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@neon-ninja
neon-ninja committed Oct 20, 2024
1 parent 5324680 commit db2df56
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Showing 2 changed files with 93 additions and 92 deletions.
176 changes: 88 additions & 88 deletions linear_models.ipynb
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Original file line number Diff line number Diff line change
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Expand All @@ -24,7 +24,7 @@
},
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Expand All @@ -124,7 +124,7 @@
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Expand All @@ -143,7 +143,7 @@
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Expand All @@ -162,7 +162,7 @@
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Expand All @@ -181,7 +181,7 @@
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Expand Down Expand Up @@ -216,14 +216,14 @@
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Expand All @@ -235,14 +235,14 @@
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Expand All @@ -254,14 +254,14 @@
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Expand All @@ -273,14 +273,14 @@
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Expand All @@ -292,14 +292,14 @@
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Expand All @@ -322,33 +322,33 @@
"nzd0562-0017 nzd0562 NaN NaN NaN 0.100 \n",
"nzd0562-0018 nzd0562 NaN NaN NaN 0.100 \n",
"\n",
" cil ciu trend n_points n_points_nonan \\\n",
"id \n",
"aus0001-0000 0.0545 0.2000 -1.456305 654.0 342.0 \n",
"aus0001-0001 0.0387 0.0640 -0.833581 654.0 473.0 \n",
"aus0001-0002 0.0428 0.0647 -0.282209 654.0 491.0 \n",
"aus0001-0003 0.0480 0.0659 0.089340 654.0 502.0 \n",
"aus0001-0004 0.0614 0.0922 0.361437 654.0 508.0 \n",
"... ... ... ... ... ... \n",
"nzd0562-0014 NaN NaN 0.310474 574.0 440.0 \n",
"nzd0562-0015 NaN NaN 0.172373 574.0 443.0 \n",
"nzd0562-0016 NaN NaN 0.140634 574.0 433.0 \n",
"nzd0562-0017 NaN NaN 0.000662 574.0 396.0 \n",
"nzd0562-0018 NaN NaN 0.388296 574.0 342.0 \n",
" cil ciu trend n_points n_points_nonan r2_score \\\n",
"id \n",
"aus0001-0000 0.0545 0.2000 -1.456305 654.0 342.0 0.131951 \n",
"aus0001-0001 0.0387 0.0640 -0.833581 654.0 473.0 0.052783 \n",
"aus0001-0002 0.0428 0.0647 -0.282209 654.0 491.0 0.008220 \n",
"aus0001-0003 0.0480 0.0659 0.089340 654.0 502.0 0.000987 \n",
"aus0001-0004 0.0614 0.0922 0.361437 654.0 508.0 0.017461 \n",
"... ... ... ... ... ... ... \n",
"nzd0562-0014 NaN NaN 0.329676 563.0 378.0 0.121339 \n",
"nzd0562-0015 NaN NaN 0.141327 563.0 379.0 0.020290 \n",
"nzd0562-0016 NaN NaN 0.122976 563.0 365.0 0.016935 \n",
"nzd0562-0017 NaN NaN -0.009532 563.0 304.0 0.000088 \n",
"nzd0562-0018 NaN NaN 0.374164 563.0 254.0 0.154398 \n",
"\n",
" r2_score mae mse rmse intercept \\\n",
"id \n",
"aus0001-0000 1.319509e-01 28.721214 1321.059410 36.346381 179.407277 \n",
"aus0001-0001 5.278339e-02 26.029482 1092.336862 33.050520 210.629160 \n",
"aus0001-0002 8.219948e-03 22.896464 838.997233 28.965449 200.166307 \n",
"aus0001-0003 9.870814e-04 20.770475 691.179232 26.290288 185.295473 \n",
"aus0001-0004 1.746081e-02 19.528839 637.676213 25.252252 169.027861 \n",
"... ... ... ... ... ... \n",
"nzd0562-0014 6.686816e-02 6.428025 71.229944 8.439783 193.207838 \n",
"nzd0562-0015 2.047066e-02 6.706181 75.508269 8.689549 196.152667 \n",
"nzd0562-0016 1.515142e-02 6.398874 68.141076 8.254761 205.004068 \n",
"nzd0562-0017 2.369438e-07 7.562977 99.845830 9.992289 209.813358 \n",
"nzd0562-0018 6.707657e-02 7.614366 113.645907 10.660483 207.514099 \n",
" mae mse rmse intercept \\\n",
"id \n",
"aus0001-0000 28.721214 1321.059410 36.346381 179.407277 \n",
"aus0001-0001 26.029482 1092.336862 33.050520 210.629160 \n",
"aus0001-0002 22.896464 838.997233 28.965449 200.166307 \n",
"aus0001-0003 20.770475 691.179232 26.290288 185.295473 \n",
"aus0001-0004 19.528839 637.676213 25.252252 169.027861 \n",
"... ... ... ... ... \n",
"nzd0562-0014 5.233794 42.937227 6.552650 193.767109 \n",
"nzd0562-0015 5.767879 52.324543 7.233571 196.718923 \n",
"nzd0562-0016 5.432769 46.516572 6.820306 204.997952 \n",
"nzd0562-0017 5.790694 53.622103 7.322711 209.992630 \n",
"nzd0562-0018 5.020943 40.384249 6.354860 206.709375 \n",
"\n",
" geometry \n",
"id \n",
Expand All @@ -367,7 +367,7 @@
"[127426 rows x 16 columns]"
]
},
"execution_count": 16,
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -381,7 +381,7 @@
},
{
"cell_type": "code",
"execution_count": 17,
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2024-10-15T22:30:14.487859Z",
Expand All @@ -408,7 +408,7 @@
"Length: 2509, dtype: object"
]
},
"execution_count": 17,
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -421,7 +421,7 @@
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2024-10-15T22:30:14.557510Z",
Expand All @@ -448,7 +448,7 @@
"Length: 561, dtype: object"
]
},
"execution_count": 18,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -460,7 +460,7 @@
},
{
"cell_type": "code",
"execution_count": 19,
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2024-10-15T22:30:14.573848Z",
Expand All @@ -487,7 +487,7 @@
"Length: 3070, dtype: object"
]
},
"execution_count": 19,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -499,7 +499,7 @@
},
{
"cell_type": "code",
"execution_count": 20,
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2024-10-15T22:30:14.585020Z",
Expand All @@ -513,14 +513,14 @@
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_3093595/2761047807.py:30: TqdmWarning: Iterable length 3070 > 1000 but `chunksize` is not set. This may seriously degrade multiprocess performance. Set `chunksize=1` or more.\n",
"/tmp/ipykernel_2748054/2761047807.py:30: TqdmWarning: Iterable length 3070 > 1000 but `chunksize` is not set. This may seriously degrade multiprocess performance. Set `chunksize=1` or more.\n",
" trends = pd.concat(process_map(get_trends, files)).set_index(\"transect_id\")\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9e83f2dfa5834b12872cef1df5a15e4f",
"model_id": "e3a1af595b414cff94bc863b8f5d3d78",
"version_major": 2,
"version_minor": 0
},
Expand All @@ -537,7 +537,7 @@
"121930"
]
},
"execution_count": 20,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
Expand Down Expand Up @@ -578,7 +578,7 @@
},
{
"cell_type": "code",
"execution_count": 21,
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2024-10-15T22:30:37.988853Z",
Expand Down Expand Up @@ -789,7 +789,7 @@
"[121929 rows x 8 columns]"
]
},
"execution_count": 21,
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -800,7 +800,7 @@
},
{
"cell_type": "code",
"execution_count": 22,
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2024-10-15T22:30:38.050600Z",
Expand Down Expand Up @@ -956,7 +956,7 @@
"max 9.788066e-01 172.354249 57339.880098 239.457470 "
]
},
"execution_count": 22,
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
Expand Down
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