Plot Report Profiling#

visualizes the data report.

# Author: L.Kouadio
# Licence: BSD-3-clause

Plot reports and deals with the pandas-profiling module directly implemented as a method of the assessor class Data.

from watex.datasets import load_bagoue
from watex.base import Data
profile= Data().fit(load_bagoue().frame ).profilingReport (title =" Profiling report")
# Export the report into html
profile.to_file ('Bagoue_report.html')
# to export to Json
# profile.to_file ('Bagoue_report.json')
Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]
Summarize dataset:   0%|          | 0/18 [00:00<?, ?it/s, Describe variable:num]
Summarize dataset:   6%|5         | 1/18 [00:00<00:00, 40.13it/s, Describe variable:east]
Summarize dataset:  11%|#1        | 2/18 [00:00<00:00, 63.29it/s, Describe variable:north]
Summarize dataset:  17%|#6        | 3/18 [00:00<00:00, 79.88it/s, Describe variable:power]
Summarize dataset:  22%|##2       | 4/18 [00:00<00:00, 70.23it/s, Describe variable:magnitude]
Summarize dataset:  28%|##7       | 5/18 [00:01<00:02,  4.54it/s, Describe variable:shape]
Summarize dataset:  33%|###3      | 6/18 [00:01<00:02,  5.45it/s, Describe variable:shape]
Summarize dataset:  33%|###3      | 6/18 [00:01<00:02,  5.45it/s, Describe variable:type]
Summarize dataset:  39%|###8      | 7/18 [00:01<00:02,  5.45it/s, Describe variable:name]
Summarize dataset:  44%|####4     | 8/18 [00:01<00:01,  5.45it/s, Describe variable:sfi]
Summarize dataset:  50%|#####     | 9/18 [00:01<00:01,  5.45it/s, Describe variable:ohmS]
Summarize dataset:  56%|#####5    | 10/18 [00:01<00:01,  5.45it/s, Describe variable:geol]
Summarize dataset:  61%|######1   | 11/18 [00:01<00:01,  5.45it/s, Describe variable:flow]
Summarize dataset:  67%|######6   | 12/18 [00:01<00:01,  5.45it/s, Describe variable:lwi]
Summarize dataset:  72%|#######2  | 13/18 [00:01<00:00,  5.45it/s, Get variable types]
Summarize dataset:  70%|#######   | 14/20 [00:01<00:01,  5.45it/s, Calculate auto correlation]
Summarize dataset:  75%|#######5  | 15/20 [00:01<00:00, 11.95it/s, Calculate auto correlation]
Summarize dataset:  75%|#######5  | 15/20 [00:01<00:00, 11.95it/s, Get scatter matrix]
Summarize dataset:  15%|#4        | 15/101 [00:01<00:07, 11.95it/s, scatter num, num]
Summarize dataset:  16%|#5        | 16/101 [00:01<00:07, 11.95it/s, scatter east, num]
Summarize dataset:  17%|#6        | 17/101 [00:01<00:08,  9.77it/s, scatter east, num]
Summarize dataset:  17%|#6        | 17/101 [00:01<00:08,  9.77it/s, scatter north, num]
Summarize dataset:  18%|#7        | 18/101 [00:02<00:08,  9.77it/s, scatter power, num]
Summarize dataset:  19%|#8        | 19/101 [00:02<00:09,  8.24it/s, scatter power, num]
Summarize dataset:  19%|#8        | 19/101 [00:02<00:09,  8.24it/s, scatter magnitude, num]
Summarize dataset:  20%|#9        | 20/101 [00:02<00:10,  7.66it/s, scatter magnitude, num]
Summarize dataset:  20%|#9        | 20/101 [00:02<00:10,  7.66it/s, scatter sfi, num]
Summarize dataset:  21%|##        | 21/101 [00:02<00:11,  7.12it/s, scatter sfi, num]
Summarize dataset:  21%|##        | 21/101 [00:02<00:11,  7.12it/s, scatter ohmS, num]
Summarize dataset:  22%|##1       | 22/101 [00:02<00:11,  6.78it/s, scatter ohmS, num]
Summarize dataset:  22%|##1       | 22/101 [00:02<00:11,  6.78it/s, scatter lwi, num]
Summarize dataset:  23%|##2       | 23/101 [00:02<00:12,  6.49it/s, scatter lwi, num]
Summarize dataset:  23%|##2       | 23/101 [00:02<00:12,  6.49it/s, scatter flow, num]
Summarize dataset:  24%|##3       | 24/101 [00:03<00:12,  6.12it/s, scatter flow, num]
Summarize dataset:  24%|##3       | 24/101 [00:03<00:12,  6.12it/s, scatter num, east]
Summarize dataset:  25%|##4       | 25/101 [00:03<00:13,  5.81it/s, scatter num, east]
Summarize dataset:  25%|##4       | 25/101 [00:03<00:13,  5.81it/s, scatter east, east]
Summarize dataset:  26%|##5       | 26/101 [00:03<00:17,  4.40it/s, scatter east, east]
Summarize dataset:  26%|##5       | 26/101 [00:03<00:17,  4.40it/s, scatter north, east]
Summarize dataset:  27%|##6       | 27/101 [00:03<00:16,  4.44it/s, scatter north, east]
Summarize dataset:  27%|##6       | 27/101 [00:03<00:16,  4.44it/s, scatter power, east]
Summarize dataset:  28%|##7       | 28/101 [00:04<00:15,  4.58it/s, scatter power, east]
Summarize dataset:  28%|##7       | 28/101 [00:04<00:15,  4.58it/s, scatter magnitude, east]
Summarize dataset:  29%|##8       | 29/101 [00:04<00:15,  4.64it/s, scatter magnitude, east]
Summarize dataset:  29%|##8       | 29/101 [00:04<00:15,  4.64it/s, scatter sfi, east]
Summarize dataset:  30%|##9       | 30/101 [00:04<00:15,  4.67it/s, scatter sfi, east]
Summarize dataset:  30%|##9       | 30/101 [00:04<00:15,  4.67it/s, scatter ohmS, east]
Summarize dataset:  31%|###       | 31/101 [00:04<00:14,  4.76it/s, scatter ohmS, east]
Summarize dataset:  31%|###       | 31/101 [00:04<00:14,  4.76it/s, scatter lwi, east]
Summarize dataset:  32%|###1      | 32/101 [00:04<00:14,  4.82it/s, scatter lwi, east]
Summarize dataset:  32%|###1      | 32/101 [00:04<00:14,  4.82it/s, scatter flow, east]
Summarize dataset:  33%|###2      | 33/101 [00:05<00:14,  4.79it/s, scatter flow, east]
Summarize dataset:  33%|###2      | 33/101 [00:05<00:14,  4.79it/s, scatter num, north]
Summarize dataset:  34%|###3      | 34/101 [00:05<00:13,  4.88it/s, scatter num, north]
Summarize dataset:  34%|###3      | 34/101 [00:05<00:13,  4.88it/s, scatter east, north]
Summarize dataset:  35%|###4      | 35/101 [00:05<00:13,  4.77it/s, scatter east, north]
Summarize dataset:  35%|###4      | 35/101 [00:05<00:13,  4.77it/s, scatter north, north]
Summarize dataset:  36%|###5      | 36/101 [00:05<00:13,  4.71it/s, scatter north, north]
Summarize dataset:  36%|###5      | 36/101 [00:05<00:13,  4.71it/s, scatter power, north]
Summarize dataset:  37%|###6      | 37/101 [00:06<00:13,  4.77it/s, scatter power, north]
Summarize dataset:  37%|###6      | 37/101 [00:06<00:13,  4.77it/s, scatter magnitude, north]
Summarize dataset:  38%|###7      | 38/101 [00:06<00:13,  4.74it/s, scatter magnitude, north]
Summarize dataset:  38%|###7      | 38/101 [00:06<00:13,  4.74it/s, scatter sfi, north]
Summarize dataset:  39%|###8      | 39/101 [00:06<00:13,  4.74it/s, scatter sfi, north]
Summarize dataset:  39%|###8      | 39/101 [00:06<00:13,  4.74it/s, scatter ohmS, north]
Summarize dataset:  40%|###9      | 40/101 [00:06<00:12,  4.81it/s, scatter ohmS, north]
Summarize dataset:  40%|###9      | 40/101 [00:06<00:12,  4.81it/s, scatter lwi, north]
Summarize dataset:  41%|####      | 41/101 [00:06<00:12,  4.86it/s, scatter lwi, north]
Summarize dataset:  41%|####      | 41/101 [00:06<00:12,  4.86it/s, scatter flow, north]
Summarize dataset:  42%|####1     | 42/101 [00:07<00:12,  4.82it/s, scatter flow, north]
Summarize dataset:  42%|####1     | 42/101 [00:07<00:12,  4.82it/s, scatter num, power]
Summarize dataset:  43%|####2     | 43/101 [00:07<00:11,  5.03it/s, scatter num, power]
Summarize dataset:  43%|####2     | 43/101 [00:07<00:11,  5.03it/s, scatter east, power]
Summarize dataset:  44%|####3     | 44/101 [00:07<00:11,  4.98it/s, scatter east, power]
Summarize dataset:  44%|####3     | 44/101 [00:07<00:11,  4.98it/s, scatter north, power]
Summarize dataset:  45%|####4     | 45/101 [00:07<00:11,  4.93it/s, scatter north, power]
Summarize dataset:  45%|####4     | 45/101 [00:07<00:11,  4.93it/s, scatter power, power]
Summarize dataset:  46%|####5     | 46/101 [00:07<00:10,  5.05it/s, scatter power, power]
Summarize dataset:  46%|####5     | 46/101 [00:07<00:10,  5.05it/s, scatter magnitude, power]
Summarize dataset:  47%|####6     | 47/101 [00:08<00:10,  5.05it/s, scatter magnitude, power]
Summarize dataset:  47%|####6     | 47/101 [00:08<00:10,  5.05it/s, scatter sfi, power]
Summarize dataset:  48%|####7     | 48/101 [00:08<00:10,  5.04it/s, scatter sfi, power]
Summarize dataset:  48%|####7     | 48/101 [00:08<00:10,  5.04it/s, scatter ohmS, power]
Summarize dataset:  49%|####8     | 49/101 [00:08<00:10,  5.14it/s, scatter ohmS, power]
Summarize dataset:  49%|####8     | 49/101 [00:08<00:10,  5.14it/s, scatter lwi, power]
Summarize dataset:  50%|####9     | 50/101 [00:08<00:09,  5.22it/s, scatter lwi, power]
Summarize dataset:  50%|####9     | 50/101 [00:08<00:09,  5.22it/s, scatter flow, power]
Summarize dataset:  50%|#####     | 51/101 [00:08<00:09,  5.16it/s, scatter flow, power]
Summarize dataset:  50%|#####     | 51/101 [00:08<00:09,  5.16it/s, scatter num, magnitude]
Summarize dataset:  51%|#####1    | 52/101 [00:08<00:09,  5.20it/s, scatter num, magnitude]
Summarize dataset:  51%|#####1    | 52/101 [00:08<00:09,  5.20it/s, scatter east, magnitude]
Summarize dataset:  52%|#####2    | 53/101 [00:09<00:09,  5.04it/s, scatter east, magnitude]
Summarize dataset:  52%|#####2    | 53/101 [00:09<00:09,  5.04it/s, scatter north, magnitude]
Summarize dataset:  53%|#####3    | 54/101 [00:09<00:09,  4.92it/s, scatter north, magnitude]
Summarize dataset:  53%|#####3    | 54/101 [00:09<00:09,  4.92it/s, scatter power, magnitude]
Summarize dataset:  54%|#####4    | 55/101 [00:09<00:09,  4.96it/s, scatter power, magnitude]
Summarize dataset:  54%|#####4    | 55/101 [00:09<00:09,  4.96it/s, scatter magnitude, magnitude]
Summarize dataset:  55%|#####5    | 56/101 [00:09<00:09,  4.91it/s, scatter magnitude, magnitude]
Summarize dataset:  55%|#####5    | 56/101 [00:09<00:09,  4.91it/s, scatter sfi, magnitude]
Summarize dataset:  56%|#####6    | 57/101 [00:10<00:09,  4.85it/s, scatter sfi, magnitude]
Summarize dataset:  56%|#####6    | 57/101 [00:10<00:09,  4.85it/s, scatter ohmS, magnitude]
Summarize dataset:  57%|#####7    | 58/101 [00:10<00:08,  4.91it/s, scatter ohmS, magnitude]
Summarize dataset:  57%|#####7    | 58/101 [00:10<00:08,  4.91it/s, scatter lwi, magnitude]
Summarize dataset:  58%|#####8    | 59/101 [00:10<00:08,  4.96it/s, scatter lwi, magnitude]
Summarize dataset:  58%|#####8    | 59/101 [00:10<00:08,  4.96it/s, scatter flow, magnitude]
Summarize dataset:  59%|#####9    | 60/101 [00:10<00:10,  3.73it/s, scatter flow, magnitude]
Summarize dataset:  59%|#####9    | 60/101 [00:10<00:10,  3.73it/s, scatter num, sfi]
Summarize dataset:  60%|######    | 61/101 [00:11<00:09,  4.10it/s, scatter num, sfi]
Summarize dataset:  60%|######    | 61/101 [00:11<00:09,  4.10it/s, scatter east, sfi]
Summarize dataset:  61%|######1   | 62/101 [00:11<00:09,  4.26it/s, scatter east, sfi]
Summarize dataset:  61%|######1   | 62/101 [00:11<00:09,  4.26it/s, scatter north, sfi]
Summarize dataset:  62%|######2   | 63/101 [00:11<00:08,  4.39it/s, scatter north, sfi]
Summarize dataset:  62%|######2   | 63/101 [00:11<00:08,  4.39it/s, scatter power, sfi]
Summarize dataset:  63%|######3   | 64/101 [00:11<00:08,  4.59it/s, scatter power, sfi]
Summarize dataset:  63%|######3   | 64/101 [00:11<00:08,  4.59it/s, scatter magnitude, sfi]
Summarize dataset:  64%|######4   | 65/101 [00:11<00:07,  4.67it/s, scatter magnitude, sfi]
Summarize dataset:  64%|######4   | 65/101 [00:11<00:07,  4.67it/s, scatter sfi, sfi]
Summarize dataset:  65%|######5   | 66/101 [00:12<00:07,  4.74it/s, scatter sfi, sfi]
Summarize dataset:  65%|######5   | 66/101 [00:12<00:07,  4.74it/s, scatter ohmS, sfi]
Summarize dataset:  66%|######6   | 67/101 [00:12<00:06,  4.87it/s, scatter ohmS, sfi]
Summarize dataset:  66%|######6   | 67/101 [00:12<00:06,  4.87it/s, scatter lwi, sfi]
Summarize dataset:  67%|######7   | 68/101 [00:12<00:06,  4.97it/s, scatter lwi, sfi]
Summarize dataset:  67%|######7   | 68/101 [00:12<00:06,  4.97it/s, scatter flow, sfi]
Summarize dataset:  68%|######8   | 69/101 [00:12<00:06,  4.94it/s, scatter flow, sfi]
Summarize dataset:  68%|######8   | 69/101 [00:12<00:06,  4.94it/s, scatter num, ohmS]
Summarize dataset:  69%|######9   | 70/101 [00:12<00:06,  5.12it/s, scatter num, ohmS]
Summarize dataset:  69%|######9   | 70/101 [00:12<00:06,  5.12it/s, scatter east, ohmS]
Summarize dataset:  70%|#######   | 71/101 [00:13<00:05,  5.04it/s, scatter east, ohmS]
Summarize dataset:  70%|#######   | 71/101 [00:13<00:05,  5.04it/s, scatter north, ohmS]
Summarize dataset:  71%|#######1  | 72/101 [00:13<00:05,  4.97it/s, scatter north, ohmS]
Summarize dataset:  71%|#######1  | 72/101 [00:13<00:05,  4.97it/s, scatter power, ohmS]
Summarize dataset:  72%|#######2  | 73/101 [00:13<00:05,  5.09it/s, scatter power, ohmS]
Summarize dataset:  72%|#######2  | 73/101 [00:13<00:05,  5.09it/s, scatter magnitude, ohmS]
Summarize dataset:  73%|#######3  | 74/101 [00:13<00:05,  5.07it/s, scatter magnitude, ohmS]
Summarize dataset:  73%|#######3  | 74/101 [00:13<00:05,  5.07it/s, scatter sfi, ohmS]
Summarize dataset:  74%|#######4  | 75/101 [00:13<00:05,  5.06it/s, scatter sfi, ohmS]
Summarize dataset:  74%|#######4  | 75/101 [00:13<00:05,  5.06it/s, scatter ohmS, ohmS]
Summarize dataset:  75%|#######5  | 76/101 [00:14<00:04,  5.16it/s, scatter ohmS, ohmS]
Summarize dataset:  75%|#######5  | 76/101 [00:14<00:04,  5.16it/s, scatter lwi, ohmS]
Summarize dataset:  76%|#######6  | 77/101 [00:14<00:04,  5.25it/s, scatter lwi, ohmS]
Summarize dataset:  76%|#######6  | 77/101 [00:14<00:04,  5.25it/s, scatter flow, ohmS]
Summarize dataset:  77%|#######7  | 78/101 [00:14<00:04,  5.19it/s, scatter flow, ohmS]
Summarize dataset:  77%|#######7  | 78/101 [00:14<00:04,  5.19it/s, scatter num, lwi]
Summarize dataset:  78%|#######8  | 79/101 [00:14<00:04,  5.33it/s, scatter num, lwi]
Summarize dataset:  78%|#######8  | 79/101 [00:14<00:04,  5.33it/s, scatter east, lwi]
Summarize dataset:  79%|#######9  | 80/101 [00:14<00:04,  5.17it/s, scatter east, lwi]
Summarize dataset:  79%|#######9  | 80/101 [00:14<00:04,  5.17it/s, scatter north, lwi]
Summarize dataset:  80%|########  | 81/101 [00:14<00:03,  5.06it/s, scatter north, lwi]
Summarize dataset:  80%|########  | 81/101 [00:14<00:03,  5.06it/s, scatter power, lwi]
Summarize dataset:  81%|########1 | 82/101 [00:15<00:03,  5.16it/s, scatter power, lwi]
Summarize dataset:  81%|########1 | 82/101 [00:15<00:03,  5.16it/s, scatter magnitude, lwi]
Summarize dataset:  82%|########2 | 83/101 [00:15<00:03,  5.12it/s, scatter magnitude, lwi]
Summarize dataset:  82%|########2 | 83/101 [00:15<00:03,  5.12it/s, scatter sfi, lwi]
Summarize dataset:  83%|########3 | 84/101 [00:15<00:03,  5.10it/s, scatter sfi, lwi]
Summarize dataset:  83%|########3 | 84/101 [00:15<00:03,  5.10it/s, scatter ohmS, lwi]
Summarize dataset:  84%|########4 | 85/101 [00:15<00:03,  5.21it/s, scatter ohmS, lwi]
Summarize dataset:  84%|########4 | 85/101 [00:15<00:03,  5.21it/s, scatter lwi, lwi]
Summarize dataset:  85%|########5 | 86/101 [00:15<00:02,  5.29it/s, scatter lwi, lwi]
Summarize dataset:  85%|########5 | 86/101 [00:15<00:02,  5.29it/s, scatter flow, lwi]
Summarize dataset:  86%|########6 | 87/101 [00:16<00:02,  5.22it/s, scatter flow, lwi]
Summarize dataset:  86%|########6 | 87/101 [00:16<00:02,  5.22it/s, scatter num, flow]
Summarize dataset:  87%|########7 | 88/101 [00:16<00:02,  5.27it/s, scatter num, flow]
Summarize dataset:  87%|########7 | 88/101 [00:16<00:02,  5.27it/s, scatter east, flow]
Summarize dataset:  88%|########8 | 89/101 [00:16<00:02,  5.09it/s, scatter east, flow]
Summarize dataset:  88%|########8 | 89/101 [00:16<00:02,  5.09it/s, scatter north, flow]
Summarize dataset:  89%|########9 | 90/101 [00:16<00:02,  4.97it/s, scatter north, flow]
Summarize dataset:  89%|########9 | 90/101 [00:16<00:02,  4.97it/s, scatter power, flow]
Summarize dataset:  90%|######### | 91/101 [00:16<00:01,  5.04it/s, scatter power, flow]
Summarize dataset:  90%|######### | 91/101 [00:16<00:01,  5.04it/s, scatter magnitude, flow]
Summarize dataset:  91%|#########1| 92/101 [00:17<00:01,  5.00it/s, scatter magnitude, flow]
Summarize dataset:  91%|#########1| 92/101 [00:17<00:01,  5.00it/s, scatter sfi, flow]
Summarize dataset:  92%|#########2| 93/101 [00:17<00:01,  4.97it/s, scatter sfi, flow]
Summarize dataset:  92%|#########2| 93/101 [00:17<00:01,  4.97it/s, scatter ohmS, flow]
Summarize dataset:  93%|#########3| 94/101 [00:17<00:01,  3.81it/s, scatter ohmS, flow]
Summarize dataset:  93%|#########3| 94/101 [00:17<00:01,  3.81it/s, scatter lwi, flow]
Summarize dataset:  94%|#########4| 95/101 [00:17<00:01,  4.14it/s, scatter lwi, flow]
Summarize dataset:  94%|#########4| 95/101 [00:17<00:01,  4.14it/s, scatter flow, flow]
Summarize dataset:  95%|#########5| 96/101 [00:18<00:01,  4.35it/s, scatter flow, flow]
Summarize dataset:  95%|#########5| 96/101 [00:18<00:01,  4.35it/s, Get dataframe statistics]
Summarize dataset:  93%|#########3| 97/104 [00:18<00:01,  4.35it/s, Missing diagram bar]
Summarize dataset:  94%|#########4| 98/104 [00:18<00:01,  4.53it/s, Missing diagram bar]
Summarize dataset:  94%|#########4| 98/104 [00:18<00:01,  4.53it/s, Missing diagram matrix]
Summarize dataset:  95%|#########5| 99/104 [00:18<00:01,  4.68it/s, Missing diagram matrix]
Summarize dataset:  95%|#########5| 99/104 [00:18<00:01,  4.68it/s, Missing diagram heatmap]
Summarize dataset:  96%|#########6| 100/104 [00:18<00:00,  4.77it/s, Missing diagram heatmap]
Summarize dataset:  96%|#########6| 100/104 [00:18<00:00,  4.77it/s, Take sample]
Summarize dataset:  97%|#########7| 101/104 [00:18<00:00,  4.77it/s, Detecting duplicates]
Summarize dataset:  98%|#########8| 102/104 [00:18<00:00,  4.77it/s, Get alerts]
Summarize dataset:  99%|#########9| 103/104 [00:18<00:00,  4.77it/s, Get reproduction details]
Summarize dataset: 100%|##########| 104/104 [00:18<00:00,  4.77it/s, Completed]
Summarize dataset: 100%|##########| 104/104 [00:18<00:00,  5.48it/s, Completed]

Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]
Generate report structure: 100%|##########| 1/1 [00:06<00:00,  6.34s/it]
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Export report to file: 100%|##########| 1/1 [00:00<00:00, 86.46it/s]

Export the report into a wigte

profile.to_widgets()
Render widgets:   0%|          | 0/1 [00:00<?, ?it/s]                num      east     north  ...     shape      type      geol
num        1.000000 -0.225673 -0.077801  ...  0.160665  0.314758  0.182004
east      -0.225673  1.000000  0.305494  ...  0.072089  0.189977  0.061084
north     -0.077801  0.305494  1.000000  ...  0.117128  0.191950  0.036119
power      0.358291 -0.103560 -0.030132  ...  0.193741  0.169604  0.143272
magnitude  0.158003 -0.055482 -0.046380  ...  0.174386  0.107554  0.128730
sfi        0.040225  0.007723 -0.005669  ...  0.113160  0.117328  0.054677
ohmS      -0.030393  0.036993  0.085465  ...  0.112660  0.092828  0.132119
lwi       -0.005876  0.089600  0.074445  ...  0.066196  0.090269  0.131393
flow       0.253731 -0.069522 -0.006757  ...  0.159275  0.048560  0.221981
shape      0.160665  0.072089  0.117128  ...  1.000000  0.297881  0.057849
type       0.314758  0.189977  0.191950  ...  0.297881  1.000000  0.078374
geol       0.182004  0.061084  0.036119  ...  0.057849  0.078374  1.000000

[12 rows x 12 columns]
    num name      east  ...        lwi                    geol  flow
0   1.0   b1  790496.0  ...  32.023585  VOLCANO-SEDIM. SCHISTS   2.0
1   2.0   b2  791227.0  ...  21.406531                GRANITES   0.0
2   3.0   b3  774610.0  ...   0.000000                GRANITES   1.0
3   4.0   b4  776778.0  ...  28.709623                GRANITES   1.0
4   5.0   b5  762550.0  ...   2.300000        GEOSYN. GRANITES   1.0
5   6.0   b6  749293.0  ...  25.245882        GEOSYN. GRANITES   2.0
6   7.0   b7  752811.0  ...  36.150691                GRANITES   1.0
7   8.0   b8  768671.0  ...   3.530000                GRANITES   0.0
8   9.0   b9  771477.0  ...  42.779070                GRANITES   0.0
9  10.0  b10  776919.0  ...  17.253762                GRANITES   1.0

[10 rows x 13 columns]
       num  name      east  ...    lwi                    geol  flow
421  422.0  b422  768183.0  ...  33.72        GEOSYN. GRANITES   1.0
422  423.0  b423  780323.0  ...  39.30  VOLCANO-SEDIM. SCHISTS   1.0
423  424.0  b424  758411.0  ...  37.80                GRANITES   2.0
424  425.0  b425  792197.0  ...  48.20                GRANITES   1.0
425  426.0  b426  780534.0  ...  22.70        GEOSYN. GRANITES   8.0
426  427.0  b427  796244.0  ...  18.60        GEOSYN. GRANITES  10.0
427  428.0  b428  760533.0  ...  40.10                GRANITES   2.0
428  429.0  b429  769167.0  ...  28.50                GRANITES   5.0
429  430.0  b430  755256.0  ...   1.50                GRANITES   4.0
430  431.0  b431  780534.0  ...  33.85        GEOSYN. GRANITES   2.0

[10 rows x 13 columns]

Render widgets: 100%|##########| 1/1 [00:03<00:00,  3.47s/it]

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pip installation of profiling report.

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