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@christianp
Last active May 8, 2016 17:46
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"% matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib\n",
"matplotlib.pyplot.style.use('seaborn-colorblind')\n",
"font = {'family' : 'Lato',\n",
" 'weight' : 'normal',\n",
" 'size' : 16}\n",
"\n",
"matplotlib.rc('font', **font)\n",
"#matplotlib.rc('axes',grid=True,xmargin=0)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# load data\n",
"data = pd.read_csv('dump-2016-05-06.tsv',sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"342483 games\n"
]
}
],
"source": [
"print('{} games'.format(len(data)))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"13509 (3.9%) non-normal games\n"
]
}
],
"source": [
"# filter only games with normal settings\n",
"normal = (data['max']==0) & (data['time_allowed']==60.0)\n",
"print('{} ({:.1%}) non-normal games'.format(len(data)-len(data[normal]),1-len(data[normal])/len(data)))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# compute the score for each game\n",
"# for reasons known only to myself, I didn't record this explicitly\n",
"def score(sequence):\n",
" return 0 if pd.isnull(sequence) else sequence.count(',')+1\n",
"\n",
"data['score'] = data['sequence'].apply(score)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"\"\\ncolumn_names = {\\n 'date': 'Date',\\n 'time_taken': 'Time taken',\\n 'sequence': 'Numbers correctly sorted',\\n 'end': 'Final number',\\n 'end_reason': 'Reason for ending',\\n 'difficulty': 'Difficulty level',\\n 'max': 'Max. number setting',\\n 'time_allowed': 'Time allowed',\\n 'score': 'Score'\\n}\\ndata.columns = [column_names.get(x,x) for x in data.columns]\\n\""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\"\"\n",
"column_names = {\n",
" 'date': 'Date',\n",
" 'time_taken': 'Time taken',\n",
" 'sequence': 'Numbers correctly sorted',\n",
" 'end': 'Final number',\n",
" 'end_reason': 'Reason for ending',\n",
" 'difficulty': 'Difficulty level',\n",
" 'max': 'Max. number setting',\n",
" 'time_allowed': 'Time allowed',\n",
" 'score': 'Score'\n",
"}\n",
"data.columns = [column_names.get(x,x) for x in data.columns]\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'CMU Bright'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.font_manager\n",
"font = matplotlib.font_manager.FontProperties(fname='/home/christian/.fonts/cmunbmr.otf')\n",
"font.get_name()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9f85f82cf8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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piwIAgPbShgOwyXbv3J3xk8dzbO5YW9qZtEUBAMDmUFnSYSpLYHAsrvxIkssPXJ6rv3B1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XWZL2z6AqvuVcRhYmIjY7k5epMTLScIEAVgnjVzXHecUx2n+FX9rzDNmHC73dgWbYzPjPuSeOS+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\nPSZLJEmSJEmSev4HTNJjPBsAcFEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9f85f823c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# score against time taken\n",
"# there's some crazy data in, so chop off scores over 1000 and times over 60\n",
"data[(data['time_taken']<61) & (data['score']<1000)].plot(kind='scatter',x='time_taken',y='score',\n",
" color='DarkGreen',figsize=(18,12),fontsize=25,alpha=0.5,s=3,lw=0,xlim=(-2,65),ylim=(0,1000))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are some clear lines that can only be tool-assisted games! There's a load of noise at time=60 which I think must be more cheaters.\n",
"\n",
"The fact the lines are filled up means that most runs end by getting a question wrong instead of running out of time. Who's this bad at cheating? \n",
"\n",
"*To investigate*: what does the distribution of scores of a strategy that picks at random look like?\n",
"\n",
"Anyway, it looks like no humans get over 100, so let's restrict the plot."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9f85613f98>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Xy/imiX9vJP620XrTCIthbXUN3rHC5l49bbjM57THaubvHnERs1m2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/R5fhirfOCqeOis6nBVcW7to+2oKKlAha0Cp66cwkPND8Geb9cdTptIJHBi6AR8UR9i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KMj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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9f827f29b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scores < 100 against time taken\n",
"data[(data['time_taken']<61) & (data['score']<100)].plot(kind='scatter',x='time_taken',y='score',\n",
" color='DarkGreen',figsize=(18,12),fontsize=25,alpha=0.3,s=3,lw=0,xlim=(-2,65),ylim=(0,100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'd expect to see a thick line at `time=60`, because that's a hard limit.\n",
"\n",
"However, there's a big thick line at `score=26`. How odd! One explanation could be that that's when people get a mental block, but you'd expect to see higher frequency at nearby scores too if that was the case. I have to conclude someone did this deliberately. If that was you - _why?_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's look at most common score"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"0 97736\n",
"1 53974\n",
"2 33251\n",
"3 22875\n",
"4 16047\n",
"5 13445\n",
"6 10943\n",
"7 9294\n",
"8 8066\n",
"9 6651\n",
"12 6021\n",
"10 5621\n",
"11 4890\n",
"26 4312\n",
"13 3722\n",
"14 3186\n",
"15 2823\n",
"16 2570\n",
"17 2429\n",
"275 2338\n",
"18 2178\n",
"20 1975\n",
"19 1926\n",
"21 1886\n",
"22 1709\n",
"23 1550\n",
"24 1432\n",
"25 1344\n",
"27 1175\n",
"28 1086\n",
"29 1072\n",
"30 979\n",
"31 898\n",
"250 888\n",
"33 800\n",
"32 793\n",
"34 650\n",
"35 650\n",
"36 601\n",
"37 519\n",
"38 480\n",
"40 436\n",
"39 426\n",
"41 382\n",
"2259 366\n",
"318 357\n",
"2263 318\n",
"42 315\n",
"43 303\n",
"44 287\n",
"Name: score, dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['score'].value_counts()[:50]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most common cheat score: 275\n",
"\n",
"26 is weirdly common.\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"composite 189970\n",
"prime 133022\n",
"time 19480\n",
"Cause you\\\\ 2\n",
"Name: end_reason, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['end_reason'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Whoever tried and failed to send me a message through the end_reason field: maybe try email?\n",
"\n",
"People are more likely to fail on a composite than on a prime. But there are more composites than primes, so you'd expect that. We need to correct for this - find $\\Pr(\\text{fail} \\mid \\text{shown a composite})$ and $\\Pr(\\text{fail} \\mid \\text{shown a prime})$"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1356128, 1560227)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def try_n(x):\n",
" try:\n",
" return int(x)\n",
" except ValueError:\n",
" return None\n",
"def numbers(s):\n",
" return [try_n(x) for x in s.split(',')] if type(s) is str else []\n",
"data['sequence_numbers'] = data['sequence'].apply(numbers)\n",
"primes = set([2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181, 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251, 257, 263, 269, 271, 277, 281, 283, 293, 307, 311, 313, 317, 331, 337, 347, 349, 353, 359, 367, 373, 379, 383, 389, 397, 401, 409, 419, 421, 431, 433, 439, 443, 449, 457, 461, 463, 467, 479, 487, 491, 499, 503, 509, 521, 523, 541, 547, 557, 563, 569, 571, 577, 587, 593, 599, 601, 607, 613, 617, 619, 631, 641, 643, 647, 653, 659, 661, 673, 677, 683, 691, 701, 709, 719, 727, 733, 739, 743, 751, 757, 761, 769, 773, 787, 797, 809, 811, 821, 823, 827, 829, 839, 853, 857, 859, 863, 877, 881, 883, 887, 907, 911, 919, 929, 937, 941, 947, 953, 967, 971, 977, 983, 991, 997])\n",
"passed_composite = 0\n",
"passed_prime = 0\n",
"for ns in data['sequence_numbers']:\n",
" for n in ns:\n",
" if n is not None and n<1000:\n",
" if n in primes:\n",
" passed_prime += 1\n",
" else:\n",
" passed_composite += 1\n",
"passed_prime,passed_composite "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(140815, 194987)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"failed_composite = 0\n",
"failed_prime = 0\n",
"for n in data['end']:\n",
" if n<1000:\n",
" if n in primes:\n",
" failed_prime += 1\n",
" else:\n",
" failed_composite += 1\n",
" \n",
"failed_prime,failed_composite"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"P(fail|prime) = 10.4%\n",
"P(fail|composite) = 12.5%\n"
]
}
],
"source": [
"print('P(fail|prime) = {:.1%}\\nP(fail|composite) = {:.1%}'.format(failed_prime/passed_prime,failed_composite/passed_composite))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So people were slightly more likely to fail when shown a composite: false positives were slightly more common than false negatives."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from math import floor\n",
"data['seconds_taken'] = data['time_taken'].apply(floor)\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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DJEmSJEkqjMGDJEmSJEkqjMGDJEmSJEkqjMGDJEmSJEkqjMGDJEmSJEkqjMGD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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9f667b8eb8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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NZwBnpJTOKYpnRcRk4I6I2DmldEPd3c4GrkopnVjcfjAi9gRmAQcD5xflk4C7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9f667bc1d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_counts(df,key,top=100):\n",
" pd.DataFrame(\n",
" df[(df[key]>=0) & (df[key]<top)][key].value_counts(normalize=True,sort=False)\n",
" ).plot(kind='bar',figsize=(18,6))\n",
"\n",
"plot_counts(data,'seconds_taken',top=61)\n",
"plot_counts(data,'score',top=40)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time taken for score=26\n"
]
},
{
"data": {
"text/plain": [
"28 162\n",
"29 155\n",
"27 153\n",
"26 149\n",
"30 143\n",
"24 136\n",
"23 135\n",
"22 128\n",
"25 125\n",
"21 122\n",
"19 121\n",
"20 121\n",
"17 118\n",
"18 116\n",
"16 113\n",
"15 109\n",
"14 102\n",
"5 101\n",
"6 101\n",
"9 100\n",
"Name: seconds_taken, dtype: int64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"Time taken for score=26\")\n",
"data[data['score']==26]['seconds_taken'].value_counts()[:20]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most common numbers to end on"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"51 0.059682\n",
"57 0.056461\n",
"39 0.042011\n",
"1 0.035564\n",
"67 0.029689\n",
"59 0.026953\n",
"87 0.026366\n",
"5 0.025668\n",
"63 0.025125\n",
"33 0.025029\n",
"91 0.024098\n",
"79 0.021925\n",
"49 0.021797\n",
"61 0.020827\n",
"27 0.020474\n",
"71 0.020156\n",
"47 0.019213\n",
"9 0.019163\n",
"81 0.019145\n",
"69 0.018994\n",
"Name: end, dtype: float64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['end'].value_counts(normalize=True)[:20]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1000 2016-03-09 07:11:20\n",
"10000 2016-03-09 10:10:33\n",
"100000 2016-03-10 10:53:55\n",
"200000 2016-03-18 04:47:20\n",
"250000 2016-03-24 14:29:55\n"
]
}
],
"source": [
"data.sort_values(by='date',ascending=True)\n",
"for t in [1000,10000,100000,200000,250000]:\n",
" print(t,data['date'][t])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from datetime import datetime\n",
"def just_day(date):\n",
" datetime.strptime(date,'%Y-%m-%d %H:%M:%S').date() \n",
"data['day'] = data['date'].apply(just_day)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"50.0%:\t4.0\n",
"25.0%:\t11.0\n",
"10.0%:\t26.0\n",
"5.0%:\t36.0\n",
"2.5%:\t69.0\n",
"0.1%:\t2263.0\n"
]
}
],
"source": [
"# score percentiles\n",
"by_score = data[data['score']>0].sort_values(by='score',ascending=True)\n",
"for p in [0.5,0.25,0.1,0.05,0.025,0.001]:\n",
" print('{:.1%}:\\t{}'.format(p,by_score.quantile(1-p)['score']))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"t = 0\n",
"def try_int(s):\n",
" try:\n",
" return int(s)\n",
" except ValueError:\n",
" return None\n",
"def parse_sequence(x):\n",
" if x is None:\n",
" return []\n",
" elif type(x) is str:\n",
" return [try_int(x) for x in x.split(',')]\n",
" else:\n",
" return [x]\n",
"data['parsed_sequence']=data['sequence'].apply(parse_sequence)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"51:\t39.5%\n",
"57:\t34.6%\n",
"39:\t24.9%\n",
"1:\t23.8%\n",
"87:\t30.3%\n",
"59:\t17.8%\n",
"5:\t16.9%\n",
"63:\t16.3%\n",
"33:\t15.6%\n",
"91:\t29.3%\n"
]
}
],
"source": [
"def count_number(n):\n",
" num_end = len(data[data['end']==n])\n",
" num_pass = len([x for x in data['parsed_sequence'] if n in x])\n",
" return num_end/(num_end+num_pass)\n",
"\n",
"for n in [51,57,39,1,87,59,5,63,33,91]:\n",
" print('{}:\\t{:.1%}'.format(n,count_number(n)))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds = sorted([(n,count_number(n)) for n in range(1,200,2)],key=lambda x:x[1])\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fails = pd.DataFrame({'n':[x[0] for x in ds],'prob_fail':[x[1] for x in ds]})"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7beeb85d68>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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J0jgZdDiXJEmStEGGc42kVqvFkSNHaLVaTTdFkiSpZ4ZzjZyDB29kamoHe/deytTUDg4e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\nAa+iiRdxVv24AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7beeb85860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fails.plot(kind='scatter',x='n',y='prob_fail',figsize=(12,6),xlim=(0,200),ylim=(0,0.5))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>n</th>\n",
" <th>prob_fail</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>1</td>\n",
" <td>0.238174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>39</td>\n",
" <td>0.249151</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>51</td>\n",
" <td>0.395365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>57</td>\n",
" <td>0.345921</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>87</td>\n",
" <td>0.303448</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>91</td>\n",
" <td>0.293377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>111</td>\n",
" <td>0.101598</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>117</td>\n",
" <td>0.120395</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>119</td>\n",
" <td>0.239175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>129</td>\n",
" <td>0.102379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>133</td>\n",
" <td>0.174837</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>143</td>\n",
" <td>0.106625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>161</td>\n",
" <td>0.111878</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" n prob_fail\n",
"93 1 0.238174\n",
"95 39 0.249151\n",
"99 51 0.395365\n",
"98 57 0.345921\n",
"97 87 0.303448\n",
"96 91 0.293377\n",
"61 111 0.101598\n",
"72 117 0.120395\n",
"94 119 0.239175\n",
"64 129 0.102379\n",
"90 133 0.174837\n",
"66 143 0.106625\n",
"70 161 0.111878"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fails[(fails['prob_fail']>0.2) | ((fails['prob_fail']>0.1) & (fails['n']>100))].sort_values(by='n')"
]
}
],
"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": "3.5.1+"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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