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Update imbalanced_dataset.ipynb to remove the warnings #1996

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Merged
merged 2 commits into from
Jan 13, 2022
Merged

Update imbalanced_dataset.ipynb to remove the warnings #1996

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427dff0
Update imbalanced_dataset.ipynb to remove the warnings
rabinadk1 Jan 13, 2022
251b0d6
Fix formatting
8bitmp3 Jan 13, 2022
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22 changes: 11 additions & 11 deletions site/en/tutorials/structured_data/imbalanced_data.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -345,11 +345,11 @@
"pos_df = pd.DataFrame(train_features[ bool_train_labels], columns=train_df.columns)\n",
"neg_df = pd.DataFrame(train_features[~bool_train_labels], columns=train_df.columns)\n",
"\n",
"sns.jointplot(pos_df['V5'], pos_df['V6'],\n",
"sns.jointplot(x=pos_df['V5'], y=pos_df['V6'],\n",
" kind='hex', xlim=(-5,5), ylim=(-5,5))\n",
"plt.suptitle(\"Positive distribution\")\n",
"\n",
"sns.jointplot(neg_df['V5'], neg_df['V6'],\n",
"sns.jointplot(x=neg_df['V5'], y=neg_df['V6'],\n",
" kind='hex', xlim=(-5,5), ylim=(-5,5))\n",
"_ = plt.suptitle(\"Negative distribution\")"
]
Expand Down Expand Up @@ -814,7 +814,7 @@
" else:\n",
" plt.ylim([0,1])\n",
"\n",
" plt.legend()"
" plt.legend();"
]
},
{
Expand Down Expand Up @@ -960,7 +960,7 @@
"source": [
"plot_roc(\"Train Baseline\", train_labels, train_predictions_baseline, color=colors[0])\n",
"plot_roc(\"Test Baseline\", test_labels, test_predictions_baseline, color=colors[0], linestyle='--')\n",
"plt.legend(loc='lower right')"
"plt.legend(loc='lower right');"
]
},
{
Expand Down Expand Up @@ -1003,7 +1003,7 @@
"source": [
"plot_prc(\"Train Baseline\", train_labels, train_predictions_baseline, color=colors[0])\r\n",
"plot_prc(\"Test Baseline\", test_labels, test_predictions_baseline, color=colors[0], linestyle='--')\r\n",
"plt.legend(loc='lower right')"
"plt.legend(loc='lower right');"
]
},
{
Expand Down Expand Up @@ -1180,7 +1180,7 @@
"plot_roc(\"Test Weighted\", test_labels, test_predictions_weighted, color=colors[1], linestyle='--')\n",
"\n",
"\n",
"plt.legend(loc='lower right')"
"plt.legend(loc='lower right');"
]
},
{
Expand All @@ -1207,7 +1207,7 @@
"plot_prc(\"Test Weighted\", test_labels, test_predictions_weighted, color=colors[1], linestyle='--')\r\n",
"\r\n",
"\r\n",
"plt.legend(loc='lower right')"
"plt.legend(loc='lower right');"
]
},
{
Expand Down Expand Up @@ -1359,7 +1359,7 @@
"id": "sLEfjZO0-vbN"
},
"source": [
"Merge the two together using `experimental.sample_from_datasets`:"
"Merge the two together using `tf.data.Dataset.sample_from_datasets`:"
]
},
{
Expand All @@ -1370,7 +1370,7 @@
},
"outputs": [],
"source": [
"resampled_ds = tf.data.experimental.sample_from_datasets([pos_ds, neg_ds], weights=[0.5, 0.5])\n",
"resampled_ds = tf.data.Dataset.sample_from_datasets([pos_ds, neg_ds], weights=[0.5, 0.5])\n",
"resampled_ds = resampled_ds.batch(BATCH_SIZE).prefetch(2)"
]
},
Expand Down Expand Up @@ -1610,7 +1610,7 @@
"\n",
"plot_roc(\"Train Resampled\", train_labels, train_predictions_resampled, color=colors[2])\n",
"plot_roc(\"Test Resampled\", test_labels, test_predictions_resampled, color=colors[2], linestyle='--')\n",
"plt.legend(loc='lower right')"
"plt.legend(loc='lower right');"
]
},
{
Expand Down Expand Up @@ -1638,7 +1638,7 @@
"\r\n",
"plot_prc(\"Train Resampled\", train_labels, train_predictions_resampled, color=colors[2])\r\n",
"plot_prc(\"Test Resampled\", test_labels, test_predictions_resampled, color=colors[2], linestyle='--')\r\n",
"plt.legend(loc='lower right')"
"plt.legend(loc='lower right');"
]
},
{
Expand Down