"
],
"text/plain": [
" index ID undefined_genus_of_Enterobacteriaceae Blautia Barnesiella \\\n",
"0 0 1.0 5.25900 -1.536500 -3.157200 \n",
"1 1 1.0 NaN NaN NaN \n",
"2 2 1.0 -0.73919 5.195600 -0.264510 \n",
"3 3 1.0 2.50860 -0.424610 2.907600 \n",
"4 4 1.0 -2.47510 6.226000 -1.014700 \n",
"5 5 1.0 -0.58042 0.082481 -0.217980 \n",
"6 6 1.0 -0.52380 -3.085500 -1.861500 \n",
"7 7 1.0 0.59652 -0.038938 0.058401 \n",
"8 8 1.0 NaN NaN NaN \n",
"9 9 1.0 0.07182 0.134260 0.149210 \n",
"10 10 1.0 NaN NaN NaN \n",
"11 11 1.0 NaN NaN NaN \n",
"12 12 1.0 -1.29670 -0.889530 -0.822160 \n",
"13 13 1.0 NaN NaN NaN \n",
"14 14 1.0 NaN NaN NaN \n",
"\n",
" undefined_genus_of_unclassified_Mollicutes \\\n",
"0 -0.72794 \n",
"1 NaN \n",
"2 0.42863 \n",
"3 2.17330 \n",
"4 -1.01470 \n",
"5 -0.21801 \n",
"6 2.85240 \n",
"7 0.81097 \n",
"8 NaN \n",
"9 0.21998 \n",
"10 NaN \n",
"11 NaN \n",
"12 -0.61591 \n",
"13 NaN \n",
"14 NaN \n",
"\n",
" undefined_genus_of_Lachnospiraceae Akkermansia Clostridium_difficile \\\n",
"0 -3.778700 -2.561400 0.0 \n",
"1 NaN NaN NaN \n",
"2 -0.264520 5.569500 0.0 \n",
"3 2.907600 -1.697600 0.0 \n",
"4 -1.014700 3.979200 0.0 \n",
"5 -0.218000 -0.484480 0.0 \n",
"6 -1.861500 -0.092136 0.0 \n",
"7 0.058389 -3.804400 0.0 \n",
"8 NaN NaN NaN \n",
"9 0.149210 0.149210 0.0 \n",
"10 NaN NaN NaN \n",
"11 NaN NaN NaN \n",
"12 -0.822140 -0.822150 0.0 \n",
"13 NaN NaN NaN \n",
"14 NaN NaN NaN \n",
"\n",
" unclassified_Lachnospiraceae Coprobacillus Enterococcus Other \n",
"0 -3.033100 0.280350 2.07960 -1.65810 \n",
"1 NaN NaN NaN NaN \n",
"2 -0.264720 1.967400 -0.82412 -0.44685 \n",
"3 2.907600 6.399700 4.98700 5.10480 \n",
"4 -1.014700 -6.452700 -2.17780 -1.54420 \n",
"5 -0.217620 -0.504010 -2.52060 -1.99110 \n",
"6 -1.862000 -1.861500 1.02880 -1.57390 \n",
"7 0.058219 0.058405 -1.04020 0.69655 \n",
"8 NaN NaN NaN NaN \n",
"9 0.149330 0.149210 -0.53718 -0.18033 \n",
"10 NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN \n",
"12 -0.822110 -0.822150 -0.48064 -0.40463 \n",
"13 NaN NaN NaN NaN \n",
"14 NaN NaN NaN NaN "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Process each sample DataFrame to include all time points from 0 to max with NaN for missing rows\n",
"for sample_id in sample_dfs:\n",
" # Get the maximum time point for the current sample\n",
" max_time = sample_dfs[sample_id]['time'].max()\n",
"\n",
" # Create a new index that includes all time points from 0 to max_time\n",
" full_time_index = pd.RangeIndex(start=0, stop=max_time + 1, step=1)\n",
"\n",
" # Reindex the DataFrame using the new full time index\n",
" sample_dfs[sample_id] = sample_dfs[sample_id].set_index(\n",
" 'time').reindex(full_time_index).reset_index()\n",
" # Fill in the sample ID for new rows which will be NaN after reindexing\n",
" sample_dfs[sample_id]['ID'].fillna(sample_id, inplace=True)\n",
"\n",
"# Display the adjusted DataFrame for sample ID 1 to verify the changes\n",
"# Display the first 15 rows to see the complete range including NaNs\n",
"sample_dfs[1].head(15)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
index
\n",
"
ID
\n",
"
undefined_genus_of_Enterobacteriaceae
\n",
"
Blautia
\n",
"
Barnesiella
\n",
"
undefined_genus_of_unclassified_Mollicutes
\n",
"
undefined_genus_of_Lachnospiraceae
\n",
"
Akkermansia
\n",
"
Clostridium_difficile
\n",
"
unclassified_Lachnospiraceae
\n",
"
Coprobacillus
\n",
"
Enterococcus
\n",
"
Other
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
0
\n",
"
1.0
\n",
"
5.25900
\n",
"
-1.536500
\n",
"
-3.157200
\n",
"
-0.72794
\n",
"
-3.778700
\n",
"
-2.561400
\n",
"
0.0
\n",
"
-3.033100
\n",
"
0.280350
\n",
"
2.07960
\n",
"
-1.65810
\n",
"
\n",
"
\n",
"
1
\n",
"
1
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2
\n",
"
2
\n",
"
1.0
\n",
"
-0.73919
\n",
"
5.195600
\n",
"
-0.264510
\n",
"
0.42863
\n",
"
-0.264520
\n",
"
5.569500
\n",
"
0.0
\n",
"
-0.264720
\n",
"
1.967400
\n",
"
-0.82412
\n",
"
-0.44685
\n",
"
\n",
"
\n",
"
3
\n",
"
3
\n",
"
1.0
\n",
"
2.50860
\n",
"
-0.424610
\n",
"
2.907600
\n",
"
2.17330
\n",
"
2.907600
\n",
"
-1.697600
\n",
"
0.0
\n",
"
2.907600
\n",
"
6.399700
\n",
"
4.98700
\n",
"
5.10480
\n",
"
\n",
"
\n",
"
4
\n",
"
4
\n",
"
1.0
\n",
"
-2.47510
\n",
"
6.226000
\n",
"
-1.014700
\n",
"
-1.01470
\n",
"
-1.014700
\n",
"
3.979200
\n",
"
0.0
\n",
"
-1.014700
\n",
"
-6.452700
\n",
"
-2.17780
\n",
"
-1.54420
\n",
"
\n",
"
\n",
"
5
\n",
"
5
\n",
"
1.0
\n",
"
-0.58042
\n",
"
0.082481
\n",
"
-0.217980
\n",
"
-0.21801
\n",
"
-0.218000
\n",
"
-0.484480
\n",
"
0.0
\n",
"
-0.217620
\n",
"
-0.504010
\n",
"
-2.52060
\n",
"
-1.99110
\n",
"
\n",
"
\n",
"
6
\n",
"
6
\n",
"
1.0
\n",
"
-0.52380
\n",
"
-3.085500
\n",
"
-1.861500
\n",
"
2.85240
\n",
"
-1.861500
\n",
"
-0.092136
\n",
"
0.0
\n",
"
-1.862000
\n",
"
-1.861500
\n",
"
1.02880
\n",
"
-1.57390
\n",
"
\n",
"
\n",
"
7
\n",
"
7
\n",
"
1.0
\n",
"
0.59652
\n",
"
-0.038938
\n",
"
0.058401
\n",
"
0.81097
\n",
"
0.058389
\n",
"
-3.804400
\n",
"
0.0
\n",
"
0.058219
\n",
"
0.058405
\n",
"
-1.04020
\n",
"
0.69655
\n",
"
\n",
"
\n",
"
8
\n",
"
8
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
9
\n",
"
9
\n",
"
1.0
\n",
"
0.07182
\n",
"
0.134260
\n",
"
0.149210
\n",
"
0.21998
\n",
"
0.149210
\n",
"
0.149210
\n",
"
0.0
\n",
"
0.149330
\n",
"
0.149210
\n",
"
-0.53718
\n",
"
-0.18033
\n",
"
\n",
"
\n",
"
10
\n",
"
10
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
11
\n",
"
11
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
12
\n",
"
12
\n",
"
1.0
\n",
"
-1.29670
\n",
"
-0.889530
\n",
"
-0.822160
\n",
"
-0.61591
\n",
"
-0.822140
\n",
"
-0.822150
\n",
"
0.0
\n",
"
-0.822110
\n",
"
-0.822150
\n",
"
-0.48064
\n",
"
-0.40463
\n",
"
\n",
"
\n",
"
13
\n",
"
13
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
14
\n",
"
14
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
15
\n",
"
15
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
16
\n",
"
16
\n",
"
1.0
\n",
"
0.21910
\n",
"
0.179860
\n",
"
0.120090
\n",
"
0.11893
\n",
"
0.120090
\n",
"
0.120090
\n",
"
0.0
\n",
"
0.120130
\n",
"
0.120090
\n",
"
0.12009
\n",
"
0.13895
\n",
"
\n",
"
\n",
"
17
\n",
"
17
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
18
\n",
"
18
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
19
\n",
"
19
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
20
\n",
"
20
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
21
\n",
"
21
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
22
\n",
"
22
\n",
"
1.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
23
\n",
"
23
\n",
"
1.0
\n",
"
-0.34909
\n",
"
-0.130320
\n",
"
-0.160040
\n",
"
-0.13692
\n",
"
-0.160050
\n",
"
-0.160040
\n",
"
0.0
\n",
"
-0.160100
\n",
"
-0.160040
\n",
"
-0.00309
\n",
"
-0.18936
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" index ID undefined_genus_of_Enterobacteriaceae Blautia Barnesiella \\\n",
"0 0 1.0 5.25900 -1.536500 -3.157200 \n",
"1 1 1.0 NaN NaN NaN \n",
"2 2 1.0 -0.73919 5.195600 -0.264510 \n",
"3 3 1.0 2.50860 -0.424610 2.907600 \n",
"4 4 1.0 -2.47510 6.226000 -1.014700 \n",
"5 5 1.0 -0.58042 0.082481 -0.217980 \n",
"6 6 1.0 -0.52380 -3.085500 -1.861500 \n",
"7 7 1.0 0.59652 -0.038938 0.058401 \n",
"8 8 1.0 NaN NaN NaN \n",
"9 9 1.0 0.07182 0.134260 0.149210 \n",
"10 10 1.0 NaN NaN NaN \n",
"11 11 1.0 NaN NaN NaN \n",
"12 12 1.0 -1.29670 -0.889530 -0.822160 \n",
"13 13 1.0 NaN NaN NaN \n",
"14 14 1.0 NaN NaN NaN \n",
"15 15 1.0 NaN NaN NaN \n",
"16 16 1.0 0.21910 0.179860 0.120090 \n",
"17 17 1.0 NaN NaN NaN \n",
"18 18 1.0 NaN NaN NaN \n",
"19 19 1.0 NaN NaN NaN \n",
"20 20 1.0 NaN NaN NaN \n",
"21 21 1.0 NaN NaN NaN \n",
"22 22 1.0 NaN NaN NaN \n",
"23 23 1.0 -0.34909 -0.130320 -0.160040 \n",
"\n",
" undefined_genus_of_unclassified_Mollicutes \\\n",
"0 -0.72794 \n",
"1 NaN \n",
"2 0.42863 \n",
"3 2.17330 \n",
"4 -1.01470 \n",
"5 -0.21801 \n",
"6 2.85240 \n",
"7 0.81097 \n",
"8 NaN \n",
"9 0.21998 \n",
"10 NaN \n",
"11 NaN \n",
"12 -0.61591 \n",
"13 NaN \n",
"14 NaN \n",
"15 NaN \n",
"16 0.11893 \n",
"17 NaN \n",
"18 NaN \n",
"19 NaN \n",
"20 NaN \n",
"21 NaN \n",
"22 NaN \n",
"23 -0.13692 \n",
"\n",
" undefined_genus_of_Lachnospiraceae Akkermansia Clostridium_difficile \\\n",
"0 -3.778700 -2.561400 0.0 \n",
"1 NaN NaN NaN \n",
"2 -0.264520 5.569500 0.0 \n",
"3 2.907600 -1.697600 0.0 \n",
"4 -1.014700 3.979200 0.0 \n",
"5 -0.218000 -0.484480 0.0 \n",
"6 -1.861500 -0.092136 0.0 \n",
"7 0.058389 -3.804400 0.0 \n",
"8 NaN NaN NaN \n",
"9 0.149210 0.149210 0.0 \n",
"10 NaN NaN NaN \n",
"11 NaN NaN NaN \n",
"12 -0.822140 -0.822150 0.0 \n",
"13 NaN NaN NaN \n",
"14 NaN NaN NaN \n",
"15 NaN NaN NaN \n",
"16 0.120090 0.120090 0.0 \n",
"17 NaN NaN NaN \n",
"18 NaN NaN NaN \n",
"19 NaN NaN NaN \n",
"20 NaN NaN NaN \n",
"21 NaN NaN NaN \n",
"22 NaN NaN NaN \n",
"23 -0.160050 -0.160040 0.0 \n",
"\n",
" unclassified_Lachnospiraceae Coprobacillus Enterococcus Other \n",
"0 -3.033100 0.280350 2.07960 -1.65810 \n",
"1 NaN NaN NaN NaN \n",
"2 -0.264720 1.967400 -0.82412 -0.44685 \n",
"3 2.907600 6.399700 4.98700 5.10480 \n",
"4 -1.014700 -6.452700 -2.17780 -1.54420 \n",
"5 -0.217620 -0.504010 -2.52060 -1.99110 \n",
"6 -1.862000 -1.861500 1.02880 -1.57390 \n",
"7 0.058219 0.058405 -1.04020 0.69655 \n",
"8 NaN NaN NaN NaN \n",
"9 0.149330 0.149210 -0.53718 -0.18033 \n",
"10 NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN \n",
"12 -0.822110 -0.822150 -0.48064 -0.40463 \n",
"13 NaN NaN NaN NaN \n",
"14 NaN NaN NaN NaN \n",
"15 NaN NaN NaN NaN \n",
"16 0.120130 0.120090 0.12009 0.13895 \n",
"17 NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN \n",
"21 NaN NaN NaN NaN \n",
"22 NaN NaN NaN NaN \n",
"23 -0.160100 -0.160040 -0.00309 -0.18936 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = sample_dfs[1]\n",
"\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 False\n",
"1 True\n",
"2 False\n",
"3 False\n",
"4 False\n",
"5 False\n",
"6 False\n",
"7 False\n",
"8 True\n",
"9 False\n",
"10 True\n",
"11 True\n",
"12 False\n",
"13 True\n",
"14 True\n",
"15 True\n",
"16 False\n",
"17 True\n",
"18 True\n",
"19 True\n",
"20 True\n",
"21 True\n",
"22 True\n",
"23 False\n",
"Name: Blautia, dtype: bool"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Blautia'].isnull()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: GPR\n",
"Best kernel: \n",
"BIC: -43.268296620070025\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data['index'] = data['index'].astype(float)\n",
"new_dataset = GPImputer().impute_missing_values(\n",
" data, ['index'], ['Blautia'], 'Blautia')\n",
"# This is the last version of the imputed data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: GPR\n",
"Best kernel: \n",
"BIC: -45.666191640980635\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"new_dataset2 = GPImputer().impute_missing_values(\n",
" data, ['index'], ['Blautia'], 'Blautia', kernel='RBF')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: GPR\n",
"Best kernel: \n",
"BIC: -45.66619187189501\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"new_dataset3 = GPImputer().impute_missing_values(\n",
" data, ['index'], ['Blautia'], 'Blautia', kernel='M32')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: GPR\n",
"Best kernel: \n",
"BIC: -45.666191854136706\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"new_dataset3 = GPImputer().impute_missing_values(\n",
" data, ['index'], ['Blautia'], 'Blautia', kernel='M52')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['index', 'ID', 'undefined_genus_of_Enterobacteriaceae', 'Blautia',\n",
" 'Barnesiella', 'undefined_genus_of_unclassified_Mollicutes',\n",
" 'undefined_genus_of_Lachnospiraceae', 'Akkermansia',\n",
" 'Clostridium_difficile', 'unclassified_Lachnospiraceae',\n",
" 'Coprobacillus', 'Enterococcus', 'Other'],\n",
" dtype='object')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: VGP\n",
"Best kernel: \n",
"BIC: 7642.923909330112\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"new_dataset3 = GPImputer().impute_missing_values(\n",
" data, ['index'], ['Blautia', 'Barnesiella', 'Akkermansia'], 'Blautia')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "MIMIC",
"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": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}