXCjBkzhOrqakGn0wl33nmnsHfvXn4WBpBarRYmTpwoNDQ0CHq9Xli+fLlw8OBBfhYGAafqGcnKysKUKVPg6+sLd3d3zJ8/Hzt27HB0s4a1oKAgrFu3Di4uLpDJZBg1ahRKS0sxcuRIREVFQSqVIiMjg/fBzpqbm7F+/Xo89NBDAIDKykq0t7dj/PjxAICbb76Z98DOdu3ahYULFyI0NBQymQzr16+Hm5sbPwsDyGAwwGg0QqPRoKOjAx0dHZBKpfwsDAJSRzdgICkUCgQFBZkfBwcH49SpUw5s0fAXHx9v/rm0tBTbtm3DPffcY3EfamtrHdE8p/HHP/4Ra9euRXV1NQDLz0JQUBDvgZ1duHABMpkM999/P+rq6jBnzhzEx8fzszCAPD098cgjj+DGG2+Eq6srJk2aBJlMxs/CIOBUPSOClT0BuSvwwCgsLMTKlSvx+OOPY8SIERbHeR/s59NPP0VYWBimTp1qfo6fhYFnMBiQnZ2Nv/71r/jkk0+Qm5uLiooKi/N4H+ynoKAAn3/+Ob7//nscOHAAYrEYBw8etDiP92DgOVXPSEhICI4ePWp+rFAoEBwc7MAWOYecnBysWbMGf/jDH7Bo0SIcPnwY9fX15uO8D/a1bds21NXVYenSpWhpaYFarYZIJOp2D+rq6ngP7CwwMBBTp06Fv78/AOD666/Hjh07IJFIzOfws2BfBw4cwNSpUxEQEADANCTz7rvv8rMwCDhVz8i0adOQnZ2NxsZGaDQa7Ny5EzNnznR0s4a16upqPPzww3jllVewaNEiAEBqaipKSkpw4cIFGAwGfP3117wPdvT+++/j66+/RmZmJtasWYPrrrsOL7zwAuRyOXJycgAAW7Zs4T2wszlz5uDAgQNobW2FwWDA/v37sWDBAn4WBlBCQgKysrKgVqshCAL27NmDSZMm8bMwCDhdz8jatWuxYsUK6PV6LF++HCkpKY5u1rD27rvvQqvV4sUXXzQ/d8cdd+DFF1/Er3/9a2i1WsyaNQsLFixwYCud0yuvvIL/+7//Q1tbG8aOHYsVK1Y4uknDWmpqKh544AHcdddd0Ov1mD59Ou68807ExsbyszBAZsyYgTNnzuDmm2+GTCZDcnIyVq9ejXnz5vGz4GAiwdrgMREREdEAcaphGiIiIhp8GEaIiIjIoRhGiIiIyKEYRoiIiMihGEaIiIjIoRhGiIiIyKEYRoiIiMih/h8TpFUBCZ/cfgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#rectangle\n",
"acc_range = range(50, 1000,10)\n",
"reps = 10\n",
"d = 5\n",
"probs = repeated_accuracy_n(acc_range,d,reps,'r')\n",
"pd.Series(probs).plot.line()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Higher n perform better"
]
},
{
"cell_type": "code",
"execution_count": 328,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 328,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#square\n",
"acc_range = range(3, 60)\n",
"reps = 20\n",
"n = 1000\n",
"probs = repeated_accuracy_d(acc_range,n,reps,'s')\n",
"pd.Series(probs).plot.line()"
]
},
{
"cell_type": "code",
"execution_count": 442,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 442,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# rectangle\n",
"acc_range = range(3, 60)\n",
"reps = 20\n",
"n = 1000\n",
"probs = repeated_accuracy_d(acc_range,n,reps,'r')\n",
"pd.Series(probs).plot.line()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"higher dimensions less accurate for rectangle, no trend for square"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
"import random\n",
"import statistics\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import scipy\n",
"\n",
"sns.set_style(\"whitegrid\")\n",
"random_state=42\n",
"import warnings; warnings.simplefilter('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1: generate d-dimensional hypercube"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"def assign_y_val(x_i):\n",
" return 1 if all([x >= -1 and x <= 1 for x in x_i]) else 0\n",
"\n",
"def gen_cube(n,d):\n",
" Xs = np.random.uniform(-2**(1/d),2**(1/d),size=(n,d))\n",
" Ys = [assign_y_val(x) for x in Xs]\n",
" mtx = []\n",
" for i in range(n):\n",
" mtx.append(np.append(Xs[i],Ys[i]))\n",
" return mtx\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"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>X0</th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>X3</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.186002</td>\n",
" <td>0.299287</td>\n",
" <td>-0.679994</td>\n",
" <td>0.238927</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.491589</td>\n",
" <td>0.578692</td>\n",
" <td>-1.155508</td>\n",
" <td>0.269845</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.870989</td>\n",
" <td>-0.441361</td>\n",
" <td>-0.930514</td>\n",
" <td>-0.004306</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.938289</td>\n",
" <td>0.535280</td>\n",
" <td>1.032769</td>\n",
" <td>-0.418408</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.018991</td>\n",
" <td>-0.371525</td>\n",
" <td>-0.848621</td>\n",
" <td>-1.039379</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>-0.839468</td>\n",
" <td>0.381194</td>\n",
" <td>0.951933</td>\n",
" <td>-1.047996</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>996</th>\n",
" <td>-0.141635</td>\n",
" <td>-0.226992</td>\n",
" <td>0.004731</td>\n",
" <td>0.504636</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>997</th>\n",
" <td>-0.296180</td>\n",
" <td>0.690045</td>\n",
" <td>0.656694</td>\n",
" <td>-0.357083</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>-0.645248</td>\n",
" <td>-0.096679</td>\n",
" <td>0.216408</td>\n",
" <td>0.375545</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>0.119117</td>\n",
" <td>-0.113698</td>\n",
" <td>0.111680</td>\n",
" <td>0.465279</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" X0 X1 X2 X3 Y\n",
"0 0.186002 0.299287 -0.679994 0.238927 1.0\n",
"1 -0.491589 0.578692 -1.155508 0.269845 0.0\n",
"2 0.870989 -0.441361 -0.930514 -0.004306 1.0\n",
"3 -0.938289 0.535280 1.032769 -0.418408 0.0\n",
"4 0.018991 -0.371525 -0.848621 -1.039379 0.0\n",
".. ... ... ... ... ...\n",
"995 -0.839468 0.381194 0.951933 -1.047996 0.0\n",
"996 -0.141635 -0.226992 0.004731 0.504636 1.0\n",
"997 -0.296180 0.690045 0.656694 -0.357083 1.0\n",
"998 -0.645248 -0.096679 0.216408 0.375545 1.0\n",
"999 0.119117 -0.113698 0.111680 0.465279 1.0\n",
"\n",
"[1000 rows x 5 columns]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = 4\n",
"n = 1000\n",
"\n",
"cube = gen_cube(n,d)\n",
"df = pd.DataFrame(data=cube)\n",
"df = df.rename(columns={0:'X0',1:'X1',2:'X2',3:'X3',4:'Y'})\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Relationships of different dimensions of X to Y')"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment