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https://github.com/rasbt/LLMs-from-scratch.git
synced 2025-11-03 19:30:26 +00:00
Add utility to prevent double execution of certain cells (#437)
This commit is contained in:
Sebastian Raschka
GitHub
parent
129d0d740f
commit
541b237eff
@ -79,6 +79,28 @@
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"<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/ch06_compressed/chapter-overview.webp\" width=500px>"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "946c3e56-b04b-4b0f-b35f-b485ce5b28df",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Utility to prevent certain cells from being executed twice\n",
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"\n",
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"from IPython.core.magic import register_line_cell_magic\n",
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"\n",
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"executed_cells = set()\n",
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"\n",
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"@register_line_cell_magic\n",
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"def run_once(line, cell):\n",
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" if line not in executed_cells:\n",
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" get_ipython().run_cell(cell)\n",
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" executed_cells.add(line)\n",
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" else:\n",
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" print(f\"Cell '{line}' has already been executed.\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3a84cf35-b37f-4c15-8972-dfafc9fadc1c",
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@ -167,7 +189,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"execution_count": 3,
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"id": "def7c09b-af9c-4216-90ce-5e67aed1065c",
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"metadata": {
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"colab": {
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@ -181,7 +203,7 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"File downloaded and saved as sms_spam_collection/SMSSpamCollection.tsv\n"
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"sms_spam_collection/SMSSpamCollection.tsv already exists. Skipping download and extraction.\n"
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]
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}
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],
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@ -230,7 +252,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": 4,
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"id": "da0ed4da-ac31-4e4d-8bdd-2153be4656a4",
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"metadata": {
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"colab": {
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@ -344,7 +366,7 @@
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"[5572 rows x 2 columns]"
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]
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},
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"execution_count": 3,
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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@ -368,7 +390,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": 5,
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"id": "495a5280-9d7c-41d4-9719-64ab99056d4c",
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"metadata": {
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"colab": {
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@ -406,7 +428,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"execution_count": 6,
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"id": "7be4a0a2-9704-4a96-b38f-240339818688",
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"metadata": {
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"colab": {
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@ -428,6 +450,9 @@
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}
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],
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"source": [
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"%%run_once balance_df\n",
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"\n",
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"\n",
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"def create_balanced_dataset(df):\n",
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" \n",
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" # Count the instances of \"spam\"\n",
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@ -441,6 +466,7 @@
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"\n",
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" return balanced_df\n",
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"\n",
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"\n",
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"balanced_df = create_balanced_dataset(df)\n",
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"print(balanced_df[\"Label\"].value_counts())"
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]
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@ -457,14 +483,133 @@
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"execution_count": 7,
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"id": "c1b10c3d-5d57-42d0-8de8-cf80a06f5ffd",
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"metadata": {
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"id": "c1b10c3d-5d57-42d0-8de8-cf80a06f5ffd"
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},
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"outputs": [],
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"source": [
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"balanced_df[\"Label\"] = balanced_df[\"Label\"].map({\"ham\": 0, \"spam\": 1})"
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"%%run_once label_mapping\n",
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"balanced_df[\"Label\"] = balanced_df[\"Label\"].map({\"ham\": 0, \"spam\": 1}) "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "e6f7f062-ef4e-4020-8275-71990cab4414",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Label</th>\n",
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" <th>Text</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>4307</th>\n",
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" <td>0</td>\n",
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" <td>Awww dat is sweet! We can think of something t...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4138</th>\n",
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" <td>0</td>\n",
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" <td>Just got to &lt;#&gt;</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4831</th>\n",
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" <td>0</td>\n",
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" <td>The word \"Checkmate\" in chess comes from the P...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4461</th>\n",
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" <td>0</td>\n",
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" <td>This is wishing you a great day. Moji told me ...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5440</th>\n",
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" <td>0</td>\n",
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" <td>Thank you. do you generally date the brothas?</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5537</th>\n",
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" <td>1</td>\n",
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" <td>Want explicit SEX in 30 secs? Ring 02073162414...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5540</th>\n",
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" <td>1</td>\n",
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" <td>ASKED 3MOBILE IF 0870 CHATLINES INCLU IN FREE ...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5547</th>\n",
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" <td>1</td>\n",
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" <td>Had your contract mobile 11 Mnths? Latest Moto...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5566</th>\n",
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" <td>1</td>\n",
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" <td>REMINDER FROM O2: To get 2.50 pounds free call...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5567</th>\n",
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" <td>1</td>\n",
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" <td>This is the 2nd time we have tried 2 contact u...</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>1494 rows × 2 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" Label Text\n",
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"4307 0 Awww dat is sweet! We can think of something t...\n",
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"4138 0 Just got to <#>\n",
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"4831 0 The word \"Checkmate\" in chess comes from the P...\n",
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"4461 0 This is wishing you a great day. Moji told me ...\n",
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"5440 0 Thank you. do you generally date the brothas?\n",
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"... ... ...\n",
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"5537 1 Want explicit SEX in 30 secs? Ring 02073162414...\n",
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"5540 1 ASKED 3MOBILE IF 0870 CHATLINES INCLU IN FREE ...\n",
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"5547 1 Had your contract mobile 11 Mnths? Latest Moto...\n",
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"5566 1 REMINDER FROM O2: To get 2.50 pounds free call...\n",
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"5567 1 This is the 2nd time we have tried 2 contact u...\n",
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"\n",
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"[1494 rows x 2 columns]"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"balanced_df"
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]
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},
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{
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