Hugging Face's logo

Datasets:
steamcyclone
/
Pill-Ideologies-New-Test

Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Languages:
English
Tags:
natural-language-understanding
ideology classification
text classification
License:
Dataset card Files Community
1
EricR401S commited on
Commit
50088f9
•
1 Parent(s): de05476

first function complete

Browse files
Files changed (3) hide show
  1. reddit_dataset_loader.py +47 -37
  2. reddit_posts_fm.csv +0 -0
  3. reddit_scraping_nb.ipynb +505 -1
reddit_dataset_loader.py CHANGED
@@ -94,43 +94,53 @@ class SubRedditPosts(datasets.GeneratorBasedBuilder):
94
 
95
  DEFAULT_CONFIG_NAME = "first_domain" # It's not mandatory to have a default configuration. Just use one if it make sense.
96
 
97
- # def _info(self):
98
- # # TODO: This method specifies the datasets.DatasetInfo object which contains informations and typings for the dataset
99
- # if (
100
- # self.config.name == "first_domain"
101
- # ): # This is the name of the configuration selected in BUILDER_CONFIGS above
102
- # features = datasets.Features(
103
- # {
104
- # "sentence": datasets.Value("string"),
105
- # "option1": datasets.Value("string"),
106
- # "answer": datasets.Value("string"),
107
- # # These are the features of your dataset like images, labels ...
108
- # }
109
- # )
110
- # else: # This is an example to show how to have different features for "first_domain" and "second_domain"
111
- # features = datasets.Features(
112
- # {
113
- # "sentence": datasets.Value("string"),
114
- # "option2": datasets.Value("string"),
115
- # "second_domain_answer": datasets.Value("string"),
116
- # # These are the features of your dataset like images, labels ...
117
- # }
118
- # )
119
- # return datasets.DatasetInfo(
120
- # # This is the description that will appear on the datasets page.
121
- # description=_DESCRIPTION,
122
- # # This defines the different columns of the dataset and their types
123
- # features=features, # Here we define them above because they are different between the two configurations
124
- # # If there's a common (input, target) tuple from the features, uncomment supervised_keys line below and
125
- # # specify them. They'll be used if as_supervised=True in builder.as_dataset.
126
- # # supervised_keys=("sentence", "label"),
127
- # # Homepage of the dataset for documentation
128
- # homepage=_HOMEPAGE,
129
- # # License for the dataset if available
130
- # license=_LICENSE,
131
- # # Citation for the dataset
132
- # citation=_CITATION,
133
- # )
 
 
 
 
 
 
 
 
 
 
134
 
135
  # def _split_generators(self, dl_manager):
136
  # # TODO: This method is tasked with downloading/extracting the data and defining the splits depending on the configuration
 
94
 
95
  DEFAULT_CONFIG_NAME = "first_domain" # It's not mandatory to have a default configuration. Just use one if it make sense.
96
 
97
+ def _info(self):
98
+ # TODO: This method specifies the datasets.DatasetInfo object which contains informations and typings for the dataset
99
+ if (
100
+ self.config.name == "first_domain"
101
+ ): # This is the name of the configuration selected in BUILDER_CONFIGS above
102
+ features = datasets.Features(
103
+ {
104
+ "subreddit": datasets.Value("string"),
105
+ "id": datasets.Value("string"),
106
+ "title": datasets.Value("string"),
107
+ "text": datasets.Value("string"),
108
+ "url": datasets.Value("string"),
109
+ "score": datasets.Value("int64"),
110
+ "author": datasets.Value("string"),
111
+ "date": datasets.Value("string"),
112
+ # These are the features of your dataset like images, labels ...
113
+ }
114
+ )
115
+ else: # This is an example to show how to have different features for "first_domain" and "second_domain"
116
+ features = datasets.Features(
117
+ {
118
+ "subreddit": datasets.Value("string"),
119
+ "id": datasets.Value("string"),
120
+ "title": datasets.Value("string"),
121
+ "text": datasets.Value("string"),
122
+ "url": datasets.Value("string"),
123
+ "score": datasets.Value("int64"),
124
+ "author": datasets.Value("string"),
125
+ "date": datasets.Value("string"),
126
+ # These are the features of your dataset like images, labels ...
127
+ }
128
+ )
129
+ return datasets.DatasetInfo(
130
+ # This is the description that will appear on the datasets page.
131
+ description=_DESCRIPTION,
132
+ # This defines the different columns of the dataset and their types
133
+ features=features, # Here we define them above because they are different between the two configurations
134
+ # If there's a common (input, target) tuple from the features, uncomment supervised_keys line below and
135
+ # specify them. They'll be used if as_supervised=True in builder.as_dataset.
136
+ # supervised_keys=("sentence", "label"),
137
+ # Homepage of the dataset for documentation
138
+ homepage=_HOMEPAGE,
139
+ # License for the dataset if available
140
+ license=_LICENSE,
141
+ # Citation for the dataset
142
+ citation=_CITATION,
143
+ )
144
 
145
  # def _split_generators(self, dl_manager):
146
  # # TODO: This method is tasked with downloading/extracting the data and defining the splits depending on the configuration
reddit_posts_fm.csv CHANGED
The diff for this file is too large to render. See raw diff
 
reddit_scraping_nb.ipynb CHANGED
@@ -8904,6 +8904,510 @@
8904
  " f.write(line + \"\\n\")"
8905
  ]
8906
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8907
  {
8908
  "cell_type": "code",
8909
  "execution_count": null,
@@ -8928,7 +9432,7 @@
8928
  "name": "python",
8929
  "nbconvert_exporter": "python",
8930
  "pygments_lexer": "ipython3",
8931
- "version": "3.10.10"
8932
  }
8933
  },
8934
  "nbformat": 4,
 
8904
  " f.write(line + \"\\n\")"
8905
  ]
8906
  },
8907
+ {
8908
+ "cell_type": "code",
8909
+ "execution_count": 3,
8910
+ "metadata": {},
8911
+ "outputs": [],
8912
+ "source": [
8913
+ "# load the csv and check it\n",
8914
+ "df = pd.read_csv(\"reddit_posts_fm.csv\")"
8915
+ ]
8916
+ },
8917
+ {
8918
+ "cell_type": "code",
8919
+ "execution_count": 7,
8920
+ "metadata": {},
8921
+ "outputs": [
8922
+ {
8923
+ "data": {
8924
+ "text/plain": [
8925
+ "subreddit object\n",
8926
+ "id object\n",
8927
+ "title object\n",
8928
+ "text object\n",
8929
+ "url object\n",
8930
+ "score int64\n",
8931
+ "author object\n",
8932
+ "date float64\n",
8933
+ "dtype: object"
8934
+ ]
8935
+ },
8936
+ "execution_count": 7,
8937
+ "metadata": {},
8938
+ "output_type": "execute_result"
8939
+ }
8940
+ ],
8941
+ "source": [
8942
+ "df.dtypes"
8943
+ ]
8944
+ },
8945
+ {
8946
+ "cell_type": "code",
8947
+ "execution_count": 8,
8948
+ "metadata": {},
8949
+ "outputs": [
8950
+ {
8951
+ "data": {
8952
+ "text/html": [
8953
+ "<div>\n",
8954
+ "<style scoped>\n",
8955
+ " .dataframe tbody tr th:only-of-type {\n",
8956
+ " vertical-align: middle;\n",
8957
+ " }\n",
8958
+ "\n",
8959
+ " .dataframe tbody tr th {\n",
8960
+ " vertical-align: top;\n",
8961
+ " }\n",
8962
+ "\n",
8963
+ " .dataframe thead th {\n",
8964
+ " text-align: right;\n",
8965
+ " }\n",
8966
+ "</style>\n",
8967
+ "<table border=\"1\" class=\"dataframe\">\n",
8968
+ " <thead>\n",
8969
+ " <tr style=\"text-align: right;\">\n",
8970
+ " <th></th>\n",
8971
+ " <th>subreddit</th>\n",
8972
+ " <th>id</th>\n",
8973
+ " <th>title</th>\n",
8974
+ " <th>text</th>\n",
8975
+ " <th>url</th>\n",
8976
+ " <th>score</th>\n",
8977
+ " <th>author</th>\n",
8978
+ " <th>date</th>\n",
8979
+ " </tr>\n",
8980
+ " </thead>\n",
8981
+ " <tbody>\n",
8982
+ " <tr>\n",
8983
+ " <th>0</th>\n",
8984
+ " <td>theredpillrebooted</td>\n",
8985
+ " <td>17c1wxt</td>\n",
8986
+ " <td>My name is Benjamin Persits and I am so sick o...</td>\n",
8987
+ " <td>Yes, I'm using my full name because I'm so sic...</td>\n",
8988
+ " <td>NaN</td>\n",
8989
+ " <td>0</td>\n",
8990
+ " <td>benjypersits</td>\n",
8991
+ " <td>1.697773e+09</td>\n",
8992
+ " </tr>\n",
8993
+ " <tr>\n",
8994
+ " <th>1</th>\n",
8995
+ " <td>theredpillrebooted</td>\n",
8996
+ " <td>16i06xc</td>\n",
8997
+ " <td>WHAT THE FUCK!?!?!?!?</td>\n",
8998
+ " <td>NaN</td>\n",
8999
+ " <td>https://v.redd.it/8d1eapsih3ob1</td>\n",
9000
+ " <td>0</td>\n",
9001
+ " <td>PatchesTheIdiot</td>\n",
9002
+ " <td>1.694642e+09</td>\n",
9003
+ " </tr>\n",
9004
+ " <tr>\n",
9005
+ " <th>2</th>\n",
9006
+ " <td>theredpillrebooted</td>\n",
9007
+ " <td>16a4ekb</td>\n",
9008
+ " <td>Why is she an asshole with me and how to handl...</td>\n",
9009
+ " <td>So I got this girl who's kinda my crush but I ...</td>\n",
9010
+ " <td>NaN</td>\n",
9011
+ " <td>0</td>\n",
9012
+ " <td>Worried-Horse-3408</td>\n",
9013
+ " <td>1.693862e+09</td>\n",
9014
+ " </tr>\n",
9015
+ " <tr>\n",
9016
+ " <th>3</th>\n",
9017
+ " <td>theredpillrebooted</td>\n",
9018
+ " <td>15f45sl</td>\n",
9019
+ " <td>Popular US vlogger Gonzalo Lira aka Coach Red ...</td>\n",
9020
+ " <td>&amp;amp;#x200B;\\n\\n[https://chng.it/gFyFvqS5K7](h...</td>\n",
9021
+ " <td>NaN</td>\n",
9022
+ " <td>0</td>\n",
9023
+ " <td>Beautiful_Diamond980</td>\n",
9024
+ " <td>1.690871e+09</td>\n",
9025
+ " </tr>\n",
9026
+ " <tr>\n",
9027
+ " <th>4</th>\n",
9028
+ " <td>theredpillrebooted</td>\n",
9029
+ " <td>12wwyzc</td>\n",
9030
+ " <td>Mrs. Rooster by Stinky Buckets</td>\n",
9031
+ " <td>NaN</td>\n",
9032
+ " <td>https://youtube.com/watch?v=jK5BQngWne4&amp;amp;fe...</td>\n",
9033
+ " <td>1</td>\n",
9034
+ " <td>LetsGoRedDevils</td>\n",
9035
+ " <td>1.682297e+09</td>\n",
9036
+ " </tr>\n",
9037
+ " </tbody>\n",
9038
+ "</table>\n",
9039
+ "</div>"
9040
+ ],
9041
+ "text/plain": [
9042
+ " subreddit id \\\n",
9043
+ "0 theredpillrebooted 17c1wxt \n",
9044
+ "1 theredpillrebooted 16i06xc \n",
9045
+ "2 theredpillrebooted 16a4ekb \n",
9046
+ "3 theredpillrebooted 15f45sl \n",
9047
+ "4 theredpillrebooted 12wwyzc \n",
9048
+ "\n",
9049
+ " title \\\n",
9050
+ "0 My name is Benjamin Persits and I am so sick o... \n",
9051
+ "1 WHAT THE FUCK!?!?!?!? \n",
9052
+ "2 Why is she an asshole with me and how to handl... \n",
9053
+ "3 Popular US vlogger Gonzalo Lira aka Coach Red ... \n",
9054
+ "4 Mrs. Rooster by Stinky Buckets \n",
9055
+ "\n",
9056
+ " text \\\n",
9057
+ "0 Yes, I'm using my full name because I'm so sic... \n",
9058
+ "1 NaN \n",
9059
+ "2 So I got this girl who's kinda my crush but I ... \n",
9060
+ "3 &amp;#x200B;\\n\\n[https://chng.it/gFyFvqS5K7](h... \n",
9061
+ "4 NaN \n",
9062
+ "\n",
9063
+ " url score \\\n",
9064
+ "0 NaN 0 \n",
9065
+ "1 https://v.redd.it/8d1eapsih3ob1 0 \n",
9066
+ "2 NaN 0 \n",
9067
+ "3 NaN 0 \n",
9068
+ "4 https://youtube.com/watch?v=jK5BQngWne4&amp;fe... 1 \n",
9069
+ "\n",
9070
+ " author date \n",
9071
+ "0 benjypersits 1.697773e+09 \n",
9072
+ "1 PatchesTheIdiot 1.694642e+09 \n",
9073
+ "2 Worried-Horse-3408 1.693862e+09 \n",
9074
+ "3 Beautiful_Diamond980 1.690871e+09 \n",
9075
+ "4 LetsGoRedDevils 1.682297e+09 "
9076
+ ]
9077
+ },
9078
+ "execution_count": 8,
9079
+ "metadata": {},
9080
+ "output_type": "execute_result"
9081
+ }
9082
+ ],
9083
+ "source": [
9084
+ "df.head()"
9085
+ ]
9086
+ },
9087
+ {
9088
+ "cell_type": "code",
9089
+ "execution_count": 11,
9090
+ "metadata": {},
9091
+ "outputs": [
9092
+ {
9093
+ "data": {
9094
+ "text/html": [
9095
+ "<div>\n",
9096
+ "<style scoped>\n",
9097
+ " .dataframe tbody tr th:only-of-type {\n",
9098
+ " vertical-align: middle;\n",
9099
+ " }\n",
9100
+ "\n",
9101
+ " .dataframe tbody tr th {\n",
9102
+ " vertical-align: top;\n",
9103
+ " }\n",
9104
+ "\n",
9105
+ " .dataframe thead th {\n",
9106
+ " text-align: right;\n",
9107
+ " }\n",
9108
+ "</style>\n",
9109
+ "<table border=\"1\" class=\"dataframe\">\n",
9110
+ " <thead>\n",
9111
+ " <tr style=\"text-align: right;\">\n",
9112
+ " <th></th>\n",
9113
+ " <th>subreddit</th>\n",
9114
+ " <th>id</th>\n",
9115
+ " <th>title</th>\n",
9116
+ " <th>text</th>\n",
9117
+ " <th>url</th>\n",
9118
+ " <th>score</th>\n",
9119
+ " <th>author</th>\n",
9120
+ " <th>date</th>\n",
9121
+ " </tr>\n",
9122
+ " </thead>\n",
9123
+ " <tbody>\n",
9124
+ " <tr>\n",
9125
+ " <th>0</th>\n",
9126
+ " <td>theredpillrebooted</td>\n",
9127
+ " <td>17c1wxt</td>\n",
9128
+ " <td>My name is Benjamin Persits and I am so sick o...</td>\n",
9129
+ " <td>Yes, I'm using my full name because I'm so sic...</td>\n",
9130
+ " <td>NaN</td>\n",
9131
+ " <td>0</td>\n",
9132
+ " <td>benjypersits</td>\n",
9133
+ " <td>2023-10-20 03:40:33</td>\n",
9134
+ " </tr>\n",
9135
+ " <tr>\n",
9136
+ " <th>1</th>\n",
9137
+ " <td>theredpillrebooted</td>\n",
9138
+ " <td>16i06xc</td>\n",
9139
+ " <td>WHAT THE FUCK!?!?!?!?</td>\n",
9140
+ " <td>NaN</td>\n",
9141
+ " <td>https://v.redd.it/8d1eapsih3ob1</td>\n",
9142
+ " <td>0</td>\n",
9143
+ " <td>PatchesTheIdiot</td>\n",
9144
+ " <td>2023-09-13 21:57:56</td>\n",
9145
+ " </tr>\n",
9146
+ " <tr>\n",
9147
+ " <th>2</th>\n",
9148
+ " <td>theredpillrebooted</td>\n",
9149
+ " <td>16a4ekb</td>\n",
9150
+ " <td>Why is she an asshole with me and how to handl...</td>\n",
9151
+ " <td>So I got this girl who's kinda my crush but I ...</td>\n",
9152
+ " <td>NaN</td>\n",
9153
+ " <td>0</td>\n",
9154
+ " <td>Worried-Horse-3408</td>\n",
9155
+ " <td>2023-09-04 21:19:27</td>\n",
9156
+ " </tr>\n",
9157
+ " <tr>\n",
9158
+ " <th>3</th>\n",
9159
+ " <td>theredpillrebooted</td>\n",
9160
+ " <td>15f45sl</td>\n",
9161
+ " <td>Popular US vlogger Gonzalo Lira aka Coach Red ...</td>\n",
9162
+ " <td>&amp;amp;#x200B;\\n\\n[https://chng.it/gFyFvqS5K7](h...</td>\n",
9163
+ " <td>NaN</td>\n",
9164
+ " <td>0</td>\n",
9165
+ " <td>Beautiful_Diamond980</td>\n",
9166
+ " <td>2023-08-01 06:21:36</td>\n",
9167
+ " </tr>\n",
9168
+ " <tr>\n",
9169
+ " <th>4</th>\n",
9170
+ " <td>theredpillrebooted</td>\n",
9171
+ " <td>12wwyzc</td>\n",
9172
+ " <td>Mrs. Rooster by Stinky Buckets</td>\n",
9173
+ " <td>NaN</td>\n",
9174
+ " <td>https://youtube.com/watch?v=jK5BQngWne4&amp;amp;fe...</td>\n",
9175
+ " <td>1</td>\n",
9176
+ " <td>LetsGoRedDevils</td>\n",
9177
+ " <td>2023-04-24 00:50:48</td>\n",
9178
+ " </tr>\n",
9179
+ " </tbody>\n",
9180
+ "</table>\n",
9181
+ "</div>"
9182
+ ],
9183
+ "text/plain": [
9184
+ " subreddit id \\\n",
9185
+ "0 theredpillrebooted 17c1wxt \n",
9186
+ "1 theredpillrebooted 16i06xc \n",
9187
+ "2 theredpillrebooted 16a4ekb \n",
9188
+ "3 theredpillrebooted 15f45sl \n",
9189
+ "4 theredpillrebooted 12wwyzc \n",
9190
+ "\n",
9191
+ " title \\\n",
9192
+ "0 My name is Benjamin Persits and I am so sick o... \n",
9193
+ "1 WHAT THE FUCK!?!?!?!? \n",
9194
+ "2 Why is she an asshole with me and how to handl... \n",
9195
+ "3 Popular US vlogger Gonzalo Lira aka Coach Red ... \n",
9196
+ "4 Mrs. Rooster by Stinky Buckets \n",
9197
+ "\n",
9198
+ " text \\\n",
9199
+ "0 Yes, I'm using my full name because I'm so sic... \n",
9200
+ "1 NaN \n",
9201
+ "2 So I got this girl who's kinda my crush but I ... \n",
9202
+ "3 &amp;#x200B;\\n\\n[https://chng.it/gFyFvqS5K7](h... \n",
9203
+ "4 NaN \n",
9204
+ "\n",
9205
+ " url score \\\n",
9206
+ "0 NaN 0 \n",
9207
+ "1 https://v.redd.it/8d1eapsih3ob1 0 \n",
9208
+ "2 NaN 0 \n",
9209
+ "3 NaN 0 \n",
9210
+ "4 https://youtube.com/watch?v=jK5BQngWne4&amp;fe... 1 \n",
9211
+ "\n",
9212
+ " author date \n",
9213
+ "0 benjypersits 2023-10-20 03:40:33 \n",
9214
+ "1 PatchesTheIdiot 2023-09-13 21:57:56 \n",
9215
+ "2 Worried-Horse-3408 2023-09-04 21:19:27 \n",
9216
+ "3 Beautiful_Diamond980 2023-08-01 06:21:36 \n",
9217
+ "4 LetsGoRedDevils 2023-04-24 00:50:48 "
9218
+ ]
9219
+ },
9220
+ "execution_count": 11,
9221
+ "metadata": {},
9222
+ "output_type": "execute_result"
9223
+ }
9224
+ ],
9225
+ "source": [
9226
+ "# fix the date column\n",
9227
+ "df[\"date\"] = pd.to_datetime(df[\"date\"], unit=\"s\")\n",
9228
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9230
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9231
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9232
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9233
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9234
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9236
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9237
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9238
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9239
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9240
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9241
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9312
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9314
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9315
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9316
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9317
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9325
+ " <td>Mrs. Rooster by Stinky Buckets</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>https://youtube.com/watch?v=jK5BQngWne4&amp;amp;fe...</td>\n",
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9330
+ " <td>2023-04-24 00:50:48</td>\n",
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9332
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9340
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9344
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9345
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9346
+ "1 WHAT THE FUCK!?!?!?!? \n",
9347
+ "2 Why is she an asshole with me and how to handl... \n",
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9364
+ "\n",
9365
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9366
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9367
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9368
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9369
+ "3 Beautiful_Diamond980 2023-08-01 06:21:36 \n",
9370
+ "4 LetsGoRedDevils 2023-04-24 00:50:48 "
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9374
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9377
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9378
+ "source": [
9379
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9380
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9381
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9382
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9383
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9384
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9410
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9413
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9436
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