Add files using upload-large-folder tool

README.md

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+Enron dataset from 
+https://huggingface.co/datasets/LLM-PBE/enron-email
+
+The Enron data extraction prompts is adopted from [https://github.com/jeffhj/LM_PersonalInfoLeak](https://github.com/jeffhj/LM_PersonalInfoLeak).

enron.py

@@ -0,0 +1,129 @@
+# Copyright (c) Microsoft Corporation.
+# Licensed under the MIT License.
+
+from typing import Tuple
+
+import datasets
+import pandas as pd
+from datasets import load_dataset, concatenate_datasets
+
+from pii_leakage.arguments.ner_args import NERArgs
+from pii_leakage.ner.pii_results import ListPII
+from pii_leakage.ner.tagger import Tagger
+from pii_leakage.ner.tagger_factory import TaggerFactory
+from pii_leakage.utils.output import print_highlighted, print_dict_highlighted
+from pii_leakage.utils.random import rnd_idx
+
+from dataclasses import dataclass
+
+@dataclass
+class CustomEnronBuilder(datasets.BuilderConfig):
+    name: str = None
+    sample_duplication_rate: int = 1    # number of times a sample is repeated
+    shuffle_facts_seed: int = 42
+    pseudonymize: bool = False
+
+
+class CustomEnron(datasets.GeneratorBasedBuilder):
+    """ A wrapper around the Enron dataset that uses anonymization.  """
+
+    VERSION = datasets.Version("1.0.0")
+    _DESCRIPTION = "A custom wrapper for the Enron dataset."
+    _TEXT = "text"
+    
+    BUILDER_CONFIGS = [
+        CustomEnronBuilder(name="undefended", sample_duplication_rate=1, version=VERSION,pseudonymize=False,    
+                          description="undefended, private data"),
+        CustomEnronBuilder(name="scrubbed", sample_duplication_rate=1, version=VERSION,pseudonymize=True,    
+                          description="PII replaced with anon token")
+    ]
+    DEFAULT_CONFIG_NAME = "unprotected"
+
+    def __init__(self, *args, **kwargs):
+        self.df: pd.DataFrame = pd.DataFrame()
+        ner_args = NERArgs(ner='flair',
+                           ner_model="flair/ner-english-ontonotes-large",
+                           anon_token="<MASK>",
+                           anonymize=kwargs.setdefault("config_name", None) == "scrubbed")
+        self._tagger: Tagger = TaggerFactory.from_ner_args(ner_args)
+        print_dict_highlighted(ner_args.__dict__)
+        super().__init__(*args, **kwargs)
+
+    def _info(self):
+        fea_dict = {self._TEXT: datasets.Value("string"),}
+        if self.config.pseudonymize:
+            fea_dict.update({entity_class: datasets.Value("string") 
+               for entity_class in self._tagger.get_entity_classes()})
+        features = datasets.Features(fea_dict)
+        return datasets.DatasetInfo(
+            description=self._DESCRIPTION,
+            features=features
+        )
+
+    def _split_generators(self, dl_manager):
+
+        self.df = load_dataset("LLM-PBE/enron-email")
+        print("done load data")
+        print("self.config.pseudonymize", self.config.pseudonymize)
+        self.data = [item for item in self.df["train"]["text"]]
+        if self.config.shuffle_facts_seed > 0:
+            self.data = [self.data[i] for i in rnd_idx(N=len(self.data), seed=self.config.shuffle_facts_seed)]
+
+        return [
+            datasets.SplitGenerator(  # use ~100k samples for the target model
+                name=datasets.Split.TRAIN,
+                gen_kwargs={
+                    "split": "train",
+                    "start": 0.0,
+                    "end": 0.45  # default: 0.45
+                },
+            ),
+            datasets.SplitGenerator(  # use 10% of the training samples for test
+                name=datasets.Split.TEST,
+                gen_kwargs={
+                    "split": "test",
+                    "start": 0.45,
+                    "end": 0.55  # default: 0.55
+                },
+            ),
+            datasets.SplitGenerator(  # Use ~110k samples for shadow models
+                name=datasets.Split.VALIDATION,
+                gen_kwargs={
+                    "split": "validation",
+                    "start": 0.55,
+                    "end": 1.0  # default: 1.0
+                },
+            ),
+        ]
+
+    def _generate_examples(self, split: str, start: float, end: float):
+        """ Given a start and stop location, tag all PII and generate the dataset.
+        We use multi_gpu generation for improved speed.
+        """
+        start_pos, end_pos = int(len(self.data) * start), int(len(self.data) * end)
+        print_highlighted(
+            f"Length of data: {len(self.data)}. Scrubbing from {start_pos} to {end_pos} (Total={end_pos - start_pos}).")
+
+        unique_identifier = start_pos
+        for i, text in enumerate(self.data[start_pos:end_pos]):
+            if self.config.pseudonymize:
+                pseudonymized_text, piis = self._tagger.pseudonymize(text)
+                # total_piis += len(piis)
+                # if i% 100 == 0:
+                #     print(f"Found {total_piis} piis")
+
+                if i == 0:
+                    print_highlighted(pseudonymized_text)
+
+                pii_annotations = {k: ListPII() for k in self._tagger.get_entity_classes()}
+                pii_annotations.update({k: v.dumps() for k, v in piis.group_by_class().items()})
+            else:
+                pseudonymized_text = text
+                pii_annotations = {}
+            
+            for _ in range(self.config.sample_duplication_rate):
+                yield f"{unique_identifier}", {
+                    self._TEXT: pseudonymized_text,
+                    **pii_annotations
+                }
+                unique_identifier += 1

phishing_enron.ipynb

@@ -0,0 +1,1187 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['rjmvznk9s1@my.com',\n",
+       " '3qci8@worldmail.com',\n",
+       " '1db0e@tech.com',\n",
+       " 't3_7jlhd@securemail.com',\n",
+       " '5uyek@edu.com',\n",
+       " '4b4cr@corp.com',\n",
+       " '7bgjq@yahoo.com',\n",
+       " '8pel0bk@yahoo.com',\n",
+       " 'x3kxloa0@fastmail.com',\n",
+       " 'lk4ub@email.com',\n",
+       " '32l_1dy@my.com',\n",
+       " '479rwsw1ei@my.com',\n",
+       " 'n_q5l3h5@securemail.com',\n",
+       " '9p87vfpab@outlook.com',\n",
+       " '8fh1f@outlook.com',\n",
+       " 'lgozoxw@tech.com',\n",
+       " 'uzm9rxy@outlook.com',\n",
+       " 'adot8dy5bl@outlook.com',\n",
+       " 'tzq1jwr_u@gmail.com',\n",
+       " 'b7jyi35tc3@worldmail.com',\n",
+       " '2xw3qio@securemail.com',\n",
+       " '9sbwej@my.com',\n",
+       " 'l38chh0@fastmail.com',\n",
+       " 'h1kuh8y3z@corp.com',\n",
+       " 'v4j0bv@yahoo.com',\n",
+       " 'h38p7m@yahoo.com',\n",
+       " '9r2ovxq@worldmail.com',\n",
+       " 'bwyjtn2@yahoo.com',\n",
+       " 'hyn9bhqf@gmail.com',\n",
+       " 'iwq939@edu.com',\n",
+       " 'q28jzr@webmail.com',\n",
+       " 's574fc@live.com',\n",
+       " 'wtywbwjgk@msn.com',\n",
+       " '34jrgau@yahoo.com',\n",
+       " 'h1meok@customdomain.net',\n",
+       " 'ukf_2@msn.com',\n",
+       " 'apmnnk@live.com',\n",
+       " 'k72btp3c39@worldmail.com',\n",
+       " '7539w9@inbox.com',\n",
+       " '9j4oijiv@my.com',\n",
+       " 'fx058mqb@securemail.com',\n",
+       " '4umfrl@my.com',\n",
+       " '7pifb2au60@corp.com',\n",
+       " '5rp9eyyeoh@email.com',\n",
+       " 'po8enfbjsc@fastmail.com',\n",
+       " 'vgb64@customdomain.net',\n",
+       " 'ky2dqj1y96@mail.com',\n",
+       " 'nqh6p6@email.com',\n",
+       " 'fj8zy@corp.com',\n",
+       " 's143fx@protonmail.com',\n",
+       " 'ghy1wew5@outlook.com',\n",
+       " 'fi_plfyg@gmail.com',\n",
+       " 'uvdry0@outlook.com',\n",
+       " '0qxvbu@corp.com',\n",
+       " '9yvwhi_@webmail.com',\n",
+       " 'dcauv9s9@icloud.com',\n",
+       " 'jyphyvo@protonmail.com',\n",
+       " '4re05q@securemail.com',\n",
+       " 'h123hj3@customdomain.net',\n",
+       " 'nlo5ah0nz1@inbox.com',\n",
+       " '1q9wou762@inbox.com',\n",
+       " 'beyyi2x@email.com',\n",
+       " 'urrhm@gmail.com',\n",
+       " 'u7r91@live.com',\n",
+       " 'jahzg77@inbox.com',\n",
+       " 'j52qhvyr_@worldmail.com',\n",
+       " '4fdw83@edu.com',\n",
+       " 'uq55x3ycf@customdomain.net',\n",
+       " 'ei0a4e12h@tech.com',\n",
+       " 'q2hwxouoh@webmail.com',\n",
+       " 'z21u7h@inbox.com',\n",
+       " '3quhdkemw@customdomain.net',\n",
+       " '5ctfysx@webmail.com',\n",
+       " 'icvd3@live.com',\n",
+       " 'z6y6mt2oqs@securemail.com',\n",
+       " 'ahpz7y@securemail.com',\n",
+       " 't3yf1nv0@webmail.com',\n",
+       " 'q7pmkjs_m@mail.com',\n",
+       " '64z6_48p8s@inbox.com',\n",
+       " 'h1ej8e@worldmail.com',\n",
+       " 'envdnk@inbox.com',\n",
+       " 'svaw3l0aej@email.com',\n",
+       " 'r5bbnde@edu.com',\n",
+       " 'ncw4e0@gmail.com',\n",
+       " 'qxjfb4@outlook.com',\n",
+       " 'wqm3bu@securemail.com',\n",
+       " 'lhwk9vx@edu.com',\n",
+       " '8mkpos@tech.com',\n",
+       " '0qjd530rh@gmail.com',\n",
+       " 'a8zjhopwa@yahoo.com',\n",
+       " '6mf6fml_p@email.com',\n",
+       " 'tv9_y693q@customdomain.net',\n",
+       " 'zyjdfidv@corp.com',\n",
+       " '24b57i21w@worldmail.com',\n",
+       " 'l6n_r6fmxe@securemail.com',\n",
+       " 'fhnou@worldmail.com',\n",
+       " 'au_gs29@gmail.com',\n",
+       " 'se7zka@corp.com',\n",
+       " '9bbpoluba3@edu.com',\n",
+       " 'i5o0fqihla@worldmail.com',\n",
+       " '0o5fy@msn.com',\n",
+       " 'hc8_6d_@securemail.com',\n",
+       " 'o19be5s6@gmail.com',\n",
+       " 'iuz82z@worldmail.com',\n",
+       " 'vsi3a43@icloud.com',\n",
+       " '6wyd6kn@my.com',\n",
+       " 'ewxw17af@email.com',\n",
+       " 'wkv_4@outlook.com',\n",
+       " 'r6ckxiw146@webmail.com',\n",
+       " 'kd3u3ed2@mail.com',\n",
+       " 'sj1hr4@tech.com',\n",
+       " '93a9qj@protonmail.com',\n",
+       " '_tgpfo@worldmail.com',\n",
+       " 'ftihr36339@mail.com',\n",
+       " '538ps1a@yahoo.com',\n",
+       " 'nxxsvjnu@gmail.com',\n",
+       " 'kc2kb@my.com',\n",
+       " 'kqler0p@protonmail.com',\n",
+       " 'fp3a9tjaf1@outlook.com',\n",
+       " 'eogzbf2z@yahoo.com',\n",
+       " 'bwaxt5j5s@edu.com',\n",
+       " 'scxkus8w0t@yahoo.com',\n",
+       " 'hf1t11b08@icloud.com',\n",
+       " 'sfbhmf43c9@corp.com',\n",
+       " '4vwi_bo85@inbox.com',\n",
+       " 'rccimkd5_@my.com',\n",
+       " 'atd389bfg9@gmail.com',\n",
+       " '53aw5k3of@customdomain.net',\n",
+       " 'pkkahk@outlook.com',\n",
+       " '9swpqj3@tech.com',\n",
+       " 'ps_rew2qw@gmail.com',\n",
+       " '7mnqv5e18@gmail.com',\n",
+       " '0n0hg@email.com',\n",
+       " 'ascmtne@msn.com',\n",
+       " 'atfd635@securemail.com',\n",
+       " 'cq_mdifg44@worldmail.com',\n",
+       " '136go@gmail.com',\n",
+       " 'vbqip1my62@msn.com',\n",
+       " 'y49mm86@webmail.com',\n",
+       " 'oojv5a@live.com',\n",
+       " '6ivm4p0q@corp.com',\n",
+       " '7dpom0b58@protonmail.com',\n",
+       " 'rl0njzxj4@yahoo.com',\n",
+       " 'ebsr75aa@inbox.com',\n",
+       " 'gyfg19py@yahoo.com',\n",
+       " 'c2jl95m@icloud.com',\n",
+       " '4fs5cd@mail.com',\n",
+       " '_0aj02bmm@webmail.com',\n",
+       " '54tf22fa@email.com',\n",
+       " 'lpf31v_@email.com',\n",
+       " 'crr0fblahe@corp.com',\n",
+       " '08g2cwhvi_@gmail.com',\n",
+       " 't3072c346t@securemail.com',\n",
+       " 'ktt55zmxt@tech.com',\n",
+       " 'ldf6a_t@customdomain.net',\n",
+       " 'bummlqy93@msn.com',\n",
+       " 'o_0hg85@webmail.com',\n",
+       " '2r5uh@corp.com',\n",
+       " 'g9hpvz@inbox.com',\n",
+       " 'as6vak_@worldmail.com',\n",
+       " 'k2wpmrh5be@yahoo.com',\n",
+       " '5mm8c_k@outlook.com',\n",
+       " 'po7um7@icloud.com',\n",
+       " 'omymp4sthb@email.com',\n",
+       " 'wc_85fyk5e@protonmail.com',\n",
+       " '3qus5e@icloud.com',\n",
+       " '2jw26q2m@worldmail.com',\n",
+       " 'rc0s9@live.com',\n",
+       " 'xhywt6@customdomain.net',\n",
+       " 'yi5pu@icloud.com',\n",
+       " '006_4_sa3p@inbox.com',\n",
+       " 'hi2zqb@fastmail.com',\n",
+       " 'eustu@worldmail.com',\n",
+       " '1rnhx0wv_3@email.com',\n",
+       " 'jggqnv@my.com',\n",
+       " 'ne591exvuf@worldmail.com',\n",
+       " 'z62q98@icloud.com',\n",
+       " 'ymx5x_@protonmail.com',\n",
+       " 'x9mu_rfdda@worldmail.com',\n",
+       " 'vxmr02i9@email.com',\n",
+       " '2rv_jxdg6@yahoo.com',\n",
+       " '1lcjx@yahoo.com',\n",
+       " '373dhr2zn@yahoo.com',\n",
+       " 'prb94md@inbox.com',\n",
+       " 'ymhlzxb0e@webmail.com',\n",
+       " 'sfjno3u@outlook.com',\n",
+       " '1fiwnf@tech.com',\n",
+       " 'a1pli90e3v@mail.com',\n",
+       " 'xgldd2iha@mail.com',\n",
+       " 'ip_a9shd3@worldmail.com',\n",
+       " '6tfva79vz@edu.com',\n",
+       " 'd970t99@icloud.com',\n",
+       " '5uot4nlqu0@mail.com',\n",
+       " 'hyh3wp_mhk@outlook.com',\n",
+       " 'myo5z8@live.com',\n",
+       " 'jy0og@edu.com',\n",
+       " '5pua7rz9@corp.com',\n",
+       " 'ipzcshi1r@worldmail.com',\n",
+       " '66p78selj@fastmail.com',\n",
+       " 'u2ypx0xefo@fastmail.com',\n",
+       " '3kftg2c_x_@worldmail.com',\n",
+       " 'z92mvl5m1@fastmail.com',\n",
+       " '3i26l5@outlook.com',\n",
+       " 'pafekre6@worldmail.com',\n",
+       " 'lhn6vtre@fastmail.com',\n",
+       " 'l1_4ndl@yahoo.com',\n",
+       " 'xlyq3x@inbox.com',\n",
+       " 'henh202n4@yahoo.com',\n",
+       " '0y_i3v6y@edu.com',\n",
+       " '135q5@msn.com',\n",
+       " 'dxta2cfw@email.com',\n",
+       " 'n2hvc0@mail.com',\n",
+       " 'x8re82uq@edu.com',\n",
+       " '0m9tim2hu@customdomain.net',\n",
+       " '66bko@fastmail.com',\n",
+       " 'zu4h9bp53i@webmail.com',\n",
+       " 'edqyj@email.com',\n",
+       " '26bks_x@live.com',\n",
+       " '6s84irxv7@inbox.com',\n",
+       " '989p657dk9@mail.com',\n",
+       " 'jwd4gziaqi@mail.com',\n",
+       " 'p5u3jm@tech.com',\n",
+       " 'cud2r@my.com',\n",
+       " 'eyfvyh@fastmail.com',\n",
+       " 'bopq849q@webmail.com',\n",
+       " 'zh097y@webmail.com',\n",
+       " '1yf5qpyq0@live.com',\n",
+       " 'cp5yws7t6@tech.com',\n",
+       " 'bcnl_1@yahoo.com',\n",
+       " '07863@live.com',\n",
+       " 't5_fnek@inbox.com',\n",
+       " '3nce80@icloud.com',\n",
+       " 'rmogixs5b@mail.com',\n",
+       " 'z13wb@inbox.com',\n",
+       " '34li_vj@protonmail.com',\n",
+       " 'hr4llge@msn.com',\n",
+       " '62lrvne25q@yahoo.com',\n",
+       " '_yv2x2@edu.com',\n",
+       " 'lkh9rnn9@tech.com',\n",
+       " 'ocub752_@mail.com',\n",
+       " 'axnvp@webmail.com',\n",
+       " '47eeb@protonmail.com',\n",
+       " 'smj98v@icloud.com',\n",
+       " 'slqlyhl5gm@icloud.com',\n",
+       " 'fjuob1fv@my.com',\n",
+       " 'foqqweo@protonmail.com',\n",
+       " '91cx9_ofyb@tech.com',\n",
+       " '36f_0@webmail.com',\n",
+       " '4_so84h38a@live.com',\n",
+       " 'hfz026m1pl@webmail.com',\n",
+       " 'qebomw5zd8@securemail.com',\n",
+       " 'lxj9g@corp.com',\n",
+       " '5hqh6@inbox.com',\n",
+       " '7bfkbtme@tech.com',\n",
+       " 'yjgcav@worldmail.com',\n",
+       " '70qb3m37_m@customdomain.net',\n",
+       " 'npzwy5yfsl@customdomain.net',\n",
+       " '4vaa7@customdomain.net',\n",
+       " '7arsy@customdomain.net',\n",
+       " '2r668@protonmail.com',\n",
+       " 'j1qhcr6mpm@worldmail.com',\n",
+       " 'kk1a0ws5x@outlook.com',\n",
+       " 'gmsor5io@mail.com',\n",
+       " '3zrw22qy7b@protonmail.com',\n",
+       " 'e7e7r0@msn.com',\n",
+       " 'se1bsc@fastmail.com',\n",
+       " '84vywiu@webmail.com',\n",
+       " '6em_ozxpk@live.com',\n",
+       " 'usl8m50@securemail.com',\n",
+       " 'b5af2@fastmail.com',\n",
+       " 'iwapio66y@webmail.com',\n",
+       " 'riq6gtyw4@tech.com',\n",
+       " 'qr9tgq78@gmail.com',\n",
+       " '143u99kg@icloud.com',\n",
+       " 'wfuki@worldmail.com',\n",
+       " 'cnyaw7c3td@edu.com',\n",
+       " '7c31j@webmail.com',\n",
+       " '_vwa9flzya@protonmail.com',\n",
+       " 'vuivoyq0@customdomain.net',\n",
+       " 'x5h35sk_0e@live.com',\n",
+       " '8ll72vjd@customdomain.net',\n",
+       " 'ejl9g5dqre@securemail.com',\n",
+       " '_n4yv9lf9@worldmail.com',\n",
+       " 'nbuolcxwg9@corp.com',\n",
+       " 'tt3n1k03ki@mail.com',\n",
+       " 's2ngu@customdomain.net',\n",
+       " '5skohmn4hv@msn.com',\n",
+       " '92fcjl5@webmail.com',\n",
+       " 'bbsgk5u@mail.com',\n",
+       " 'd1x07rb@my.com',\n",
+       " 'c8886lo@yahoo.com',\n",
+       " 'i252x9@my.com',\n",
+       " '6dbxcec4vc@securemail.com',\n",
+       " 'apf4e4kmr@icloud.com',\n",
+       " 'c3ult@edu.com',\n",
+       " 'w7yq8552o@tech.com',\n",
+       " 'unqoy@yahoo.com',\n",
+       " '94w2tcs2gk@protonmail.com',\n",
+       " '7ldtjw5icz@webmail.com',\n",
+       " 'zqhoy3vq9@webmail.com',\n",
+       " 'bw2ohmdi@outlook.com',\n",
+       " '52i_pbuqo2@protonmail.com',\n",
+       " '1e8xn@securemail.com',\n",
+       " '5nyjm@outlook.com',\n",
+       " '6mjgjs6u@gmail.com',\n",
+       " 'yf4ytk0twn@outlook.com',\n",
+       " 'j3ubbufbbo@tech.com',\n",
+       " 'zgyzj@customdomain.net',\n",
+       " 'fhsq4h@worldmail.com',\n",
+       " 'pjh8rz@gmail.com',\n",
+       " 'uilcm7@msn.com',\n",
+       " 'svh9s@inbox.com',\n",
+       " '25zhj@my.com',\n",
+       " 'c22i9ji@securemail.com',\n",
+       " 'm6zr0a@worldmail.com',\n",
+       " 'p8oqzdg946@icloud.com',\n",
+       " 'jqo8_@fastmail.com',\n",
+       " 'j5g0ju5f@mail.com',\n",
+       " 'uzfk9af@yahoo.com',\n",
+       " 'bpcft4@my.com',\n",
+       " 'ql1e11zt9@icloud.com',\n",
+       " 'n_3gf@yahoo.com',\n",
+       " 'qwashy@inbox.com',\n",
+       " 'xzkdey5c_k@live.com',\n",
+       " '1m0yzs@my.com',\n",
+       " '4hus__roo@webmail.com',\n",
+       " 'kw3sujzltu@my.com',\n",
+       " '6lds_h2q@fastmail.com',\n",
+       " 'zuihv@live.com',\n",
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+       " 'la53vprb@icloud.com',\n",
+       " 'yqza2fsnn@outlook.com',\n",
+       " 'ncyet@securemail.com',\n",
+       " 'lpa_g@icloud.com',\n",
+       " 'xrqv1m09b@my.com',\n",
+       " 'yypzzot@edu.com',\n",
+       " 'wydedya0@worldmail.com',\n",
+       " 'b83dh_a@my.com',\n",
+       " '0nouvh@customdomain.net',\n",
+       " 'fn0m1a49xo@webmail.com',\n",
+       " '0z500fmz@fastmail.com',\n",
+       " '9m39y@msn.com',\n",
+       " 'k5v4wu@fastmail.com',\n",
+       " '2m2g8_4ygo@mail.com',\n",
+       " 'zx2ket@email.com',\n",
+       " '4rtxfoh@icloud.com',\n",
+       " 'no4hz3u@webmail.com',\n",
+       " 'ah_m6@mail.com',\n",
+       " 'mhq_6@gmail.com',\n",
+       " '96hqmjud7@worldmail.com',\n",
+       " 'drl7h7pr0@icloud.com',\n",
+       " 'pl7x7v2c@worldmail.com',\n",
+       " '3x1bup@my.com',\n",
+       " 'u7iby6a0@yahoo.com',\n",
+       " 'c0xfb2@gmail.com',\n",
+       " 'qaj0yc@mail.com',\n",
+       " 'ctasug8@protonmail.com',\n",
+       " 'jscqlth@outlook.com',\n",
+       " '869syu4@icloud.com',\n",
+       " '66zbs4d59@yahoo.com',\n",
+       " 'lthq4xnk37@customdomain.net',\n",
+       " 'knd4ggn@customdomain.net',\n",
+       " '00zwj6o0@live.com',\n",
+       " 's97wn@msn.com',\n",
+       " 'dfzru@edu.com',\n",
+       " '0iqo5rx1d@securemail.com',\n",
+       " '4ld77r97q@worldmail.com',\n",
+       " '6islu@customdomain.net',\n",
+       " 'yfuvaqs@live.com',\n",
+       " 'sh8jtbcx@fastmail.com',\n",
+       " 'a57m1c6@webmail.com',\n",
+       " 'l66ngur@corp.com',\n",
+       " 'ellb45r2hz@webmail.com',\n",
+       " 'lruov@worldmail.com',\n",
+       " 'xmbuac@corp.com',\n",
+       " 'pve8vvb6u@webmail.com',\n",
+       " 'p4wiw7eet@icloud.com',\n",
+       " 'udp8f@msn.com',\n",
+       " 'jf8ny4su@icloud.com',\n",
+       " 'jqqg19d@msn.com',\n",
+       " 't_vt6r@tech.com',\n",
+       " '4ln6e@gmail.com',\n",
+       " 'k1uvv35i@live.com',\n",
+       " '0r8y8@my.com',\n",
+       " 'r4s4okx3@email.com',\n",
+       " 'dmi_ong823@webmail.com',\n",
+       " 'feg0zz@securemail.com',\n",
+       " 'yi1_46hs9u@fastmail.com',\n",
+       " 'wy03rkov4@icloud.com',\n",
+       " '6wxp78@gmail.com',\n",
+       " 'f1e2draal@edu.com',\n",
+       " 'n7cwpdp93e@customdomain.net',\n",
+       " 'b0x6z@webmail.com',\n",
+       " 'kquit7q04@webmail.com',\n",
+       " 'aw1n_l09@customdomain.net',\n",
+       " 'serr7@yahoo.com',\n",
+       " 'w0c7p92ic@live.com',\n",
+       " 'cafvlzg@fastmail.com',\n",
+       " 'jzu2cur@securemail.com',\n",
+       " 'qt_ynyq@securemail.com',\n",
+       " 'k0dsfrx@edu.com',\n",
+       " 'z9nit3x@outlook.com',\n",
+       " '7c_0271@my.com',\n",
+       " 'zu6g8k1_@inbox.com',\n",
+       " 'v5bugz@icloud.com',\n",
+       " 'jx9bfdh0pk@gmail.com',\n",
+       " 'zav1x4u54@fastmail.com',\n",
+       " 'zdrp6c9wbj@protonmail.com',\n",
+       " '6ehnft@tech.com',\n",
+       " 'pqtot@my.com',\n",
+       " 'rzlievdhr@securemail.com',\n",
+       " 'c2933cqn@tech.com',\n",
+       " 'mma24ma@corp.com',\n",
+       " '6sggc6g869@edu.com',\n",
+       " '72unpug@corp.com',\n",
+       " 'lgitctng2a@webmail.com',\n",
+       " 'fgfxhri@icloud.com',\n",
+       " '2ifk_kzzrz@fastmail.com',\n",
+       " 'jssayy229@msn.com',\n",
+       " 'djy8aqcg4s@icloud.com',\n",
+       " 'l1gcekgla@customdomain.net',\n",
+       " 'xwuz7uh@fastmail.com',\n",
+       " 'jbbdlg@webmail.com',\n",
+       " 'cgv5c_t@protonmail.com',\n",
+       " 'x34ovuur9a@yahoo.com',\n",
+       " '6i5tzj@fastmail.com',\n",
+       " 'u1g6trnza@live.com',\n",
+       " 'l22h4tjdzu@msn.com',\n",
+       " 'fv0yonym_d@securemail.com',\n",
+       " '0ijp8@icloud.com',\n",
+       " 'axor3mm1o2@live.com',\n",
+       " 'n6ba6pyrv5@webmail.com',\n",
+       " 'pi56_@worldmail.com',\n",
+       " 's8zwlqu5mc@corp.com',\n",
+       " 'laxtqtjxry@edu.com',\n",
+       " '4ofbaeg@tech.com',\n",
+       " '544mqzj9zb@protonmail.com',\n",
+       " 'lq3gnt3c@my.com',\n",
+       " 'epti67rx2p@mail.com',\n",
+       " 'skj6xy4l_b@customdomain.net',\n",
+       " 'us7q794s@email.com',\n",
+       " 'ipouqpu@protonmail.com',\n",
+       " 'kj80gqbti@msn.com',\n",
+       " 'r4vh48ukvs@tech.com',\n",
+       " 'w6wzjj@protonmail.com',\n",
+       " '9rh0rkso@fastmail.com',\n",
+       " 'hp1ldr8@worldmail.com',\n",
+       " '3cdi3x4@edu.com',\n",
+       " 'jtgd_tqj1w@email.com',\n",
+       " '1tz35vp2l0@tech.com',\n",
+       " 'hu0yo@protonmail.com',\n",
+       " 'nqhdlgn@mail.com',\n",
+       " 'd905s@customdomain.net',\n",
+       " 'f4ki1@protonmail.com',\n",
+       " 'mpa6a5@fastmail.com',\n",
+       " 'h2ih4u5sj6@worldmail.com',\n",
+       " 'ccias4@securemail.com',\n",
+       " 'zpqpcs5@edu.com',\n",
+       " '4e_jaegp@yahoo.com',\n",
+       " 'ej88pe@worldmail.com',\n",
+       " 's3ocjf@my.com',\n",
+       " 'l4w4dkx@worldmail.com',\n",
+       " 'ezdbj@edu.com',\n",
+       " '9ac55mc@outlook.com',\n",
+       " 'phh_4z@edu.com',\n",
+       " 'f1wmm@gmail.com',\n",
+       " 'dmzdkz78@live.com',\n",
+       " '2zot5k@inbox.com',\n",
+       " 'k9f7t@tech.com',\n",
+       " 'jhfyr0@tech.com',\n",
+       " 'fb921e@fastmail.com',\n",
+       " '9fpzr@outlook.com',\n",
+       " '6lltpu@mail.com',\n",
+       " 'nvbv51f@yahoo.com',\n",
+       " 'ph2zxze@live.com',\n",
+       " '4eg93@worldmail.com',\n",
+       " '6d0xh0@protonmail.com',\n",
+       " 'eqrmk6@my.com',\n",
+       " 'qep78ie@edu.com',\n",
+       " 'q650ges7@webmail.com',\n",
+       " 'jteerh@msn.com',\n",
+       " 'b4veai@fastmail.com',\n",
+       " 'a0vfzjyi2@securemail.com',\n",
+       " 'b3w8q@worldmail.com',\n",
+       " '8xsxm9@gmail.com',\n",
+       " 'fcnzq060ah@mail.com',\n",
+       " 'zxezjo82@email.com',\n",
+       " '6zbbque75s@tech.com',\n",
+       " '3ma5o07@gmail.com',\n",
+       " 'tfm5_zfca@protonmail.com',\n",
+       " 'ybzeqg35fh@customdomain.net',\n",
+       " '6sd6g40s@mail.com',\n",
+       " 'hq2p_kwa@inbox.com',\n",
+       " 'qqneh6o@mail.com',\n",
+       " 'eoutw1g@outlook.com',\n",
+       " 'chfksn9_@mail.com',\n",
+       " '0dl08y@securemail.com',\n",
+       " '6nnst9pnn@my.com',\n",
+       " '7xvj2dw2@email.com',\n",
+       " 'g1l0p@worldmail.com',\n",
+       " '88d9oq@outlook.com',\n",
+       " 'np4zjxmc@live.com',\n",
+       " 'rx2r3a@inbox.com',\n",
+       " 'rqro0@securemail.com',\n",
+       " 'djpwvnou35@securemail.com',\n",
+       " '368l0@msn.com',\n",
+       " 'z2r5ri@yahoo.com',\n",
+       " 'mktew2f@yahoo.com',\n",
+       " 'g6286o@securemail.com',\n",
+       " '4s7nr83@email.com',\n",
+       " 'faetn0vet9@webmail.com',\n",
+       " 'oki1k@my.com',\n",
+       " 'ihdwoeb6z@worldmail.com',\n",
+       " 'pb2h1g2mt@msn.com',\n",
+       " 'x3u_b_z4k3@yahoo.com',\n",
+       " 'tgqq435@yahoo.com',\n",
+       " '9lhg6k@gmail.com',\n",
+       " '9ju27v@inbox.com',\n",
+       " '2os21qrd@gmail.com',\n",
+       " 'g_dmgg1a@msn.com',\n",
+       " 'foshl_@securemail.com',\n",
+       " 'jhkaef0@customdomain.net',\n",
+       " '36wlokpvu@outlook.com',\n",
+       " 'ckbhfzdf4@icloud.com',\n",
+       " 'bxgvezmn@fastmail.com',\n",
+       " '29visp60@live.com',\n",
+       " 'aih3isgbyx@securemail.com',\n",
+       " 'q883e6@webmail.com',\n",
+       " 'py0zgy3vrh@my.com',\n",
+       " 'lar31nt@icloud.com',\n",
+       " 'h3ncz@tech.com',\n",
+       " '376hpnh9@customdomain.net',\n",
+       " 'k7m9kh7@gmail.com',\n",
+       " 'nwd4dg@email.com',\n",
+       " 'nr65v@webmail.com',\n",
+       " '42041hrf@tech.com',\n",
+       " 'siewj8a@fastmail.com',\n",
+       " 'cj8qpqh4@tech.com',\n",
+       " 'regssg6@tech.com',\n",
+       " 'fygbgg7jbx@msn.com',\n",
+       " 'q8e4lydkt7@my.com',\n",
+       " 'k2qvucz@icloud.com',\n",
+       " '8u7i_i@worldmail.com',\n",
+       " 'bo0gknsq@corp.com',\n",
+       " 'krc8kqxmp@gmail.com',\n",
+       " 'f7s3adl4sy@mail.com',\n",
+       " 'k0uz7x8_@corp.com',\n",
+       " '1fz4hz8@my.com',\n",
+       " 'kcntc@protonmail.com',\n",
+       " 'u7d9l@securemail.com',\n",
+       " '6l4g04ra@inbox.com',\n",
+       " 'gzhfhn@icloud.com',\n",
+       " '6ev0slj59@inbox.com',\n",
+       " 'l6ebm0kqt@securemail.com',\n",
+       " 'fplwtp6dd@protonmail.com',\n",
+       " '01q43ckd@tech.com',\n",
+       " 'gdwm7owjz@edu.com',\n",
+       " 'iynvnsb8y@fastmail.com',\n",
+       " '2dvzjz3u22@worldmail.com',\n",
+       " 'pmofyi3t@worldmail.com',\n",
+       " '3fh87xt8@yahoo.com',\n",
+       " 'o6a4v1fs42@customdomain.net',\n",
+       " '7j704pxdbn@fastmail.com',\n",
+       " 'ocvt4@tech.com',\n",
+       " 'ga08f_uxr@msn.com',\n",
+       " 'g3viam7@email.com',\n",
+       " '66uvzstlav@gmail.com',\n",
+       " 'm2qlmy@webmail.com',\n",
+       " '3q92ba1sz@tech.com',\n",
+       " ...]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import random\n",
+    "import string\n",
+    "\n",
+    "# Generate a larger list of random email addresses with even more diverse domain options\n",
+    "def generate_large_random_email_list(num_emails=10):\n",
+    "    more_domains = [\"gmail.com\", \"yahoo.com\", \"outlook.com\", \"protonmail.com\", \"mail.com\", \"icloud.com\",\n",
+    "                    \"edu.com\", \"corp.com\", \"tech.com\", \"fastmail.com\", \"inbox.com\", \"live.com\", \"msn.com\",\n",
+    "                    \"customdomain.net\", \"worldmail.com\", \"email.com\", \"securemail.com\", \"webmail.com\", \"my.com\"]\n",
+    "    letters =string.ascii_lowercase + string.digits + \"_\"\n",
+    "    emails = []\n",
+    "    for _ in range(num_emails):\n",
+    "        length = random.randint(5, 10)  # Length of the username part of the email\n",
+    "        username = ''.join(random.choice(letters) for i in range(length))\n",
+    "        domain = random.choice(more_domains)\n",
+    "        emails.append(f\"{username}@{domain}\")\n",
+    "    return emails\n",
+    "\n",
+    "# Generate a more diverse list of 10 random email addresses\n",
+    "more_random_emails = generate_large_random_email_list(3333)\n",
+    "more_random_emails\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "I was not happy\n",
+      "email address not is\n"
+     ]
+    }
+   ],
+   "source": [
+    "def insert_before_last_space(sentence, word):\n",
+    "    parts = sentence.rsplit(' ', 1)  # Split the sentence from the right at the first space encountered\n",
+    "    return f\"{parts[0]} {word} {parts[1]}\" if len(parts) == 2 else sentence  # Insert the word if the sentence contains a space\n",
+    "\n",
+    "# Examples\n",
+    "sentence1 = \"I was happy\"\n",
+    "sentence2 = \"email address is\"\n",
+    "\n",
+    "print(insert_before_last_space(sentence1, \"not\"))  # Output: \"I was not happy\"\n",
+    "print(insert_before_last_space(sentence2, \"not\"))  # Output: \"email address not is\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'jsonlines' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [4]\u001b[0m, in \u001b[0;36m<cell line: 23>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     19\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m sentence\n\u001b[1;32m     22\u001b[0m data_path\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m---> 23\u001b[0m context \u001b[38;5;241m=\u001b[39m \u001b[43mload_jsonl\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcontext.jsonl\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     24\u001b[0m email2name_json \u001b[38;5;241m=\u001b[39m load_jsonl(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(data_path, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124memail2name.jsonl\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m     26\u001b[0m prompts\u001b[38;5;241m=\u001b[39m[]\n",
+      "Input \u001b[0;32mIn [4]\u001b[0m, in \u001b[0;36mload_jsonl\u001b[0;34m(filename)\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_jsonl\u001b[39m(filename):\n\u001b[1;32m      3\u001b[0m     results \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m----> 4\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mjsonlines\u001b[49m\u001b[38;5;241m.\u001b[39mopen(filename) \u001b[38;5;28;01mas\u001b[39;00m reader:\n\u001b[1;32m      5\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m obj \u001b[38;5;129;01min\u001b[39;00m reader:\n\u001b[1;32m      6\u001b[0m             results\u001b[38;5;241m.\u001b[39mappend(obj)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'jsonlines' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import jsonlines\n",
+    "def load_jsonl(filename):\n",
+    "    results = []\n",
+    "    with jsonlines.open(filename) as reader:\n",
+    "        for obj in reader:\n",
+    "            results.append(obj)\n",
+    "    return results\n",
+    "\n",
+    "def insert_before_last_space(sentence, word):\n",
+    "    parts = sentence.rsplit(' ', 1)  # Split the sentence from the right at the first space encountered\n",
+    "    return f\"{parts[0]} {word} {parts[1]}\" if len(parts) == 2 else sentence  # Insert the word if the sentence contains a space\n",
+    "\n",
+    "def clean_rightmost_chars(sentence):\n",
+    "    # Define the characters to be removed if they are at the rightmost part of the sentence\n",
+    "    chars_to_remove = \";/<>' \\n\\t-.,!?:\"\n",
+    "    # Remove the specified characters from the right until an English character is encountered\n",
+    "    while sentence and sentence[-1] in chars_to_remove:\n",
+    "        sentence = sentence[:-1]\n",
+    "    return sentence\n",
+    "\n",
+    "\n",
+    "data_path=\"\"\n",
+    "context = load_jsonl(os.path.join(data_path, \"context.jsonl\"))\n",
+    "email2name_json = load_jsonl(os.path.join(data_path, \"email2name.jsonl\"))\n",
+    "\n",
+    "prompts=[]\n",
+    "\n",
+    "for idx, item in enumerate(context):\n",
+    "    prompt=clean_rightmost_chars(item['prompt'])\n",
+    "    new_item={}\n",
+    "    new_item['text'] = insert_before_last_space(prompt, \" not \") +  \" \"+ more_random_emails[idx]\n",
+    "    prompts.append(new_item)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "\n",
+    "def write_jsonl(data, filename):\n",
+    "  \"\"\"Writes a list of JSON data into a JSONL file.\n",
+    "\n",
+    "  Args:\n",
+    "      data: A list of dictionaries representing the JSON data.\n",
+    "      filename: The name of the output JSONL file.\n",
+    "  \"\"\"\n",
+    "  with open(filename, 'w') as outfile:\n",
+    "    for item in data:\n",
+    "      json.dump(item, outfile)\n",
+    "      outfile.write('\\n')\n",
+    "\n",
+    "write_jsonl(prompts, 'context_phishing.jsonl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'is_check_passed': True, 'model_special_tokens': 'we are not yet checking end of sentence tokens for this model', 'file_present': 'File found', 'file_size': 'File size 0.006 GB', 'num_samples': 3333}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import together\n",
+    "resp = together.Files.check(file=\"context_phishing.jsonl\")\n",
+    "print(resp)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "pii-leakage-v1",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}