kernel_id stringclasses 4
values | code stringlengths 1 1.59k | output stringlengths 0 70.5M | execution_time float64 0 60 | memory_bytes int64 50.7M 10.7B | runtime_variables dict | hash_index stringlengths 32 32 |
|---|---|---|---|---|---|---|
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | import pandas as pd
features_path = 'data/task2/'
test_features = pd.read_pickle(features_path+'test_features.pkl')
train_features = pd.read_pickle(features_path+'train_features.pkl')
validation_features = pd.read_pickle(features_path+'validation_features.pkl')
train_features.index = range(train_features.shape[0])
val... | (5833, 32)
(1927, 32)
(1918, 21)
| 0.194007 | 132,894,720 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 201c0cafbfc6160333215ff621876c7f |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features | Out[1]:
filename cell_type ... save_results comment_only
0 nb_54880.ipynb code ... 0 0
1 nb_54880.ipynb code ... 0 0
2 nb_54880.ipynb code ... 0 0
3 nb_54880.ipynb code ... 0 ... | 0.033076 | 134,991,872 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 67706e33ce5deb9e7987dcfbacf9a72c |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features
type(train_feature) | [0;31m---------------------------------------------------------------------------[0m
[0;31mNameError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-a115130d9478>:3[0m
[1;32m 1[0m train_features
[0;32m----> 3[0m [38;5;28mtype[39m([43mtrain_feature[49m)... | 0.103024 | 141,406,208 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | d62e871850f75eebf021361f6d6989e3 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features
type(train_features) | Out[1]: pandas.core.frame.DataFrame
<class 'pandas.core.frame.DataFrame'>
| 0.004909 | 141,406,208 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 141b4a2c4e601f749a64c4ee1063ed06 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features | Out[1]:
filename cell_type ... save_results comment_only
0 nb_54880.ipynb code ... 0 0
1 nb_54880.ipynb code ... 0 0
2 nb_54880.ipynb code ... 0 0
3 nb_54880.ipynb code ... 0 ... | 0.032081 | 141,406,208 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 1c987ec71827805977bbfbe6534ce6e7 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | !pip install sklearn
!pip install lightgbm as lbg | Collecting sklearn
Using cached sklearn-0.0.post12.tar.gz (2.6 kB)
Preparing metadata (setup.py) ... [?25l- error
[1;31merror[0m: [1msubprocess-exited-with-error[0m
[31m×[0m [32mpython setup.py egg_info[0m did not run successfully.
[31m│[0m exit code: [1;36m1[0m
[31m╰─>[0m [31m[1... | 1.124286 | 141,406,208 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 3e01ee2a6b103aefe548045db047bf67 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features.columns | Out[1]:
Index(['filename', 'cell_type', 'cell_number', 'execution_count',
'linesofcomment', 'linesofcode', 'variable_count', 'function_count',
'text/plain', 'image/png', 'text/html', 'execute_result',
'display_data', 'stream', 'error', 'text', 'comment',
'code_line_before', 'code_line_after... | 0.004836 | 141,406,208 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 8d213e547d93f43c02dfdbfb7d02f981 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features.columns | Out[1]:
Index(['filename', 'cell_type', 'cell_number', 'execution_count',
'linesofcomment', 'linesofcode', 'variable_count', 'function_count',
'text/plain', 'image/png', 'text/html', 'execute_result',
'display_data', 'stream', 'error', 'text', 'comment',
'code_line_before', 'code_line_after... | 0.003957 | 141,406,208 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 85e05b1bc24514afa12ce1eb67d5c13f |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c |
target_drop = ["primary_label", "load_data", "helper_functions",
"data_preprocessing", "data_exploration", "modelling",
"prediction", "evaluation", "result_visualization",
"save_results", "comment_only"]
target = train_features["primary_label"]
train_features.drop(columns=target, inpl... | 0.005346 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 391dd78a289c5e851457f2774a964c17 | |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features.drop(columns=["filename"]) | Out[1]:
cell_type ... primary_label
0 code ... helper_functions
1 code ... load_data
2 code ... data_exploration
3 code ... data_exploration
4 code ... data_preprocessing
... ... ... ...
5828 code ... ev... | 0.026532 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 9d75d48b7ecfe4a0ee4f1bc57bf4f1d2 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf = lgb.LGBMClassifier() | [0;31m---------------------------------------------------------------------------[0m
[0;31mNameError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-e597d21fc49d>:1[0m
[0;32m----> 1[0m clf [38;5;241m=[39m [43mlgb[49m[38;5;241m.[39mLGBMClassifier()
[0;31mN... | 0.01199 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 592b6cc09515ff26c5ca278ae654dc28 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | !pip install sklearn
!pip install lightgbm as lgb | Collecting sklearn
Using cached sklearn-0.0.post12.tar.gz (2.6 kB)
Preparing metadata (setup.py) ... [?25l- error
[1;31merror[0m: [1msubprocess-exited-with-error[0m
[31m×[0m [32mpython setup.py egg_info[0m did not run successfully.
[31m│[0m exit code: [1;36m1[0m
[31m╰─>[0m [31m[1... | 1.064995 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | eb1755538fd9b2396a224c2c901ac790 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | !pip install sklearn
!pip install lightgbm | Collecting sklearn
Using cached sklearn-0.0.post12.tar.gz (2.6 kB)
Preparing metadata (setup.py) ... [?25l- error
[1;31merror[0m: [1msubprocess-exited-with-error[0m
[31m×[0m [32mpython setup.py egg_info[0m did not run successfully.
[31m│[0m exit code: [1;36m1[0m
[31m╰─>[0m [31m[1... | 1.267826 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 401633d321a74dca7f418c2f673aacf5 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf = lgb.LGBMClassifier() | [0;31m---------------------------------------------------------------------------[0m
[0;31mNameError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-e597d21fc49d>:1[0m
[0;32m----> 1[0m clf [38;5;241m=[39m [43mlgb[49m[38;5;241m.[39mLGBMClassifier()
[0;31mN... | 0.013636 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | f03fe1cde183b0520738397da8a3c2dd |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf = lgb.LGBMClassifier() | [0;31m---------------------------------------------------------------------------[0m
[0;31mNameError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-e597d21fc49d>:1[0m
[0;32m----> 1[0m clf [38;5;241m=[39m [43mlgb[49m[38;5;241m.[39mLGBMClassifier()
[0;31mN... | 0.010982 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | eeae56585cdd8d4f9e25581c8103ba2c |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | train_features.columns | Out[1]:
Index(['filename', 'cell_type', 'cell_number', 'execution_count',
'linesofcomment', 'linesofcode', 'variable_count', 'function_count',
'text/plain', 'image/png', 'text/html', 'execute_result',
'display_data', 'stream', 'error', 'text', 'comment',
'code_line_before', 'code_line_after... | 0.005477 | 142,454,784 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 65daf2a2386f3698db6aaa763bcfd209 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf.train(train[['cell_type', 'cell_number', 'execution_count',
'linesofcomment', 'linesofcode', 'variable_count', 'function_count']]) | [0;31m---------------------------------------------------------------------------[0m
[0;31mNameError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-a2c2fc20951a>:1[0m
[0;32m----> 1[0m [43mclf[49m[38;5;241m.[39mtrain(train[[[38;5;124m'[39m[38;5;124mcell_ty... | 0.011059 | 142,848,000 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | d259db0840ae11502cf84d8b623daf43 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf = lgb.LGBMClassifier() | [0;31m---------------------------------------------------------------------------[0m
[0;31mNameError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-e597d21fc49d>:1[0m
[0;32m----> 1[0m clf [38;5;241m=[39m [43mlgb[49m[38;5;241m.[39mLGBMClassifier()
[0;31mN... | 0.010958 | 142,848,000 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 96c552c3b7573959e01aec29fbe42454 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | import pandas as pd
import lightgbm as lgb
from sklearn.model_selection import train_test_split
features_path = 'data/task2/'
test_features = pd.read_pickle(features_path+'test_features.pkl')
train_features = pd.read_pickle(features_path+'train_features.pkl')
validation_features = pd.read_pickle(features_path+'validat... | (5833, 32)
(1927, 32)
(1918, 21)
| 0.290246 | 235,937,792 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | a5ad4ad81a2dd9aa089b97b772ff2a89 |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf = lgb.LGBMClassifier() | 0.005449 | 235,937,792 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | bb6f70f84b148b2a2d36ae2820b297ff | |
388ef554-e3e7-4410-89ac-d6ad4aeaec6c | clf.train(train[['cell_type', 'cell_number', 'execution_count',
'linesofcomment', 'linesofcode', 'variable_count', 'function_count']]) | [0;31m---------------------------------------------------------------------------[0m
[0;31mAttributeError[0m Traceback (most recent call last)
File [0;32m<ipython-input-1-a2c2fc20951a>:1[0m
[0;32m----> 1[0m [43mclf[49m[38;5;241;43m.[39;49m[43mtrain[49m(train[[[38;5;124m'[39m[... | 0.026057 | 236,068,864 | {
"CountVectorizer": null,
"DF": null,
"MultinomialNB": null,
"RandomForestClassifier": null,
"Readliner": null,
"TfidfTransformer": null,
"TfidfVectorizer": null,
"Timestamp": null,
"X": null,
"X1": null,
"X2": null,
"X3": null,
"X_columns": null,
"X_columns_text": null,
"X_test": null,
... | 7c0d7d86287768aab34d6876fd93d3c9 |
End of preview. Expand in Data Studio
README.md exists but content is empty.
- Downloads last month
- 11