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Demo to show the weird difference in CI results I get in sampling distribution of sample proportions.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create Population"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:27:19.346478Z",
"start_time": "2018-09-16T17:27:15.348968Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc175d03c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import sys\n",
"sys.path.insert(0, '../../')\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from SDSPSM import get_metrics, drawBarGraph\n",
"from ci_helpers import create_bernoulli_population\n",
"\n",
"T = 4000 # total size of population\n",
"p = 0.6 # 60% has yellow balls\n",
"\n",
"# create population\n",
"population, population_freq = create_bernoulli_population(T,p)\n",
"\n",
"# population metrics\n",
"mu, var, sigma = get_metrics(population)\n",
"\n",
"# visualize\n",
"fig, (ax1) = plt.subplots(1,1, figsize=(5,3))\n",
"drawBarGraph(population_freq, ax1, [T, mu, var, sigma], 'Population Distribution','Gumballs', 'Counts',xmin=0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sample and calculate CI along the way"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:27:19.429416Z",
"start_time": "2018-09-16T17:27:19.348478Z"
}
},
"outputs": [],
"source": [
"import numpy as np\n",
"from random import choices\n",
"from numpy.random import choice\n",
"\n",
"def sample_wor(population, sample_size):\n",
" \n",
" p = population\n",
" ss = sample_size\n",
" s = []\n",
" \n",
" if len(p) < ss:\n",
" raise ValueError('sample size {} greater than population size {}'.format(ss,len(p)))\n",
" \n",
" for i in range(0,ss):\n",
" random_index = np.random.randint(0, len(p))\n",
" s.append(p.pop(random_index))\n",
" \n",
" return s,p # return sample and reduced population\n",
" \n",
"def sample_with_CI(N, n, population, sigma=1, mode='z'):\n",
" \"\"\"\n",
" N - no of trials/experiments\n",
" n - sample size\n",
" sigma - population SD (needed in z mode)\n",
" \"\"\"\n",
" Y_hat = []\n",
" Y_mean_list = []\n",
" CI_list = []\n",
" for each_experiment in range(N): \n",
"\n",
"# Y_hat = choices(population, k=n) \n",
" Y_hat = choice(population, size=n, replace=False) \n",
" Y_mean = sum(Y_hat)/len(Y_hat)\n",
" \n",
" if mode == 'z': # then use population SD sigma, not typically practical \n",
" c = 1.96 # which comprises of 95% of data points in std. normal distribution\n",
" Y_sigma = sigma\n",
" CI_err = round(c*Y_sigma,4)\n",
" else: # t distribution, use unbiased variance\n",
" from scipy import stats\n",
" c = stats.t.ppf(1-0.025, n-1) # t value varies depending on degrees of freedom\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(n-1) # unbiased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" CI_err = round(c*(Y_sigma/sqrt(n)),4)\n",
" \n",
" CI_list.append((Y_mean, CI_err))\n",
" Y_mean_list.append(Y_mean)\n",
" \n",
" return Y_mean_list, CI_list"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
".. for sample size 50 and no of experiments 100 (so as to view the CI performance for all 100 sample proportions)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:27:19.987132Z",
"start_time": "2018-09-16T17:27:19.431418Z"
}
},
"outputs": [
{
"data": {
"text/latex": [
"$$\\mu_{\\hat{p}}:0.5994 \\ \\ \\ \\ \\sigma_{\\hat{p}}:0.0748$$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc194dd780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from random import seed\n",
"from ci_helpers import mini_plot_SDSP \n",
"\n",
"N = 100\n",
"n = 50\n",
"\n",
"#seed(0)\n",
"\n",
"# sample from population\n",
"Y_mean_list, CI_list = sample_with_CI(N, n, population, sigma=sigma, mode='z')\n",
"\n",
"# sample metrics\n",
"mu, var, sigma = get_metrics(Y_mean_list)\n",
"\n",
"# visualize\n",
"fig, (ax1,ax2,ax3) = plt.subplots(1,3,figsize=(15,4))\n",
"mini_plot_SDSP(Y_mean_list,ax1,ax2,ax3,width=0.05, norm_off=True)\n",
"\n",
"from IPython.display import display, Math\n",
"display(Math(r'\\mu_{{\\hat{{p}}}}:{} \\ \\ \\ \\ \\sigma_{{\\hat{{p}}}}:{}'.format(mu, sigma)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot CI"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:27:21.070411Z",
"start_time": "2018-09-16T17:27:19.989132Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CI containing pop.mean:100.0%\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc1a512e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ci_helpers import plot_ci_accuracy_1\n",
"\n",
"fig, ax = plt.subplots(1,1, figsize=(20,5))\n",
" \n",
"plot_ci_accuracy_1(ax, CI_list, mu)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Varying N,n, sample with replacement"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:27:21.165357Z",
"start_time": "2018-09-16T17:27:21.073412Z"
}
},
"outputs": [],
"source": [
"from math import sqrt\n",
"from random import sample\n",
"\n",
"def repeated_experiments_with_CI(population,mu, sigma, N_list=[], n_list=[], mode=1, dist=0, format='b', replace=True):\n",
" \"\"\"\n",
" population - raw population from which sample to be taken\n",
" mu, sigma - population parameters\n",
" C - 85% CI constant (for eg, 1.96 or 2.093 etc)\n",
" N_list - Experiment size or no of times experiments to be conducted per trial\n",
" n_list - Sample size or no of samples per experiment\n",
" Mode 1 - use population SD\n",
" Mode 2 - use unbiased sample SD\n",
" Mode 3 - usebiased sample SD\n",
" dist - 0 - use Z distribution\n",
" dist - 1 - use t distribution\n",
" \"\"\"\n",
" accuracy_list = []\n",
" for each_N in N_list: # no of experiments\n",
" for each_n in n_list: # sample size for each experiment\n",
" err_count = 0\n",
" for each_E in range(each_N): # for each experiment of experiment size\n",
"# Y_hat = sample(population, k=each_n) # pick n samples\n",
" Y_hat = choice(population, size=each_n, replace=replace) \n",
" Y_mean = sum(Y_hat)/len(Y_hat)\n",
" \n",
" if dist == 0:\n",
" C = 1.96\n",
" elif dist == 1:\n",
" from scipy import stats\n",
" C = stats.t.ppf(1-0.025, each_n-1) # t value varies depending on degrees of freedom which is (no of samples - 1) \n",
"\n",
" if mode == 1:\n",
" Y_sigma = sigma\n",
" CI_err = round(C*Y_sigma,4) # if population SD, there is no sample size in denominator\n",
" elif mode == 2:\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(each_n-1) # unbiased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" CI_err = round(C*(Y_sigma/sqrt(each_n)),4)\n",
" elif mode == 3:\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(each_n) # biased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" CI_err = round(C*(Y_sigma/sqrt(each_n)),4)\n",
" else:\n",
" raise ValueError('Wrong mode')\n",
" low_err = Y_mean - CI_err\n",
" hig_err = Y_mean + CI_err\n",
" #print(CI_err,Y_mean,low_err,hig_err,mu)\n",
" if (hig_err <= mu) or (low_err >= mu):\n",
" err_count += 1\n",
" accuracy = round((1-err_count/each_N)*100,4)\n",
" success = 0 if accuracy < 95 else 1\n",
" if format == 'b':\n",
" accuracy_list.append((each_N, each_n, success))\n",
" else: # anything other than b\n",
" accuracy_list.append((each_N, each_n, accuracy))\n",
" return accuracy_list\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:27:59.836742Z",
"start_time": "2018-09-16T17:27:21.167356Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc1a808b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ci_helpers import plot_ci_accuracy_2, get_dist_label, get_mode_label\n",
"\n",
"fig, axarr = plt.subplots(2,3, figsize=(15,10))\n",
"\n",
"m , _ , s = get_metrics(population)\n",
"dist = 0\n",
"max_sample_size = int(T/4) # 25% of total population\n",
"N_list = range(5,100,20)\n",
"n_list = range(5,max_sample_size,50) # different sample sizes\n",
"\n",
"for i in range(1,4): # 1,2,3 modes\n",
" for each_N in N_list:\n",
" for each_n in n_list:\n",
" \n",
" dist=0 # z dist\n",
" ax = axarr[0,i-1]\n",
" accuracy_list = repeated_experiments_with_CI(population,m,s,[each_N],[each_n],i,dist,'b', replace=True)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
" dist=1 # t dist\n",
" ax = axarr[1,i-1]\n",
" accuracy_list = repeated_experiments_with_CI(population,m,s,[each_N],[each_n],i,dist,'b', replace=True)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Varying N,n, Sample without replacement"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:28:42.043395Z",
"start_time": "2018-09-16T17:27:59.862726Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc1bacca20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ci_helpers import plot_ci_accuracy_2, get_dist_label, get_mode_label\n",
"\n",
"fig, axarr = plt.subplots(2,3, figsize=(15,10))\n",
"\n",
"m , _ , s = get_metrics(population)\n",
"dist = 0\n",
"max_sample_size = int(T/4) # 25% of total population\n",
"N_list = range(5,100,20)\n",
"n_list = range(5,max_sample_size,50) # different sample sizes\n",
"\n",
"for i in range(1,4): # 1,2,3 modes\n",
" for each_N in N_list:\n",
" for each_n in n_list:\n",
" \n",
" dist=0 # z dist\n",
" ax = axarr[0,i-1]\n",
" accuracy_list = repeated_experiments_with_CI(population,m,s,[each_N],[each_n],i,dist,'b', replace=False)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
" dist=1 # t dist\n",
" ax = axarr[1,i-1]\n",
" accuracy_list = repeated_experiments_with_CI(population,m,s,[each_N],[each_n],i,dist,'b', replace=False)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Alternate faster methods"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:28:42.169323Z",
"start_time": "2018-09-16T17:28:42.046393Z"
}
},
"outputs": [],
"source": [
"from math import sqrt\n",
"from random import sample, choices\n",
"\n",
"def repeated_experiments_with_CI_turbo(population,mu, sigma, N_list=[], n_list=[], mode=1, dist=0, format='b', replace=True):\n",
" \"\"\"\n",
" population - raw population from which sample to be taken\n",
" mu, sigma - population parameters\n",
" C - 85% CI constant (for eg, 1.96 or 2.093 etc)\n",
" N_list - Experiment size or no of times experiments to be conducted per trial\n",
" n_list - Sample size or no of samples per experiment\n",
" Mode 1 - use population SD\n",
" Mode 2 - use unbiased sample SD\n",
" Mode 3 - usebiased sample SD\n",
" dist - 0 - use Z distribution\n",
" dist - 1 - use t distribution\n",
" \"\"\"\n",
" accuracy_list = []\n",
" for each_N in N_list: # no of experiments\n",
" for each_n in n_list: # sample size for each experiment\n",
" err_count = 0\n",
" for each_E in range(each_N): # for each experiment of experiment size\n",
"# Y_hat = sample(population, k=each_n) # pick n samples\n",
"# Y_hat = choice(population, size=each_n, replace=replace) \n",
" if replace == True:\n",
" Y_hat = choices(population, k=each_n) \n",
" else:\n",
" Y_hat = sample(population, k=each_n) \n",
" Y_mean = sum(Y_hat)/len(Y_hat)\n",
" \n",
" if dist == 0:\n",
" C = 1.96\n",
" elif dist == 1:\n",
" from scipy import stats\n",
" C = stats.t.ppf(1-0.025, each_n-1) # t value varies depending on degrees of freedom which is (no of samples - 1) \n",
"\n",
" if mode == 1:\n",
" Y_sigma = sigma\n",
" CI_err = round(C*Y_sigma,4) # if population SD, there is no sample size in denominator\n",
" elif mode == 2:\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(each_n-1) # unbiased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" CI_err = round(C*(Y_sigma/sqrt(each_n)),4)\n",
" elif mode == 3:\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(each_n) # biased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" CI_err = round(C*(Y_sigma/sqrt(each_n)),4)\n",
" else:\n",
" raise ValueError('Wrong mode')\n",
" low_err = Y_mean - CI_err\n",
" hig_err = Y_mean + CI_err\n",
" #print(CI_err,Y_mean,low_err,hig_err,mu)\n",
" if (hig_err <= mu) or (low_err >= mu):\n",
" err_count += 1\n",
" accuracy = round((1-err_count/each_N)*100,4)\n",
" success = 0 if accuracy < 95 else 1\n",
" if format == 'b':\n",
" accuracy_list.append((each_N, each_n, success))\n",
" else: # anything other than b\n",
" accuracy_list.append((each_N, each_n, accuracy))\n",
" return accuracy_list\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### With replacement"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:28:54.000544Z",
"start_time": "2018-09-16T17:28:42.171324Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc1aaac0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ci_helpers import plot_ci_accuracy_2, get_dist_label, get_mode_label\n",
"\n",
"fig, axarr = plt.subplots(2,3, figsize=(15,10))\n",
"\n",
"m , _ , s = get_metrics(population)\n",
"dist = 0\n",
"max_sample_size = int(T/4) # 25% of total population\n",
"N_list = range(5,100,20)\n",
"n_list = range(5,max_sample_size,50) # different sample sizes\n",
"\n",
"for i in range(1,4): # 1,2,3 modes\n",
" for each_N in N_list:\n",
" for each_n in n_list:\n",
" \n",
" dist=0 # z dist\n",
" ax = axarr[0,i-1]\n",
" accuracy_list = repeated_experiments_with_CI_turbo(population,m,s,[each_N],[each_n],i,dist,'b', replace=True)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
" dist=1 # t dist\n",
" ax = axarr[1,i-1]\n",
" accuracy_list = repeated_experiments_with_CI_turbo(population,m,s,[each_N],[each_n],i,dist,'b', replace=True)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Without replacement"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:29:12.047040Z",
"start_time": "2018-09-16T17:28:54.000544Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc1b9f76d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ci_helpers import plot_ci_accuracy_2, get_dist_label, get_mode_label\n",
"\n",
"fig, axarr = plt.subplots(2,3, figsize=(15,10))\n",
"\n",
"m , _ , s = get_metrics(population)\n",
"dist = 0\n",
"max_sample_size = int(T/4) # 25% of total population\n",
"N_list = range(5,100,20)\n",
"n_list = range(5,max_sample_size,50) # different sample sizes\n",
"\n",
"for i in range(1,4): # 1,2,3 modes\n",
" for each_N in N_list:\n",
" for each_n in n_list:\n",
" \n",
" dist=0 # z dist\n",
" ax = axarr[0,i-1]\n",
" accuracy_list = repeated_experiments_with_CI_turbo(population,m,s,[each_N],[each_n],i,dist,'b', replace=False)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
" dist=1 # t dist\n",
" ax = axarr[1,i-1]\n",
" accuracy_list = repeated_experiments_with_CI_turbo(population,m,s,[each_N],[each_n],i,dist,'b', replace=False)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Using {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### T dist, Unbiased Sample SD for closer look why mixed results\n",
"\n",
"Solution: Looks like Finite population correction was missing which was giving \"without replacement\" an edge, because variance was wider. With FPC, both are behaving bad(?!). But that should be understandable. You see, we use sample statistic SD, in place of population SD, so a performance reduction is expected. And also for most part, they are above 90% which is good enough.."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-16T17:56:09.552063Z",
"start_time": "2018-09-16T17:51:20.992317Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc1ac24b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ci_helpers import plot_ci_accuracy_2, get_dist_label, get_mode_label\n",
"from math import sqrt\n",
"\n",
"\n",
"def repeated_experiments_with_CI_madmax(population,mu, sigma, each_N, each_n, mode=1, dist=0, format='b', replace=True):\n",
" \"\"\"\n",
" population - raw population from which sample to be taken\n",
" mu, sigma - population parameters\n",
" C - 85% CI constant (for eg, 1.96 or 2.093 etc)\n",
" N_list - Experiment size or no of times experiments to be conducted per trial\n",
" n_list - Sample size or no of samples per experiment\n",
" Mode 1 - use population SD\n",
" Mode 2 - use unbiased sample SD\n",
" Mode 3 - usebiased sample SD\n",
" dist - 0 - use Z distribution\n",
" dist - 1 - use t distribution\n",
" \"\"\"\n",
" accuracy_list = []\n",
" err_count = 0\n",
" T = len(population)\n",
" for each_E in range(each_N): # for each experiment of experiment size\n",
"\n",
" if replace == True:\n",
" Y_hat = choices(population, k=each_n) # choices by default samples with replacement\n",
" fpc = 1\n",
" else:\n",
" Y_hat = sample(population, k=each_n) # sample by default samples without replacement\n",
" fpc = sqrt((T-each_n)/(T-1))\n",
" Y_mean = sum(Y_hat)/len(Y_hat)\n",
"\n",
" if dist == 0:\n",
" C = 1.96\n",
" elif dist == 1:\n",
" from scipy import stats\n",
" C = stats.t.ppf(1-0.025, each_n-1) # t value varies depending on degrees of freedom which is (no of samples - 1) \n",
"\n",
" if mode == 1:\n",
" Y_sigma = sigma*fpc # fpc affects depending on with or without replacement\n",
" CI_err = round(C*Y_sigma,4) # if population SD, there is no sample size in denominator\n",
" elif mode == 2:\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(each_n-1) # unbiased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" Y_sigma = Y_sigma*fpc\n",
" CI_err = round(C*(Y_sigma/sqrt(each_n)),4)\n",
" elif mode == 3:\n",
" Y_variance = sum([(y - Y_mean)**2 for y in Y_hat])/(each_n) # biased estimator\n",
" Y_sigma = round(sqrt(Y_variance), 4)\n",
" Y_sigma = Y_sigma*fpc\n",
" CI_err = round(C*(Y_sigma/sqrt(each_n)),4)\n",
" else:\n",
" raise ValueError('Wrong mode')\n",
" low_err = Y_mean - CI_err\n",
" hig_err = Y_mean + CI_err\n",
" #print(CI_err,Y_mean,low_err,hig_err,mu)\n",
" if (hig_err <= mu) or (low_err >= mu):\n",
" err_count += 1\n",
" accuracy = round((1-err_count/each_N)*100,4)\n",
" success = 0 if accuracy < 95 else 1\n",
" if format == 'b':\n",
" accuracy_list.append((each_N, each_n, success))\n",
" else: # anything other than b\n",
" accuracy_list.append((each_N, each_n, accuracy))\n",
" return accuracy_list\n",
"\n",
"def plot_ci_accuracy_3(ax, accuracy_list):\n",
" # for continous format of accuracy list.. gradient coloring\n",
" y,x,z=zip(*accuracy_list) \n",
" points = ax.scatter(x, y, c=z, cmap='RdYlGn')\n",
" \n",
" \n",
" xmin = 10 # starting with sample size 10\n",
" xmax = ax.get_xlim()[1]\n",
" from math import ceil,floor\n",
" xminint = floor(xmin)\n",
" xmaxint = ceil(xmax)\n",
" xint = range(xminint, xmaxint, 50)\n",
" ax.set_xticks(xint)\n",
" ax.xaxis.set_tick_params(labelsize=7)\n",
" for tick in ax.get_xticklabels():\n",
" tick.set_rotation(90)\n",
" \n",
" ax.set_ylabel('Experiment Size $N$')\n",
" ax.set_xlabel('Sample Size $n$')\n",
" \n",
" return points\n",
"\n",
"import matplotlib.pyplot as plt\n",
"fig, axarr = plt.subplots(2,2, figsize=(10,10))\n",
"m , _ , s = get_metrics(population)\n",
"dist = 0\n",
"max_sample_size = int(T/4) # 25% of total population\n",
"N_list = range(10,500,20)\n",
"n_list = range(10,max_sample_size,50) # different sample sizes\n",
"acc_list_1 = []\n",
"acc_list_2 = []\n",
"\n",
"for each_N in N_list:\n",
" for each_n in n_list: \n",
" i = 2\n",
" dist=1 # t dist\n",
" \n",
" ax = axarr[0,0]\n",
" accuracy_list = repeated_experiments_with_CI_madmax(population,m,s,each_N,each_n,i,dist,'b', replace=True)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Sampling With Replacement\\nUsing {} and {}'.format(get_dist_label(dist), get_mode_label(i)))\n",
"\n",
" ax = axarr[0,1]\n",
" accuracy_list = repeated_experiments_with_CI_madmax(population,m,s,each_N,each_n,i,dist,'b', replace=False)\n",
" plot_ci_accuracy_2(ax, accuracy_list)\n",
" ax.set_title('Sampling Without Replacement\\nUsing {} and {}'.format(get_dist_label(dist), get_mode_label(i))) \n",
"\n",
" \n",
" accuracy = repeated_experiments_with_CI_madmax(population,m,s,each_N,each_n,i,dist,'f', replace=True)\n",
" acc_list_1.append(accuracy[0])\n",
" \n",
" accuracy = repeated_experiments_with_CI_madmax(population,m,s,each_N,each_n,i,dist,'f', replace=False)\n",
" acc_list_2.append(accuracy[0])\n",
"\n",
"# plotting individual CIs in color\n",
"vmin = 80\n",
"vmax = 100\n",
"vstep = 5\n",
" \n",
"ax = axarr[1,0]\n",
"points = plot_ci_accuracy_3(ax, acc_list_1)\n",
"# points.set_clim(vmin,vmax)\n",
"fig.colorbar(points, ax=ax)#, ticks=list(range(vmin,vmax+vstep,vstep)))\n",
"\n",
"\n",
"ax = axarr[1,1]\n",
"points = plot_ci_accuracy_3(ax, acc_list_2)\n",
"# points.set_clim(vmin,vmax)\n",
"fig.colorbar(points, ax=ax)#, ticks=list(range(vmin,vmax+vstep,vstep)))\n",
"\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
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