{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" group | \n",
" age | \n",
" score | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" CTR | \n",
" 9520 | \n",
" -0.846355 | \n",
"
\n",
" \n",
" 1 | \n",
" PROB | \n",
" 19108 | \n",
" 2.775389 | \n",
"
\n",
" \n",
" 2 | \n",
" CTR | \n",
" 17898 | \n",
" -0.703674 | \n",
"
\n",
" \n",
" 3 | \n",
" PROB | \n",
" 7423 | \n",
" 0.509193 | \n",
"
\n",
" \n",
" 4 | \n",
" PROB | \n",
" 6564 | \n",
" -1.560729 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" group age score\n",
"0 CTR 9520 -0.846355\n",
"1 PROB 19108 2.775389\n",
"2 CTR 17898 -0.703674\n",
"3 PROB 7423 0.509193\n",
"4 PROB 6564 -1.560729"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"n_participants = 1000\n",
"age_min = 3\n",
"age_max = 60\n",
"data = pd.DataFrame(data={'group': np.random.randint(0, 2, n_participants),\n",
" 'age': ((age_min+np.random.rand(n_participants)*(age_max-age_min))*365).astype(int),\n",
" 'score': np.random.randn(n_participants)})\n",
"data.group = data.group.replace({0:'CTR', 1: 'PROB'})\n",
"data.loc[data.group == 'PROB', 'score'] = data.loc[data.group == 'PROB', 'score'] * 1.5\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from PyNM import PyNM"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Description of the PyNM output\n",
"- **data**: dataframe with normative models computed\n",
"- **x**: age bins\n",
"- **xcount**: number of CTR participants (per bin)\n",
"- **z**: estimated centiles (per bin)\n",
"- **zm**: estimated mean (per bin)\n",
"- **zstd**: estimated standard deviation (per bin)\n",
"- **zci**: 95% confidence interval (per bin)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" group | \n",
" age | \n",
" score | \n",
" participants | \n",
" LOESS_nmodel | \n",
" LOESS_rank | \n",
" Centiles_nmodel | \n",
" Centiles_rank | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" CTR | \n",
" 9520 | \n",
" -0.846355 | \n",
" 22.0 | \n",
" -0.791967 | \n",
" 0.0 | \n",
" 21 | \n",
" -1.0 | \n",
"
\n",
" \n",
" 1 | \n",
" PROB | \n",
" 19108 | \n",
" 2.775389 | \n",
" 24.0 | \n",
" 2.886975 | \n",
" 2.0 | \n",
" 100 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 2 | \n",
" CTR | \n",
" 17898 | \n",
" -0.703674 | \n",
" 25.0 | \n",
" -1.051082 | \n",
" -1.0 | \n",
" 15 | \n",
" -1.0 | \n",
"
\n",
" \n",
" 3 | \n",
" PROB | \n",
" 7423 | \n",
" 0.509193 | \n",
" 29.0 | \n",
" 0.264334 | \n",
" 0.0 | \n",
" 67 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 4 | \n",
" PROB | \n",
" 6564 | \n",
" -1.560729 | \n",
" 28.0 | \n",
" -1.989594 | \n",
" -1.0 | \n",
" 0 | \n",
" -2.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" group age score participants LOESS_nmodel LOESS_rank \\\n",
"0 CTR 9520 -0.846355 22.0 -0.791967 0.0 \n",
"1 PROB 19108 2.775389 24.0 2.886975 2.0 \n",
"2 CTR 17898 -0.703674 25.0 -1.051082 -1.0 \n",
"3 PROB 7423 0.509193 29.0 0.264334 0.0 \n",
"4 PROB 6564 -1.560729 28.0 -1.989594 -1.0 \n",
"\n",
" Centiles_nmodel Centiles_rank \n",
"0 21 -1.0 \n",
"1 100 2.0 \n",
"2 15 -1.0 \n",
"3 67 0.0 \n",
"4 0 -2.0 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data, x, xcount, z, zm, zstd, zci = PyNM(data)\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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