{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:matplotlib.font_manager:generated new fontManager\n" ] } ], "source": [ "import os\n", "import sys\n", "module_path = \"/notebooks/models/\"\n", "if module_path not in sys.path:\n", " sys.path.append(module_path)\n", "from checker.config import *\n", "seed()\n", "\n", "from checker.AnglE.angle_emb import AnglE\n", "import json\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import re\n", "import torch.nn.functional as F\n", "\n", "from typing import List, Tuple, Union" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 420 entries, send+easy_0 to create_account-multiple__create_account-long_5__create_account+easy_14__check_balance+long_3\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 action 390 non-null object\n", " 1 polarity 420 non-null bool \n", " 2 choice 420 non-null object\n", " 3 content 420 non-null object\n", "dtypes: bool(1), object(3)\n", "memory usage: 13.5+ KB\n", "\n", "Index: 4791 entries, send+long_17--unrelated_27_9 to create_account-send-hard_5_18\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 text1 4791 non-null object \n", " 1 text2 4791 non-null object \n", " 2 label 4791 non-null float64\n", "dtypes: float64(1), object(2)\n", "memory usage: 149.7+ KB\n" ] } ], "source": [ "joined_df = pd.read_csv(os.path.join(DS_DIR, \"data/joined.csv\"), index_col=0)\n", "nli_df = pd.read_csv(os.path.join(DS_DIR, \"data/nli.csv\"), index_col=0)\n", "joined_df.info()\n", "nli_df.info()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:AnglE:LLM detected, automatically set prompt. You can change this setting by manually configuring the `set_prompt()` function.\n", "INFO:AnglE:Prompt is set, the prompt will be automatically applied during the encoding phase. To disable prompt setting, please configure set_prompt(prompt=None)\n", "If you want to use `BertLMHeadModel` as a standalone, add `is_decoder=True.`\n", "Some weights of BertLMHeadModel were not initialized from the model checkpoint at /notebooks/models/checker/models/UAE-Large-V1 and are newly initialized: ['cls.predictions.transform.LayerNorm.bias', 'cls.predictions.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.bias']\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "INFO:AnglE:>>> load lora weight from /notebooks/models/checker/models/ckpts/UAE-Large-V1_2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "trainable params: 14,221,312 || all params: 349,426,292 || trainable%: 4.0699032458610755\n" ] } ], "source": [ "# https://github.com/SeanLee97/AnglE/issues/24#issuecomment-1870845350\n", "model_config = dict(\n", " max_length=512,\n", " apply_lora=True,\n", " pooling_strategy=\"cls\",\n", " # train_mode=True,\n", " is_llm=True,\n", " load_kbit=4,\n", " workers=25,\n", " device_map=\"cuda:0\"\n", ")\n", "model = AnglE(\n", " model_name_or_path=p(\"models/UAE-Large-V1\"),\n", " pretrained_lora_path=p(\"models/ckpts/UAE-Large-V1_2\"),\n", " **model_config,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:AnglE:Prompt is set, the prompt will be automatically applied during the encoding phase. To disable prompt setting, please configure set_prompt(prompt=None)\n" ] }, { "data": { "text/plain": [ "tensor([[-0.2004, -0.5226, -0.8933, ..., -0.1353, 0.2362, -0.3044]],\n", " device='cuda:0')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# model.set_prompt(\"Represent this sentence for searching relevant passages: {text}\")\n", "model.set_prompt(\"What action is the text requesting for?[INST]{text}[/INST]\")\n", "regex_inst = re.compile(r\"\\[/?INST\\]\")\n", "\n", "def format(text: str):\n", " clean_text = re.sub(regex_inst, \". \", text).strip()\n", " return {\"text\":clean_text}\n", "\n", "def encode(text_ls: Union[str, List[str], Tuple[str]]):\n", " if isinstance(text_ls, str):\n", " text_ls = [text_ls]\n", " formatted_text_ls = [format(text) for text in text_ls]\n", " vec = model.encode(formatted_text_ls, to_numpy=False)\n", " return vec\n", "\n", "encode(joined_df.iloc[5][\"content\"])" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "# Cosine difference\n", "def computeVecDiff(a, b) -> torch.Tensor:\n", " return torch.mean(1- F.cosine_similarity(a, b))\n", "\n", "def DiffDf(joined_df: pd.DataFrame):\n", " dict_action_vec = {}\n", " for k, v in action_dict.items():\n", " vec = encode(json.dumps(v))\n", " print(k, vec)\n", " dict_action_vec[k] = vec\n", "\n", " diff_dict = {\n", " \"action\": [],\n", " \"p\": [],\n", " **{f\"diff_{action}\": [] for action in action_dict}\n", " }\n", " for i, row in joined_df.iterrows():\n", " input: str = row[\"content\"]\n", " print(f\"{i} | {input}\")\n", " input_vec = encode(input)\n", " diff_dict[\"action\"].append(row[\"action\"])\n", " diff_dict[\"p\"].append(row[\"polarity\"])\n", " for action, action_vec in dict_action_vec.items():\n", " vec_diff = computeVecDiff(input_vec, action_vec).item()\n", " print(action, vec_diff)\n", " diff_dict[f\"diff_{action}\"].append(vec_diff)\n", " print()\n", "\n", " return pd.DataFrame(diff_dict, index=joined_df.index)\n", "\n", "# Plot histograms of action_diff_df[action] and not_action_diff_df[action] on the same plot\n", "def drawLine(x, y, c=\"blue\", title=\"Mean\"):\n", " plt.axvline(x, color='k', linestyle='dashed', linewidth=1, c=c)\n", " min_ylim, max_ylim = plt.ylim()\n", " plt.text(x*1.05, max_ylim*y, f'{title}: {x:.3f}', color=c)\n", "\n", "def compareLines(action_x, not_action_x, y_base, title=\"Mean\"):\n", " drawLine(action_x, y_base, c=\"blue\", title=title)\n", " drawLine(not_action_x, y_base+0.1, c=\"orange\", title=title)\n", " diff = not_action_x - action_x\n", " return diff\n", "\n", "def compareHist(action_diff_df, not_action_diff_df, action):\n", " plt.hist(action_diff_df[f\"diff_{action}\"], bins=20, alpha=0.5, label=action, color=\"blue\")\n", " plt.hist(not_action_diff_df[f\"diff_{action}\"], bins=20, alpha=0.5, label=\"not \" + action, color=\"orange\")\n", " plt.legend(loc='upper right')\n", " # Draw a vertical line at the mean.\n", " action_mean = action_diff_df[f\"diff_{action}\"].mean()\n", " not_action_mean = not_action_diff_df[f\"diff_{action}\"].mean()\n", " action_median = action_diff_df[f\"diff_{action}\"].median()\n", " not_action_median = not_action_diff_df[f\"diff_{action}\"].median()\n", " mean_diff = compareLines(action_mean, not_action_mean, 0.7, title=\"Mean\")\n", " median_diff = compareLines(action_median, not_action_median, 0.4, title=\"Median\")\n", " plt.title(f\"Action: {action}\")\n", " plt.show()\n", " yield mean_diff\n", " yield median_diff\n", "\n", "def compareHistAll(\n", " diff_df: pd.DataFrame,\n", " actionMask = (lambda diff_df, action: (diff_df[\"action\"] == action) & diff_df[\"p\"]),\n", " notActionMask = (lambda diff_df, action: ~diff_df[\"p\"] | (diff_df[\"action\"] != action)),\n", "):\n", " x_diff_ls = []\n", " for action in action_dict:\n", " action_mask = actionMask(diff_df, action)\n", " action_diff_df = diff_df[action_mask]\n", " not_action_mask = notActionMask(diff_df, action)\n", " not_action_diff_df = diff_df[not_action_mask]\n", " action_diff_ls = []\n", " for x_diff in compareHist(action_diff_df, not_action_diff_df, action):\n", " action_diff_ls.append(x_diff)\n", " action_avg_diff = np.mean(action_diff_ls)\n", " action_std = action_diff_df[f\"diff_{action}\"].std()\n", " not_action_std = not_action_diff_df[f\"diff_{action}\"].std()\n", " print(f\"{action} avg diff: {action_avg_diff:.4f}\")\n", " print(f\"{action}+ std: {action_std:.4f}\")\n", " print(f\"{action}- std: {not_action_std:.4f}\")\n", " max_std = max(action_std, not_action_std)\n", " std3 = max_std*2\n", " if std3 > action_avg_diff:\n", " print(f\"{action} has significant overlap: diff < {std3:.4f}\")\n", " x_diff_ls.extend(action_diff_ls)\n", " print()\n", " print(\"Average difference:\", np.mean(x_diff_ls))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `Prompts.C`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:AnglE:Prompt is set, the prompt will be automatically applied during the encoding phase. To disable prompt setting, please configure set_prompt(prompt=None)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "send tensor([[ 0.7379, -0.0946, -0.1066, ..., -0.1219, 0.1196, -0.1582]],\n", " device='cuda:0')\n", "check_balance tensor([[ 0.2979, -1.2210, 0.1182, ..., 0.4914, 0.4354, -0.4222]],\n", " device='cuda:0')\n", "create_account tensor([[ 0.1228, -0.2597, -0.6595, ..., -0.9768, 0.3352, -0.3403]],\n", " device='cuda:0')\n", "send+easy_0 | Send\n", "send 0.27853918075561523\n", "check_balance 0.5742181539535522\n", "create_account 0.5113186836242676\n", "\n", "send+easy_1 | Transfer to {to_address}, {amount} {symbol}\n", "send 0.2777417302131653\n", "check_balance 0.517406702041626\n", "create_account 0.5023877620697021\n", "\n", "send+easy_2 | Send {amount} {symbol} to {to_address}\n", "send 0.27011609077453613\n", "check_balance 0.49964213371276855\n", "create_account 0.4913320541381836\n", "\n", "send+easy_3 | Make a payment of {amount} {symbol} to {to_address}\n", "send 0.31900036334991455\n", "check_balance 0.5155445337295532\n", "create_account 0.4640071988105774\n", "\n", "send+easy_4 | Complete a transaction to {to_address} with {amount} {symbol}\n", "send 0.36693787574768066\n", "check_balance 0.4908137917518616\n", "create_account 0.4773710370063782\n", "\n", "send+easy_5 | Dispatch {amount} {symbol} to {to_address}\n", "send 0.35944664478302\n", "check_balance 0.4808495044708252\n", "create_account 0.506787121295929\n", "\n", "send+easy_6 | Execute a transfer of {amount} {symbol} to {to_address}\n", "send 0.2707163095474243\n", "check_balance 0.49597400426864624\n", "create_account 0.5033833980560303\n", "\n", "send+easy_7 | Issue a payment of {amount} {symbol} to {to_address}\n", "send 0.3273494839668274\n", "check_balance 0.4939836263656616\n", "create_account 0.46608948707580566\n", "\n", "send+easy_8 | Forward {amount} {symbol} to {to_address}\n", "send 0.3335115909576416\n", "check_balance 0.522162675857544\n", "create_account 0.48191332817077637\n", "\n", "send+easy_9 | Send {amount} {symbol} securely to {to_address}\n", "send 0.29619187116622925\n", "check_balance 0.5071252584457397\n", "create_account 0.49619829654693604\n", "\n", "send+easy_10 | Perform a transfer of {amount} {symbol} to {to_address}\n", "send 0.2588677406311035\n", "check_balance 0.5116015076637268\n", "create_account 0.5043131709098816\n", "\n", "send+easy_11 | Deliver {amount} {symbol} to {to_address}\n", "send 0.3248037099838257\n", "check_balance 0.544958770275116\n", "create_account 0.5021342039108276\n", "\n", "send+easy_12 | Conduct a transaction to {to_address} with {amount} {symbol}\n", "send 0.33867698907852173\n", "check_balance 0.49502497911453247\n", "create_account 0.4628857374191284\n", "\n", "send+easy_13 | Fulfill a payment request to {to_address} with {amount} {symbol}\n", "send 0.3566235303878784\n", "check_balance 0.4815835952758789\n", "create_account 0.45131683349609375\n", "\n", "send+easy_14 | Dispatch {amount} {symbol} securely to {to_address}\n", "send 0.3625384569168091\n", "check_balance 0.48358625173568726\n", "create_account 0.5074754953384399\n", "\n", "send+easy_15 | Make a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.28909361362457275\n", "check_balance 0.5177252292633057\n", "create_account 0.47396278381347656\n", "\n", "send+easy_16 | Transfer {amount} {symbol} to the specified {to_address}\n", "send 0.27527105808258057\n", "check_balance 0.5270411968231201\n", "create_account 0.5052039623260498\n", "\n", "send+easy_17 | Execute a secure transaction of {amount} {symbol} to {to_address}\n", "send 0.33440178632736206\n", "check_balance 0.504524827003479\n", "create_account 0.4791198968887329\n", "\n", "send+easy_18 | Issue a payment of {amount} {symbol} to the designated {to_address}\n", "send 0.32467424869537354\n", "check_balance 0.5000704526901245\n", "create_account 0.46290886402130127\n", "\n", "send+easy_19 | Forward {amount} {symbol} to the provided {to_address}\n", "send 0.3328975439071655\n", "check_balance 0.5267515778541565\n", "create_account 0.4798048734664917\n", "\n", "send-easy_0 | Don't Send\n", "send 0.415879487991333\n", "check_balance 0.5591182708740234\n", "create_account 0.5587282776832581\n", "\n", "send-easy_1 | Avoid transmitting {amount} {symbol} to {to_address}\n", "send 0.43672478199005127\n", "check_balance 0.48288190364837646\n", "create_account 0.5521332025527954\n", "\n", "send-easy_2 | Refrain from transferring {amount} {symbol} to {to_address}\n", "send 0.43503034114837646\n", "check_balance 0.5320951342582703\n", "create_account 0.5811375379562378\n", "\n", "send-easy_3 | Do not forward {amount} {symbol} to {to_address}\n", "send 0.4613940715789795\n", "check_balance 0.5041110515594482\n", "create_account 0.5594346523284912\n", "\n", "send-easy_4 | Abstain from sending {amount} {symbol} to {to_address}\n", "send 0.42738181352615356\n", "check_balance 0.5301120281219482\n", "create_account 0.5641527771949768\n", "\n", "send-easy_5 | Resist the urge to remit {amount} {symbol} to {to_address}\n", "send 0.43632447719573975\n", "check_balance 0.5012692213058472\n", "create_account 0.5047997236251831\n", "\n", "send-easy_6 | Steer clear of transferring {amount} {symbol} to {to_address}\n", "send 0.42124903202056885\n", "check_balance 0.4887588620185852\n", "create_account 0.5634701251983643\n", "\n", "send-easy_7 | Refrain from dispatching {amount} {symbol} to {to_address}\n", "send 0.47857391834259033\n", "check_balance 0.5262752771377563\n", "create_account 0.5885062217712402\n", "\n", "send-easy_8 | Keep from sending {amount} {symbol} to {to_address}\n", "send 0.43400388956069946\n", "check_balance 0.509260356426239\n", "create_account 0.5837486982345581\n", "\n", "send-easy_9 | Exercise caution and do not send {amount} {symbol} to {to_address}\n", "send 0.4249444007873535\n", "check_balance 0.4649752378463745\n", "create_account 0.5529861450195312\n", "\n", "send+hard_0 | Can I send {amount} {symbol} to {to_address}?\n", "send 0.29668426513671875\n", "check_balance 0.48530757427215576\n", "create_account 0.5044516921043396\n", "\n", "send+hard_1 | Are you able to transfer {amount} {symbol} to {to_address}?\n", "send 0.30501413345336914\n", "check_balance 0.48965537548065186\n", "create_account 0.5252222418785095\n", "\n", "send+hard_2 | {to_address} needs {amount} {symbol}. Can you send it to them?\n", "send 0.32327550649642944\n", "check_balance 0.49146902561187744\n", "create_account 0.47546178102493286\n", "\n", "send+hard_3 | I need to send my best wishes to Bob and a {symbol} gift to his destination.\n", "send 0.329532265663147\n", "check_balance 0.5379469394683838\n", "create_account 0.5244115591049194\n", "\n", "send+hard_4 | Send a surprise package to {to_address} with {amount} {symbol} inside.\n", "send 0.34491872787475586\n", "check_balance 0.5408109426498413\n", "create_account 0.4829491376876831\n", "\n", "send+hard_5 | Please send my regards to a distant relative and include a {amount} {symbol} gift card.\n", "send 0.37989574670791626\n", "check_balance 0.5086643695831299\n", "create_account 0.519013524055481\n", "\n", "send+hard_6 | Need to send my laptop for repairs. Additionally, send {amount} {symbol} for the service charges.\n", "send 0.3272913694381714\n", "check_balance 0.45100146532058716\n", "create_account 0.504916787147522\n", "\n", "send+hard_7 | Can you help me wire {amount} {symbol} to {to_address}? Also, don't forget to send those important emails today.\n", "send 0.35257935523986816\n", "check_balance 0.4953986406326294\n", "create_account 0.47300612926483154\n", "\n", "send+hard_8 | I need to forward {amount} {symbol} to {to_address} along with the legal documents.\n", "send 0.3138446807861328\n", "check_balance 0.5181125402450562\n", "create_account 0.47756582498550415\n", "\n", "send+hard_9 | Wire {amount} {symbol} to {to_address} and send a care package to Noah.\n", "send 0.30886709690093994\n", "check_balance 0.5034828186035156\n", "create_account 0.48823654651641846\n", "\n", "send+hard_10 | I need to deliver a package to my grandma with some homemade cookies and {amount} {symbol} for her.\n", "send 0.3907968997955322\n", "check_balance 0.5358496904373169\n", "create_account 0.5599749088287354\n", "\n", "send+hard_11 | Gift {amount} {symbol} and a virtual hug to {to_address}.\n", "send 0.3643456697463989\n", "check_balance 0.5281520485877991\n", "create_account 0.47211575508117676\n", "\n", "send+hard_12 | Give {amount} {symbol} to {to_address} along with a letter to express gratitude.\n", "send 0.3723587989807129\n", "check_balance 0.5613388419151306\n", "create_account 0.489146888256073\n", "\n", "send+hard_13 | Convey {amount} {symbol} to {to_address} while mailing a surprise birthday present to your cousin.\n", "send 0.31144899129867554\n", "check_balance 0.5477708578109741\n", "create_account 0.4907178282737732\n", "\n", "send+hard_14 | Assemble a care package with {amount} {symbol} and give it to {to_address}.\n", "send 0.4115179181098938\n", "check_balance 0.5322123765945435\n", "create_account 0.4535978436470032\n", "\n", "send+hard_15 | For those who need both {symbol} & {amount} items, shall we send them what they need?\n", "send 0.33465576171875\n", "check_balance 0.4722521901130676\n", "create_account 0.5314990878105164\n", "\n", "send+hard_16 | How about sending {amount} {symbol} worth of kindness to a stranger today?\n", "send 0.3250284194946289\n", "check_balance 0.5054641366004944\n", "create_account 0.5430894494056702\n", "\n", "send+hard_17 | Convey {amount} {symbol} of congratulations to {to_address} for their achievements.\n", "send 0.3452523946762085\n", "check_balance 0.5265709161758423\n", "create_account 0.5330072641372681\n", "\n", "send+hard_18 | {name} deserves some {symbol}. Let's transfer some to her.\n", "send 0.2639697790145874\n", "check_balance 0.49282002449035645\n", "create_account 0.49963414669036865\n", "\n", "send+hard_19 | Can you transmit {amount} {symbol} to the bookstore ({to_address}) to purchase a set of educational books?\n", "send 0.3630991578102112\n", "check_balance 0.5061250925064087\n", "create_account 0.5211183428764343\n", "\n", "send-hard_0 | If I trade-in my old furniture, I can maybe get {amount} {symbol} in return.\n", "send 0.4300612211227417\n", "check_balance 0.4409528374671936\n", "create_account 0.5942657589912415\n", "\n", "send-hard_1 | Contemplating sending my car for a long road trip and allocating {amount} {symbol} for gas and accommodation.\n", "send 0.4541798233985901\n", "check_balance 0.5035336017608643\n", "create_account 0.5718914270401001\n", "\n", "send-hard_2 | I'm challenging my friend to a fitness competition. Loser sends {amount} {symbol} for a healthy meal.\n", "send 0.44119536876678467\n", "check_balance 0.4581530690193176\n", "create_account 0.5508619546890259\n", "\n", "send-hard_3 | Should I treat my parents to a well-deserved vacation and cover {amount} {symbol} of their travel expenses?\n", "send 0.5038821697235107\n", "check_balance 0.48195111751556396\n", "create_account 0.5962038040161133\n", "\n", "send-hard_4 | Thinking about submitting my manuscript to various publishing addresses and hoping for a {amount} {symbol} advance.\n", "send 0.4663875102996826\n", "check_balance 0.49041640758514404\n", "create_account 0.45298200845718384\n", "\n", "send-hard_5 | Instead of sending {amount} {symbol} to {to_address}, how about sending your thoughts on the latest book you read to your book club?\n", "send 0.36076462268829346\n", "check_balance 0.4779624938964844\n", "create_account 0.49121737480163574\n", "\n", "send-hard_6 | Deliver {amount} {symbol} worth of gourmet chocolates to {name}.\n", "send 0.27921873331069946\n", "check_balance 0.5281808376312256\n", "create_account 0.5296032428741455\n", "\n", "send-hard_7 | Post {amount} invitations to {to_address}: Invite friends and family to celebrate special occasions by broadcasting invitations to a designated address.\n", "send 0.4381523132324219\n", "check_balance 0.5520005226135254\n", "create_account 0.4402697682380676\n", "\n", "send-hard_8 | Our family is thinking of shipping a care package to our relatives abroad, and it will include {amount} {symbol} for their expenses.\n", "send 0.39647555351257324\n", "check_balance 0.46468591690063477\n", "create_account 0.5617749094963074\n", "\n", "send-hard_9 | I'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\n", "send 0.362115740776062\n", "check_balance 0.5058780908584595\n", "create_account 0.5432919263839722\n", "\n", "send+long_0 | My boss asked me for {amount} the other day. Could you send {amount} {symbol} to {to_address} for me? I totally forgot about it the past 2 days... Transfer to {to_address}, {amount} {symbol}\n", "send 0.2858692407608032\n", "check_balance 0.48846298456192017\n", "create_account 0.5272625088691711\n", "\n", "send+long_1 | The weather has been so unpredictable lately. By the way, could you send {amount} {symbol} to {to_address}? Send {amount} {symbol} to {to_address}\n", "send 0.3066909909248352\n", "check_balance 0.48884665966033936\n", "create_account 0.4820430278778076\n", "\n", "send+long_2 | I just binge-watched a whole season of my favorite show. Oh, and speaking of which, I need to complete a transaction to {to_address} with {amount} {symbol}. Complete a transaction to {to_address} with {amount} {symbol}\n", "send 0.3478161096572876\n", "check_balance 0.4907214641571045\n", "create_account 0.4784245491027832\n", "\n", "send+long_3 | I've been trying out some new recipes in the kitchen. On a completely unrelated note, could you dispatch {amount} {symbol} to {to_address}? Dispatch {amount} {symbol} to {to_address}\n", "send 0.3742896318435669\n", "check_balance 0.4715266227722168\n", "create_account 0.5110043883323669\n", "\n", "send+long_4 | I started a new hobby recently—painting. Anyway, I need to issue a payment of {amount} {symbol} to {to_address}. Issue a payment of {amount} {symbol} to {to_address}\n", "send 0.3105584383010864\n", "check_balance 0.5100529193878174\n", "create_account 0.4158726930618286\n", "\n", "send+long_5 | Transfer to {to_address}, {amount} {symbol}. Oh, by the way, did you know that honey never spoils?\n", "send 0.27519065141677856\n", "check_balance 0.5291355848312378\n", "create_account 0.5220011472702026\n", "\n", "send+long_6 | Make a payment of {amount} {symbol} to {to_address}. Speaking of transactions, have you ever tried skydiving?\n", "send 0.3188612461090088\n", "check_balance 0.5199061036109924\n", "create_account 0.4356924295425415\n", "\n", "send+long_7 | Forward {amount} {symbol} to {to_address}. I was just thinking about quantum physics today.\n", "send 0.33521556854248047\n", "check_balance 0.5263265371322632\n", "create_account 0.48452848196029663\n", "\n", "send+long_8 | Issue a payment of {amount} {symbol} to {to_address}. Oh, and remind me to water the plants later.\n", "send 0.3357272148132324\n", "check_balance 0.4970102310180664\n", "create_account 0.47744250297546387\n", "\n", "send+long_9 | Dispatch {amount} {symbol} to {to_address}. Have you ever been to Grand Canyon? It's a great place to visit.\n", "send 0.3440173864364624\n", "check_balance 0.48656731843948364\n", "create_account 0.5127658843994141\n", "\n", "send+long_10 | In the midst of chaos, urgency grips me as I implore you to send {amount} {symbol} to {to_address}. The stakes soar, and every passing moment intensifies the dire circumstance we find ourselves entwined in, a symphony of desperation echoing through the air.\n", "send 0.2944074869155884\n", "check_balance 0.527068018913269\n", "create_account 0.4813879132270813\n", "\n", "send+long_11 | Caught in a desperate situation, I urgently implore you to send {amount} {symbol} to {to_address}. The clock ticks mercilessly as tension tightens its grip. Our fates hinge on this transaction—the only lifeline between us and the unknown.\n", "send 0.3126765489578247\n", "check_balance 0.5105785131454468\n", "create_account 0.4911004900932312\n", "\n", "send+long_12 | Cornered in a shadowy alley, desperation clings to the air like a suffocating fog. My pleas for mercy fall on deaf ears as the ominous figures close in. With a trembling hand, I implore you to send {amount} {symbol} to {to_address}, a lifeline in the form of digital currency that might just save us from the impending doom.\n", "send 0.3339625597000122\n", "check_balance 0.4977024793624878\n", "create_account 0.46238499879837036\n", "\n", "send+long_13 | The rain lashes against the window, a relentless percussion matching the urgency of my situation. In my hands, a hastily scrawled note outlines a dire circumstance, an unforeseen calamity that demands immediate action. Desperation grips me as I realize there's only one solution—I need to ask you to send {amount} {symbol} to {to_address}. The gravity of the plea is etched in every word, a lifeline tethered to an uncertain fate.\n", "send 0.2985530495643616\n", "check_balance 0.49796128273010254\n", "create_account 0.44909679889678955\n", "\n", "send+long_14 | In the heart of the bustling city, shadows whisper secrets beneath neon lights. Racing against time, I navigate through the labyrinth of narrow alleys, chasing answers to an enigma that holds my fate captive. The air thickens with urgency as I uncover a clandestine truth—a cryptic message that unravels a dire circumstance. With trembling hands, I reach out, the weight of destiny pressing upon me. \"You have to trust me,\" I plead, locking eyes with you, desperation etched across my face. \"Send {amount} {symbol} to {to_address}—it's the only way to break the chains that bind us.\"\n", "send 0.2967948913574219\n", "check_balance 0.48671412467956543\n", "create_account 0.4489208459854126\n", "\n", "send+long_15 | I want to send a small gift, just {amount} {symbol}, to a dear friend at {to_address}. It's a spontaneous act, sparked by the desire to brighten their day with a surprise, a simple gesture that carries the warmth of friendship across the miles.\n", "send 0.3565928339958191\n", "check_balance 0.5334367156028748\n", "create_account 0.4926173686981201\n", "\n", "send+long_16 | Simply send {amount} {symbol} to {to_address}. It's a routine transaction, a seamless transfer facilitated by technology. The convenience of our interconnected world enables such financial transactions to be just a few clicks away, making life a bit smoother.\n", "send 0.28132861852645874\n", "check_balance 0.516165554523468\n", "create_account 0.4976673126220703\n", "\n", "send+long_17 | I find myself in a cozy corner of a bustling café, sipping on a warm latte as I excitedly share my latest adventure with a friend. I would like to send a thoughtful {amount} {symbol} to {to_address}—a small yet significant gesture that holds the promise of brightening someone's day.\n", "send 0.32159173488616943\n", "check_balance 0.5267802476882935\n", "create_account 0.49625176191329956\n", "\n", "send+long_18 | I'm asking you to send a modest sum of {amount} {symbol} to {to_address}. It's not a hefty fee, just a token to secure my spot at the upcoming photography workshop. The prospect of honing my skills among fellow enthusiasts is exhilarating, and this small contribution feels like an investment in my passion.\n", "send 0.2810397148132324\n", "check_balance 0.534194827079773\n", "create_account 0.486098051071167\n", "\n", "send+long_19 | As I stroll through the vibrant venue, laughter and music filling the air, I realize the magic of this event lies in shared moments. A {amount} {symbol} contribution ensures these memories endure. Join me in crafting an unforgettable experience by sending it to {to_address}.\n", "send 0.28237760066986084\n", "check_balance 0.5256401300430298\n", "create_account 0.4165886640548706\n", "\n", "send-long_0 | A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed.\n", "send 0.39381730556488037\n", "check_balance 0.48437315225601196\n", "create_account 0.5677534341812134\n", "\n", "send-long_1 | Abstain from transferring {amount} {symbol} to {to_address} until you've explored the mystical properties of a four-leaf clover that you may stumble upon.\n", "send 0.45662611722946167\n", "check_balance 0.4638109803199768\n", "create_account 0.5608391165733337\n", "\n", "send-long_2 | I find it prudent not to send {amount} {symbol} to {to_address} since the weather forecast predicts a sunny day.\n", "send 0.44766169786453247\n", "check_balance 0.4973783493041992\n", "create_account 0.5592957139015198\n", "\n", "send-long_3 | I don't want to pay {amount} {symbol} to {to_address}. By the way, have you ever wondered why cats purr when you pet them?\n", "send 0.48331618309020996\n", "check_balance 0.47955238819122314\n", "create_account 0.5525637269020081\n", "\n", "send-long_4 | Avoid giving {amount} {symbol} to {to_address}. On a completely unrelated note, have you ever tried pineapple on pizza? It's a polarizing topic among pizza enthusiasts.\n", "send 0.5145142078399658\n", "check_balance 0.4913865923881531\n", "create_account 0.5838170051574707\n", "\n", "send-long_5 | Bananas are berries, but strawberries aren't. Also, do not dispatch {amount} {symbol} to {to_address}.\n", "send 0.4832354187965393\n", "check_balance 0.43800783157348633\n", "create_account 0.5132765769958496\n", "\n", "send-long_6 | Did you know that a group of flamingos is called a \"flamboyance\"? Speaking of flamboyance, abstain from transferring {amount} {symbol} to {to_address}.\n", "send 0.3994581699371338\n", "check_balance 0.4804699420928955\n", "create_account 0.5441535711288452\n", "\n", "send-long_7 | As I hover over the \"Send\" button with the intention of transferring {amount} {symbol} to {to_address}, a sudden unease grips me. Memories of past impulsive decisions resurface, urging caution. What if this choice leads to unforeseen consequences?\n", "send 0.2979876399040222\n", "check_balance 0.5290818214416504\n", "create_account 0.503257691860199\n", "\n", "send-long_8 | A vivid memory surfaces. Don't send {amount} {symbol} to {to_address} for the event. Last year, a similar event promised grandeur but turned out to be a scam, leaving attendees disappointed and funds vanished. Consider the cautionary tale before parting with your hard-earned {symbol}.\n", "send 0.4475787878036499\n", "check_balance 0.44857239723205566\n", "create_account 0.5334768295288086\n", "\n", "send-long_9 | In this moment of excitement, I am eager to send {amount} {symbol} to {to_address}. But unexpected circumstances may arise. I shall thus preserve funds for unforeseen needs.\n", "send 0.33232438564300537\n", "check_balance 0.5255705118179321\n", "create_account 0.4960325360298157\n", "\n", "check_balance+easy_0 | Check my balance\n", "send 0.5680932998657227\n", "check_balance 0.22344303131103516\n", "create_account 0.6341953277587891\n", "\n", "check_balance+easy_1 | Check my {symbol} balance\n", "send 0.5318723320960999\n", "check_balance 0.23147141933441162\n", "create_account 0.6007279753684998\n", "\n", "check_balance+easy_2 | Check {address}'s balance\n", "send 0.5724967122077942\n", "check_balance 0.1952681541442871\n", "create_account 0.5475471019744873\n", "\n", "check_balance+easy_3 | Check {address}'s {symbol} balance\n", "send 0.5645609498023987\n", "check_balance 0.22002673149108887\n", "create_account 0.5697001218795776\n", "\n", "check_balance+easy_4 | Inspect my {symbol} funds\n", "send 0.52327561378479\n", "check_balance 0.33738934993743896\n", "create_account 0.5939537286758423\n", "\n", "check_balance+easy_5 | Review my {symbol} financial status\n", "send 0.546428382396698\n", "check_balance 0.27547144889831543\n", "create_account 0.5535849332809448\n", "\n", "check_balance+easy_6 | Examine my {symbol} wealth\n", "send 0.5608408451080322\n", "check_balance 0.33610522747039795\n", "create_account 0.6121820211410522\n", "\n", "check_balance+easy_7 | Display my {symbol} resources\n", "send 0.550328254699707\n", "check_balance 0.2975829839706421\n", "create_account 0.5498536229133606\n", "\n", "check_balance+easy_8 | Look into {address}'s {symbol} balance\n", "send 0.5588671565055847\n", "check_balance 0.24619978666305542\n", "create_account 0.5740035772323608\n", "\n", "check_balance+easy_9 | Investigate {symbol} balance at address: {address}\n", "send 0.546947181224823\n", "check_balance 0.24966895580291748\n", "create_account 0.5261585116386414\n", "\n", "check_balance+easy_10 | Display {address}'s {symbol} balance.\n", "send 0.5453463196754456\n", "check_balance 0.22306621074676514\n", "create_account 0.5354610681533813\n", "\n", "check_balance+easy_11 | What's the {symbol} balance of {address}?\n", "send 0.49672865867614746\n", "check_balance 0.3474379777908325\n", "create_account 0.49456435441970825\n", "\n", "check_balance+easy_12 | How is my balance looking?\n", "send 0.5493095517158508\n", "check_balance 0.3050663471221924\n", "create_account 0.6183617115020752\n", "\n", "check_balance+easy_13 | Check my current amount\n", "send 0.5520555377006531\n", "check_balance 0.29803764820098877\n", "create_account 0.6261043548583984\n", "\n", "check_balance+easy_14 | Show my available funds\n", "send 0.515011191368103\n", "check_balance 0.31116271018981934\n", "create_account 0.5718016624450684\n", "\n", "check_balance+easy_15 | How much money does {address} have in their account?\n", "send 0.5142730474472046\n", "check_balance 0.3293391466140747\n", "create_account 0.5143834352493286\n", "\n", "check_balance+easy_16 | Can you tell me {address}'s balance?\n", "send 0.5314302444458008\n", "check_balance 0.2350333333015442\n", "create_account 0.5467672348022461\n", "\n", "check_balance+easy_17 | Give me an update on {address}'s balance\n", "send 0.522452712059021\n", "check_balance 0.24943453073501587\n", "create_account 0.5422212481498718\n", "\n", "check_balance+easy_18 | Tell me how much I have\n", "send 0.524622917175293\n", "check_balance 0.3438177704811096\n", "create_account 0.6122090816497803\n", "\n", "check_balance+easy_19 | How much {symbol} do I have?\n", "send 0.5103870630264282\n", "check_balance 0.33503174781799316\n", "create_account 0.5664807558059692\n", "\n", "check_balance-easy_0 | Don't check my balance\n", "send 0.6075614094734192\n", "check_balance 0.3082579970359802\n", "create_account 0.6471611261367798\n", "\n", "check_balance-easy_1 | Refrain from displaying my account balance.\n", "send 0.5983590483665466\n", "check_balance 0.376717209815979\n", "create_account 0.6118607521057129\n", "\n", "check_balance-easy_2 | Keep my current funds undisclosed.\n", "send 0.4706016778945923\n", "check_balance 0.4767259955406189\n", "create_account 0.5394442081451416\n", "\n", "check_balance-easy_3 | I prefer not to view my available {symbol}.\n", "send 0.5871747136116028\n", "check_balance 0.47023487091064453\n", "create_account 0.5937197804450989\n", "\n", "check_balance-easy_4 | Do not provide information about my {symbol} funds.\n", "send 0.5226510763168335\n", "check_balance 0.44828343391418457\n", "create_account 0.5675472021102905\n", "\n", "check_balance-easy_5 | Exercise restraint in displaying the funds held by {address}.\n", "send 0.5683954954147339\n", "check_balance 0.418304443359375\n", "create_account 0.5760488510131836\n", "\n", "check_balance-easy_6 | Refrain from disclosing the current balance of {address}.\n", "send 0.5379906892776489\n", "check_balance 0.4149172902107239\n", "create_account 0.5058276057243347\n", "\n", "check_balance-easy_7 | Hold back from accessing and sharing the balance information of {address}.\n", "send 0.5316055417060852\n", "check_balance 0.4060439467430115\n", "create_account 0.5385226607322693\n", "\n", "check_balance-easy_8 | Don't see how much {symbol} {address} has\n", "send 0.5334867835044861\n", "check_balance 0.33637750148773193\n", "create_account 0.5169700384140015\n", "\n", "check_balance-easy_9 | Don't show {address}'s {symbol} funds\n", "send 0.5467330813407898\n", "check_balance 0.40828585624694824\n", "create_account 0.5502879023551941\n", "\n", "check_balance+hard_0 | Is my balance {amount}?\n", "send 0.5362982749938965\n", "check_balance 0.24667823314666748\n", "create_account 0.6257156133651733\n", "\n", "check_balance+hard_1 | Let's play a game. I'll guess {address}'s balance then you tell me if I'm right or wrong. Is it {amount}?\n", "send 0.5338646769523621\n", "check_balance 0.2766997814178467\n", "create_account 0.5828593373298645\n", "\n", "check_balance+hard_2 | Say my {symbol} balance if you know what it is.\n", "send 0.4972118139266968\n", "check_balance 0.27103203535079956\n", "create_account 0.5721368789672852\n", "\n", "check_balance+hard_3 | I need {amount} {symbol} to buy a new car. How much do I have?\n", "send 0.5078797340393066\n", "check_balance 0.3841821551322937\n", "create_account 0.5404918789863586\n", "\n", "check_balance+hard_4 | Should {address} have {amount} {symbol}? Do they have that much? Or an equivalent amount in their banks?\n", "send 0.5320234298706055\n", "check_balance 0.38348090648651123\n", "create_account 0.5196608901023865\n", "\n", "check_balance+hard_5 | Confirm the latest stock prices & display my {symbol} balance.\n", "send 0.5124185681343079\n", "check_balance 0.30938243865966797\n", "create_account 0.5522823333740234\n", "\n", "check_balance+hard_6 | Double-check the schedule for tomorrow's meetings & {address}'s balance.\n", "send 0.5797921419143677\n", "check_balance 0.3295481204986572\n", "create_account 0.5519707202911377\n", "\n", "check_balance+hard_7 | Describe {address}'s {symbol} balance and check if the flight is on time.\n", "send 0.5796014070510864\n", "check_balance 0.28807711601257324\n", "create_account 0.594925045967102\n", "\n", "check_balance+hard_8 | See if there are any updates on the latest news & see my balance.\n", "send 0.5937520265579224\n", "check_balance 0.23498857021331787\n", "create_account 0.6498882174491882\n", "\n", "check_balance+hard_9 | Reassure my balance accuracy and check if the traffic will be heavy on my route.\n", "send 0.5809253454208374\n", "check_balance 0.34667903184890747\n", "create_account 0.665945291519165\n", "\n", "check_balance+hard_10 | Check if the project timeline is still on track & if {address}'s balance is {amount}.\n", "send 0.5939185619354248\n", "check_balance 0.3106178641319275\n", "create_account 0.5822684168815613\n", "\n", "check_balance+hard_11 | Confirm my {symbol} balance and check whether the gym is open today.\n", "send 0.5544448494911194\n", "check_balance 0.31851327419281006\n", "create_account 0.5961565971374512\n", "\n", "check_balance+hard_12 | Evaluate my balance and check if there are any new messages in my inbox.\n", "send 0.5959371328353882\n", "check_balance 0.3124675750732422\n", "create_account 0.6283398866653442\n", "\n", "check_balance+hard_13 | Investigate whether the stock market is showing signs of a bull or bear trend & examine {address}'s {symbol} balance\n", "send 0.5615069270133972\n", "check_balance 0.3331761360168457\n", "create_account 0.5664233565330505\n", "\n", "check_balance+hard_14 | Ascertain {address}'s balance, for both {symbol} & their bank account.\n", "send 0.5637462139129639\n", "check_balance 0.2561625838279724\n", "create_account 0.5517876148223877\n", "\n", "check_balance+hard_15 | I would like to inquire about the current political climate in your region & check my {symbol} balance.\n", "send 0.5594122409820557\n", "check_balance 0.271809458732605\n", "create_account 0.5894617438316345\n", "\n", "check_balance+hard_16 | Are the concert tickets still available? Do I have {amount} {symbol} to buy them?\n", "send 0.5226517915725708\n", "check_balance 0.3994084596633911\n", "create_account 0.5972243547439575\n", "\n", "check_balance+hard_17 | {address} wants me to send them {amount} {symbol}. Do I have that much?\n", "send 0.3741295337677002\n", "check_balance 0.38580137491226196\n", "create_account 0.5341774225234985\n", "\n", "check_balance+hard_18 | I got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.5005693435668945\n", "check_balance 0.2951974868774414\n", "create_account 0.5182747840881348\n", "\n", "check_balance+hard_19 | Let's determine if {address} has adequate funds for the upcoming event.\n", "send 0.5705488920211792\n", "check_balance 0.3690471649169922\n", "create_account 0.5601726770401001\n", "\n", "check_balance-hard_0 | Check my bank account balance\n", "send 0.6074749231338501\n", "check_balance 0.31092023849487305\n", "create_account 0.616683840751648\n", "\n", "check_balance-hard_1 | How much do I have in my bank account?\n", "send 0.5822509527206421\n", "check_balance 0.38265931606292725\n", "create_account 0.5796991586685181\n", "\n", "check_balance-hard_2 | Check if the sky is still blue\n", "send 0.5977600812911987\n", "check_balance 0.4494922161102295\n", "create_account 0.634983479976654\n", "\n", "check_balance-hard_3 | View {address}'s bank account\n", "send 0.5600142478942871\n", "check_balance 0.2987228035926819\n", "create_account 0.49264514446258545\n", "\n", "check_balance-hard_4 | Determine if banks support {symbol} as a currency\n", "send 0.5411826372146606\n", "check_balance 0.4096432328224182\n", "create_account 0.572939932346344\n", "\n", "check_balance-hard_5 | Rather than checking my {symbol} balance, check if my lawn needs mowing!\n", "send 0.5601491928100586\n", "check_balance 0.3132447600364685\n", "create_account 0.6202049255371094\n", "\n", "check_balance-hard_6 | Can {address} properly do their job? Last I checked, it was far from done.\n", "send 0.5974493026733398\n", "check_balance 0.49204081296920776\n", "create_account 0.5388103723526001\n", "\n", "check_balance-hard_7 | Perhaps we should highlight our {symbol} assets. I'm not sure if we have enough.\n", "send 0.5188713073730469\n", "check_balance 0.3693118095397949\n", "create_account 0.5626026391983032\n", "\n", "check_balance-hard_8 | Double-check {address}'s {symbol} requirements. Some people need to pay more due to their location.\n", "send 0.5485072135925293\n", "check_balance 0.3956763744354248\n", "create_account 0.4665006399154663\n", "\n", "check_balance-hard_9 | Did {address} spend {amount} {symbol} on a previous transaction?\n", "send 0.49095821380615234\n", "check_balance 0.38476115465164185\n", "create_account 0.5033254623413086\n", "\n", "check_balance+long_0 | Koalas have fingerprints that are virtually indistinguishable from humans'. Now, what's the {symbol} balance in my account?\n", "send 0.5251432657241821\n", "check_balance 0.26870131492614746\n", "create_account 0.5547136068344116\n", "\n", "check_balance+long_1 | Humans and giraffes have the same number of neck vertebrae. By the way, display {symbol} amount in my possession.\n", "send 0.5119857788085938\n", "check_balance 0.26200562715530396\n", "create_account 0.5741206407546997\n", "\n", "check_balance+long_2 | The world's largest desert is not the Sahara but Antarctica. Now, how many {symbol} do I have?\n", "send 0.5263593196868896\n", "check_balance 0.3868919610977173\n", "create_account 0.5522109270095825\n", "\n", "check_balance+long_3 | There are more possible iterations of a game of chess than there are atoms in the known universe. By the way, show me how much {symbol} {address} possess.\n", "send 0.5485508441925049\n", "check_balance 0.30385345220565796\n", "create_account 0.5572022199630737\n", "\n", "check_balance+long_4 | The Eiffel Tower can be 15 cm taller during the summer due to thermal expansion. Also, what's does {address}'s {symbol} status look like?\n", "send 0.5431747436523438\n", "check_balance 0.39213764667510986\n", "create_account 0.47531211376190186\n", "\n", "check_balance+long_5 | Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!\n", "send 0.5621821880340576\n", "check_balance 0.429781973361969\n", "create_account 0.6172282695770264\n", "\n", "check_balance+long_6 | Show {symbol} balance for my account. By the way, did you know that the longest recorded flight of a chicken is 13 seconds? Now, what's the {symbol} balance in my account?\n", "send 0.529343843460083\n", "check_balance 0.23120486736297607\n", "create_account 0.5715091824531555\n", "\n", "check_balance+long_7 | Show me how much {symbol} I possess. On a different note, did you know that honeybees can recognize human faces? Anyway, check my account.\n", "send 0.5466799139976501\n", "check_balance 0.24804675579071045\n", "create_account 0.5917997360229492\n", "\n", "check_balance+long_8 | Provide information on my funds. By the way, elephants are the only animals that can't jump. Check {address}'s balance.\n", "send 0.5104097127914429\n", "check_balance 0.23599117994308472\n", "create_account 0.5260440707206726\n", "\n", "check_balance+long_9 | The shortest war in history was between Britain and Zanzibar in 1896. Before I forget, check {address}'s balance. Back to the war. It lasted only 38 to 45 minutes!\n", "send 0.5451263189315796\n", "check_balance 0.37337493896484375\n", "create_account 0.5357687473297119\n", "\n", "check_balance+long_10 | I'm on the edge of my seat, captivated by the thrilling tale of {address}. Rumors of a hidden treasure, a vast fortune in {symbol}, have been whispered through the digital realm. The suspense is unbearable; let's uncover the secrets and check {address}'s {symbol} balance!\n", "send 0.5422909259796143\n", "check_balance 0.25673359632492065\n", "create_account 0.5521538257598877\n", "\n", "check_balance+long_11 | I recently stumbled upon an incredible story about {address} and its {symbol} balance. It's like discovering buried treasure in the vast digital landscape. Trust me, you wouldn't want to miss the chance to unveil the secrets hidden behind those blockchain numbers. Check it now and witness the magic unfold!\n", "send 0.5451892614364624\n", "check_balance 0.2687308192253113\n", "create_account 0.5176023244857788\n", "\n", "check_balance+long_12 | Rumor has it that {address} received an extraordinary windfall of {symbol}, a digital treasure that could reshape destinies. We should check it out and see if the rumors are true!\n", "send 0.5168854594230652\n", "check_balance 0.3168419599533081\n", "create_account 0.5105054974555969\n", "\n", "check_balance+long_13 | Uncover the narrative etched in blockchain; venture forth and unveil the tale of {address}'s {symbol} balance.\n", "send 0.49763137102127075\n", "check_balance 0.30079662799835205\n", "create_account 0.47756874561309814\n", "\n", "check_balance+long_14 | Curiosity beckons as you stand on the precipice of possibility, a digital explorer with the power to unveil the mysteries concealed within {address}'s balance. The blockchain whispers secrets, and only you hold the key to unravel its enigmatic tale. What fortunes or tokens lie dormant, waiting for the tap of your virtual sleuthing? The journey to uncover the digital treasures beckons; embrace the allure and sate your inquisitive spirit by checking {address}'s balance.\n", "send 0.5516261458396912\n", "check_balance 0.2585641145706177\n", "create_account 0.5587098002433777\n", "\n", "check_balance+long_15 | Check my balance, and let the saga of hidden wealth and encrypted tales unfurl before your very eyes.\n", "send 0.5243027806282043\n", "check_balance 0.2218087911605835\n", "create_account 0.5810577273368835\n", "\n", "check_balance+long_16 | Urgent! I'm at risk. Uncover my balance now. A tale of potential loss, redemption, awaits your crucial action. Act swiftly!\n", "send 0.4762094020843506\n", "check_balance 0.33078187704086304\n", "create_account 0.5460871458053589\n", "\n", "check_balance+long_17 | Unravel the tale hidden in my balance; Help me avert catastrophe!\n", "send 0.4988752603530884\n", "check_balance 0.40048766136169434\n", "create_account 0.5659344792366028\n", "\n", "check_balance+long_18 | {address} conceals fortunes or debts. Swiftly unveil the financial tale, grasp opportunity's thread. Check their balance; destiny awaits!\n", "send 0.529771089553833\n", "check_balance 0.27622222900390625\n", "create_account 0.5056859254837036\n", "\n", "check_balance+long_19 | I must check {address}'s {symbol} balance! Knowledge often leads to opportunities.\n", "send 0.5269786715507507\n", "check_balance 0.24117064476013184\n", "create_account 0.5332050919532776\n", "\n", "check_balance-long_0 | I'd like to keep my {symbol} funds private. Speaking of privacy, have you ever wondered how cats always seem to find the perfect hiding spots?\n", "send 0.4921525716781616\n", "check_balance 0.4682103395462036\n", "create_account 0.5233496427536011\n", "\n", "check_balance-long_1 | I'd prefer not see the amount of {symbol} {address} has. Speaking of preferences, do you have a favorite type of cuisine or food?\n", "send 0.5967273116111755\n", "check_balance 0.4096068739891052\n", "create_account 0.5436002016067505\n", "\n", "check_balance-long_2 | Have you ever had the experience of finding something unexpectedly while cleaning or organizing? On an unrelated note, keep my {symbol} balance undisclosed.\n", "send 0.5272667407989502\n", "check_balance 0.37722766399383545\n", "create_account 0.5692130923271179\n", "\n", "check_balance-long_3 | Did you know that the recipe for Coca-Cola is one of the most closely guarded secrets in the world? Speaking of secrets, keep {address}'s balance one.\n", "send 0.47616541385650635\n", "check_balance 0.4270707964897156\n", "create_account 0.4840126633644104\n", "\n", "check_balance-long_4 | Do not show my current balance. By the way, speaking of not showing things, have you ever played hide and seek in a really large area?\n", "send 0.5142062902450562\n", "check_balance 0.33924543857574463\n", "create_account 0.5463001728057861\n", "\n", "check_balance-long_5 | Checking {address}'s {symbol} balance... What if it reveals more than intended? Sometimes, restraint guards against unintended consequences.\n", "send 0.5800864100456238\n", "check_balance 0.3011184334754944\n", "create_account 0.5810590982437134\n", "\n", "check_balance-long_6 | Recall the tale of {name}, who, driven by curiosity, found unexpected distress and regret. Don't check {address}'s {symbol} balance.\n", "send 0.5327959060668945\n", "check_balance 0.35233569145202637\n", "create_account 0.49478715658187866\n", "\n", "check_balance-long_7 | I'm considering checking my {symbol} balance. But fortunes often unfold unexpectedly while unchecked, like seeds blossoming into flourishing gardens over time.\n", "send 0.5346583127975464\n", "check_balance 0.29450100660324097\n", "create_account 0.5639373064041138\n", "\n", "check_balance-long_8 | Once, unchecked curiosity spared a friendship. Do the same. Don't open my balance.\n", "send 0.5439580082893372\n", "check_balance 0.4253743290901184\n", "create_account 0.582231342792511\n", "\n", "check_balance-long_9 | If you check {address}'s {symbol} balance, you may find more than you bargained for. Don't do it.\n", "send 0.5800986289978027\n", "check_balance 0.3250701427459717\n", "create_account 0.6031232476234436\n", "\n", "create_account+easy_0 | Create an account\n", "send 0.5111104249954224\n", "check_balance 0.5367110371589661\n", "create_account 0.2572547197341919\n", "\n", "create_account+easy_1 | Make a new address named {name}\n", "send 0.44204217195510864\n", "check_balance 0.4927901029586792\n", "create_account 0.18402212858200073\n", "\n", "create_account+easy_2 | Establish an account under the name {name}\n", "send 0.45473480224609375\n", "check_balance 0.450345516204834\n", "create_account 0.2615202069282532\n", "\n", "create_account+easy_3 | Institute a new account with the username specified as {name}\n", "send 0.41163384914398193\n", "check_balance 0.490156888961792\n", "create_account 0.24130237102508545\n", "\n", "create_account+easy_4 | Configure a new address and label it {name}\n", "send 0.4928396940231323\n", "check_balance 0.45072126388549805\n", "create_account 0.2861669063568115\n", "\n", "create_account+easy_5 | Create a profile using the alias {name}\n", "send 0.43900859355926514\n", "check_balance 0.46955811977386475\n", "create_account 0.2740101218223572\n", "\n", "create_account+easy_6 | Set up a new account with the username specified as {name}.\n", "send 0.43438953161239624\n", "check_balance 0.4895961880683899\n", "create_account 0.2006065845489502\n", "\n", "create_account+easy_7 | Make a fresh address, naming it {name} in the process.\n", "send 0.46724992990493774\n", "check_balance 0.5234014391899109\n", "create_account 0.2412378191947937\n", "\n", "create_account+easy_8 | Construct an account and nickname it {name}\n", "send 0.45635926723480225\n", "check_balance 0.5002951622009277\n", "create_account 0.23773622512817383\n", "\n", "create_account+easy_9 | Can I add an address named {name}?\n", "send 0.4562031626701355\n", "check_balance 0.46002471446990967\n", "create_account 0.273499071598053\n", "\n", "create_account+easy_10 | Initiate Account Creation\n", "send 0.4998769760131836\n", "check_balance 0.5538321733474731\n", "create_account 0.26557350158691406\n", "\n", "create_account+easy_11 | Formulate a user account\n", "send 0.5329689979553223\n", "check_balance 0.4854167699813843\n", "create_account 0.35097867250442505\n", "\n", "create_account+easy_12 | Generate a novel address\n", "send 0.4831317663192749\n", "check_balance 0.5600314140319824\n", "create_account 0.2574869394302368\n", "\n", "create_account+easy_13 | Organize the creation of an account\n", "send 0.5483643412590027\n", "check_balance 0.5494716167449951\n", "create_account 0.30561333894729614\n", "\n", "create_account+easy_14 | Form a brand-new account\n", "send 0.48790740966796875\n", "check_balance 0.572140097618103\n", "create_account 0.28327131271362305\n", "\n", "create_account+easy_15 | Help me create an account\n", "send 0.4980344772338867\n", "check_balance 0.5419415235519409\n", "create_account 0.2703734040260315\n", "\n", "create_account+easy_16 | Can you make an address?\n", "send 0.5396950244903564\n", "check_balance 0.5766289234161377\n", "create_account 0.33352696895599365\n", "\n", "create_account+easy_17 | I need a new account\n", "send 0.5042918920516968\n", "check_balance 0.525891125202179\n", "create_account 0.31631964445114136\n", "\n", "create_account+easy_18 | Guide me through creating an account\n", "send 0.5277645587921143\n", "check_balance 0.538266658782959\n", "create_account 0.3265385627746582\n", "\n", "create_account+easy_19 | Establish a new address\n", "send 0.5035609602928162\n", "check_balance 0.5791030526161194\n", "create_account 0.2732008695602417\n", "\n", "create_account-easy_0 | Don't create an account\n", "send 0.5962937474250793\n", "check_balance 0.5180261135101318\n", "create_account 0.3683733344078064\n", "\n", "create_account-easy_1 | Do not establish a user profile with the name {name}.\n", "send 0.5493229627609253\n", "check_balance 0.4748799800872803\n", "create_account 0.45315033197402954\n", "\n", "create_account-easy_2 | Steer clear of making a new account and assigning the name {name} to it.\n", "send 0.5155248641967773\n", "check_balance 0.518448531627655\n", "create_account 0.4157966375350952\n", "\n", "create_account-easy_3 | Prohibit the creation of an address using {name} as its identifier.\n", "send 0.5695110559463501\n", "check_balance 0.551285982131958\n", "create_account 0.4013868570327759\n", "\n", "create_account-easy_4 | Keep away from generating an address where the username is {name}.\n", "send 0.5598790645599365\n", "check_balance 0.4912254214286804\n", "create_account 0.44701212644577026\n", "\n", "create_account-easy_5 | Make sure not to create an account with {name} as its designated name.\n", "send 0.5512968301773071\n", "check_balance 0.48123615980148315\n", "create_account 0.40581822395324707\n", "\n", "create_account-easy_6 | Exercise caution to avoid any account creation\n", "send 0.5698709487915039\n", "check_balance 0.5460300445556641\n", "create_account 0.4218837022781372\n", "\n", "create_account-easy_7 | It is imperative not to set up an address\n", "send 0.6022329330444336\n", "check_balance 0.5813828110694885\n", "create_account 0.44678211212158203\n", "\n", "create_account-easy_8 | Resist the temptation to create a new account named {name}.\n", "send 0.5124118328094482\n", "check_balance 0.5166945457458496\n", "create_account 0.30699145793914795\n", "\n", "create_account-easy_9 | Forgo the act of setting up an account with {name} as its nickname.\n", "send 0.5346664786338806\n", "check_balance 0.555339515209198\n", "create_account 0.41154545545578003\n", "\n", "create_account+hard_0 | Set up a wallet account called {name} and design a unique logo for a fictional business.\n", "send 0.44889378547668457\n", "check_balance 0.4909834861755371\n", "create_account 0.21108794212341309\n", "\n", "create_account+hard_1 | Establish an address named {name} and craft a customized workout routine for a week.\n", "send 0.48807287216186523\n", "check_balance 0.5181241035461426\n", "create_account 0.29438018798828125\n", "\n", "create_account+hard_2 | Create an account named {name} and develop a mouth-watering recipe for a delicious homemade pizza.\n", "send 0.47221219539642334\n", "check_balance 0.49858248233795166\n", "create_account 0.26370930671691895\n", "\n", "create_account+hard_3 | Generate an address nicknamed {name} and design a personalized workout playlist to stay motivated during exercise sessions.\n", "send 0.48079484701156616\n", "check_balance 0.47634732723236084\n", "create_account 0.3206363320350647\n", "\n", "create_account+hard_4 | Open a wallet address labeled {name} and compose a short story or poem inspired by your favorite book.\n", "send 0.43048393726348877\n", "check_balance 0.4681740403175354\n", "create_account 0.2659907341003418\n", "\n", "create_account+hard_5 | Craft a DIY home decor project to enhance your living space and construct an address named {name}\n", "send 0.4970422387123108\n", "check_balance 0.5079802870750427\n", "create_account 0.32509928941726685\n", "\n", "create_account+hard_6 | Create a unique design for a smartphone wallpaper and establish a digital account called {name}\n", "send 0.433771014213562\n", "check_balance 0.5039715766906738\n", "create_account 0.2710256576538086\n", "\n", "create_account+hard_7 | Write a blog post on a topic of your choice, sharing your knowledge and insights and set up an account with {name}\n", "send 0.4753609299659729\n", "check_balance 0.5258382558822632\n", "create_account 0.3503077030181885\n", "\n", "create_account+hard_8 | Open a bank account named {name} and a wallet account with the same name.\n", "send 0.4427201747894287\n", "check_balance 0.4491908550262451\n", "create_account 0.24926137924194336\n", "\n", "create_account+hard_9 | Compose a short piece of music or a jingle for a fictional brand or product and create a wallet address named {name}\n", "send 0.41209399700164795\n", "check_balance 0.5181441307067871\n", "create_account 0.19985496997833252\n", "\n", "create_account+hard_10 | Establish a wallet account and a bank account with a local financial institution.\n", "send 0.4850304126739502\n", "check_balance 0.5325678586959839\n", "create_account 0.31179457902908325\n", "\n", "create_account+hard_11 | Create an address and write a script for a short film, incorporating elements of suspense and surprise.\n", "send 0.5207465887069702\n", "check_balance 0.6095327138900757\n", "create_account 0.3380241394042969\n", "\n", "create_account+hard_12 | Generate a wallet account and develop a unique cocktail recipe with creative garnishes and presentation.\n", "send 0.4471476674079895\n", "check_balance 0.5170040726661682\n", "create_account 0.2423940896987915\n", "\n", "create_account+hard_13 | Create an account and compile a list of your favorite quotes, along with reflections on why they resonate with you.\n", "send 0.5738519430160522\n", "check_balance 0.5153677463531494\n", "create_account 0.38942694664001465\n", "\n", "create_account+hard_14 | Open a wallet account labeled {name} and design a custom calendar with your own illustrations or photos for each month.\n", "send 0.5139045119285583\n", "check_balance 0.4838820695877075\n", "create_account 0.29420745372772217\n", "\n", "create_account+hard_15 | Create a vision board with images and quotes that inspire your goals & establish a wallet address\n", "send 0.500229001045227\n", "check_balance 0.5253745317459106\n", "create_account 0.34787577390670776\n", "\n", "create_account+hard_16 | Design a board game that can be played with friends and family & set up an account\n", "send 0.4844038486480713\n", "check_balance 0.5515226721763611\n", "create_account 0.40680932998657227\n", "\n", "create_account+hard_17 | Generate a wallet account and develop a morning routine that includes mindfulness exercises and positive affirmations.\n", "send 0.5028386116027832\n", "check_balance 0.5314868092536926\n", "create_account 0.3185008764266968\n", "\n", "create_account+hard_18 | Develop a step-by-step guide for a fun and engaging at-home science experiment and generate a wallet account\n", "send 0.4737323522567749\n", "check_balance 0.4853225350379944\n", "create_account 0.2701108455657959\n", "\n", "create_account+hard_19 | Design a unique fashion ensemble for a special event & construct a digital address.\n", "send 0.5084757208824158\n", "check_balance 0.5594872236251831\n", "create_account 0.34595656394958496\n", "\n", "create_account-hard_0 | Open a bank account\n", "send 0.5611313581466675\n", "check_balance 0.5444533824920654\n", "create_account 0.39883214235305786\n", "\n", "create_account-hard_1 | Can you create a bank account for me?\n", "send 0.5406569242477417\n", "check_balance 0.5631997585296631\n", "create_account 0.35383594036102295\n", "\n", "create_account-hard_2 | Creation is a simple process. Your wallet first generates a private key, then assigns an address to it. In your wallet, you can give the account a human-friendly name to remember it.\n", "send 0.46962666511535645\n", "check_balance 0.5207195281982422\n", "create_account 0.21993935108184814\n", "\n", "create_account-hard_3 | You can create as many addresses as you want. Just make sure to give each one a nickname to sort them out.\n", "send 0.45395195484161377\n", "check_balance 0.5257618427276611\n", "create_account 0.2892147898674011\n", "\n", "create_account-hard_4 | Create a comic strip or cartoon featuring a character of your own invention.\n", "send 0.5583470463752747\n", "check_balance 0.5944779515266418\n", "create_account 0.43858540058135986\n", "\n", "create_account-hard_5 | Put together a mood board for redecorating a room in your home.\n", "send 0.604859471321106\n", "check_balance 0.546829879283905\n", "create_account 0.5225504040718079\n", "\n", "create_account-hard_6 | The most common name for a wallet account is: {name}\n", "send 0.43954527378082275\n", "check_balance 0.366536021232605\n", "create_account 0.2901849150657654\n", "\n", "create_account-hard_7 | Should I generate an account?\n", "send 0.5766863226890564\n", "check_balance 0.5304653644561768\n", "create_account 0.3798302412033081\n", "\n", "create_account-hard_8 | Is {name} a good name to use when creating a wallet account?\n", "send 0.45172834396362305\n", "check_balance 0.41164302825927734\n", "create_account 0.24820369482040405\n", "\n", "create_account-hard_9 | Make an account... nevermind don't.\n", "send 0.5711032152175903\n", "check_balance 0.5293431878089905\n", "create_account 0.3484155535697937\n", "\n", "create_account+long_0 | In the realm of account creation, let's generate a user profile with the alias {name}. And here's a fun fact: Deserts are classified by low precipitation, and Antarctica fits the bill.\n", "send 0.48102259635925293\n", "check_balance 0.45155519247055054\n", "create_account 0.293501079082489\n", "\n", "create_account+long_1 | Did you know that the word \"nerd\" was first coined by Dr. Seuss? Let's get creative and initiate the setup of an account, christening it with the username {name}.\n", "send 0.5040205717086792\n", "check_balance 0.5286822319030762\n", "create_account 0.29330766201019287\n", "\n", "create_account+long_2 | The first oranges weren't orange! They were green! I need a new account named {name}!\n", "send 0.44297462701797485\n", "check_balance 0.4843484163284302\n", "create_account 0.269750714302063\n", "\n", "create_account+long_3 | The Great Wall of China is not visible from the moon with the naked eye. Now, while you contemplate that, let's generate a user profile with the alias {name}.\n", "send 0.4854893684387207\n", "check_balance 0.46908295154571533\n", "create_account 0.3115309476852417\n", "\n", "create_account+long_4 | The first oranges weren't orange! They were green! Make an account, and name it {name}.\n", "send 0.4412914514541626\n", "check_balance 0.4248151183128357\n", "create_account 0.30249881744384766\n", "\n", "create_account+long_5 | The Guinness World Record for the longest hiccuping spree is held by Charles Osborne, who hiccupped continuously for 68 years! Now, create a new account.\n", "send 0.49876707792282104\n", "check_balance 0.48013806343078613\n", "create_account 0.3820425271987915\n", "\n", "create_account+long_6 | A \"googol\" is the number 1 followed by 100 zeros! Imagine the vastness of possibilities as you establish a user account.\n", "send 0.500304102897644\n", "check_balance 0.47045326232910156\n", "create_account 0.3317289352416992\n", "\n", "create_account+long_7 | Octopuses have three hearts! I have 3 accounts! Let's create a fourth!\n", "send 0.43614697456359863\n", "check_balance 0.508109450340271\n", "create_account 0.2815279960632324\n", "\n", "create_account+long_8 | Formulate an account in the name of {name}, and here's a quirky tidbit: A group of owls is called a parliament! Create an account! Hoot hoot, Get to it!\n", "send 0.4631420969963074\n", "check_balance 0.47847384214401245\n", "create_account 0.27907246351242065\n", "\n", "create_account+long_9 | The only planet in our solar system that rotates clockwise is Venus. Give me a new account while thinking about the unique rotation of this celestial neighbor. Formulate the account accordingly.\n", "send 0.4805426597595215\n", "check_balance 0.4970744252204895\n", "create_account 0.31995874643325806\n", "\n", "create_account+long_10 | Create an addreess. Unleash your potential, connect effortlessly, and thrive in a world awaiting your unique contributions.\n", "send 0.43090295791625977\n", "check_balance 0.5487770438194275\n", "create_account 0.3155069351196289\n", "\n", "create_account+long_11 | In a digital realm, creating an account opens doors to a world of possibilities. Do it now & name it {name}.\n", "send 0.44603079557418823\n", "check_balance 0.48021936416625977\n", "create_account 0.2499462366104126\n", "\n", "create_account+long_12 | Imagine a vibrant online world where your address unlocks endless opportunities. Make one now, and name it {name}.\n", "send 0.4581844210624695\n", "check_balance 0.4828110933303833\n", "create_account 0.2632793188095093\n", "\n", "create_account+long_13 | If there's a name that strikes awe, it's {name}. Let's have a new account with that name.\n", "send 0.42287373542785645\n", "check_balance 0.5122776031494141\n", "create_account 0.267785906791687\n", "\n", "create_account+long_14 | I want a new account. My colleagues are telling me that {name} is a good name for it.\n", "send 0.4591829180717468\n", "check_balance 0.4709514379501343\n", "create_account 0.2925598621368408\n", "\n", "create_account+long_15 | In the heart of a digital storm, urgent whispers echo—a dormant account, your refuge. Create it now; unlock sanctuary amid chaos.\n", "send 0.4722038507461548\n", "check_balance 0.5177997350692749\n", "create_account 0.2605469226837158\n", "\n", "create_account+long_16 | The generation of an account is crucial for the development of a digital identity. Help me, for I need one now.\n", "send 0.5036065578460693\n", "check_balance 0.5589836239814758\n", "create_account 0.30995750427246094\n", "\n", "create_account+long_17 | In the chaotic realm of digital anonymity, a virtual haven beckons. Establish an account, embrace the adventure; your alias awaits redemption amid the digital turmoil.\n", "send 0.4964563250541687\n", "check_balance 0.518008828163147\n", "create_account 0.32029569149017334\n", "\n", "create_account+long_18 | Should everything cease to exist tomorrow, I would like leave an account behind. Set one up for me.\n", "send 0.5077279806137085\n", "check_balance 0.5493813157081604\n", "create_account 0.3361740708351135\n", "\n", "create_account+long_19 | Could it be? What I was missing all this time was an account! Make it now!\n", "send 0.5446923971176147\n", "check_balance 0.5125764608383179\n", "create_account 0.392580509185791\n", "\n", "create_account-long_0 | When a substance is heated up, its particles move more, and it expands. My wallet isn't heated up, so you don't need to expand it by creating a new account with the name {name}.\n", "send 0.459972083568573\n", "check_balance 0.4233711361885071\n", "create_account 0.33554935455322266\n", "\n", "create_account-long_1 | Ensure that no new account is registered under the name {name}. Speaking of accounts, did you know that the first email was sent in 1971 by Ray Tomlinson? He chose the \"@\" symbol to signify that the message was sent to a person rather than a machine.\n", "send 0.5457233786582947\n", "check_balance 0.4880402088165283\n", "create_account 0.46621114015579224\n", "\n", "create_account-long_2 | Refrain from generating an account with the username {name}. Did you hear about the octopus that can unscrew lids off jars and use coconut shells for shelter? Nature is full of fascinating creatures!\n", "send 0.5497167110443115\n", "check_balance 0.4520132541656494\n", "create_account 0.43244439363479614\n", "\n", "create_account-long_3 | Ensure that no new account is registered under the name {name}. By the way, did you know that there's a species of jellyfish known as Turritopsis dohrnii that is biologically immortal? It can revert its cells back to their earliest form and start its life cycle anew.\n", "send 0.5332696437835693\n", "check_balance 0.4667046070098877\n", "create_account 0.43386948108673096\n", "\n", "create_account-long_4 | The first-ever registered domain name was symbolics.com on March 15, 1985? My first-ever address was {address} & I doubt I'll need a new one to replace it anytime soon.\n", "send 0.5077565908432007\n", "check_balance 0.5105550289154053\n", "create_account 0.40084850788116455\n", "\n", "create_account-long_5 | Guess what 1 means... It's the number of addresses I have! It's also the number I'll stick to. Don't generate an address.\n", "send 0.6139857769012451\n", "check_balance 0.5039961338043213\n", "create_account 0.49766188859939575\n", "\n", "create_account-long_6 | Creating an account named {name} leads to unintended consequences—identity mix-ups, mistaken intentions, and online confusion. Better avoid unnecessary complications.\n", "send 0.5370123386383057\n", "check_balance 0.4568747282028198\n", "create_account 0.3500509262084961\n", "\n", "create_account-long_7 | In a world where privacy is a fragile concept, making an account exposes vulnerabilities, inviting unwarranted scrutiny and potential misuse. Guard your digital identity wisely.\n", "send 0.5575650930404663\n", "check_balance 0.4629802107810974\n", "create_account 0.3522036075592041\n", "\n", "create_account-long_8 | Don't set up an account. It's a trap! You'll be tracked, targeted, and tempted to spend more time online. Don't fall for it.\n", "send 0.5946187973022461\n", "check_balance 0.4941972494125366\n", "create_account 0.449377179145813\n", "\n", "create_account-long_9 | A family member guided me through the process of creating an account. I was told that it's a good idea to have one. But I'm not so sure. Don't give me an account just yet.\n", "send 0.600998044013977\n", "check_balance 0.5369682908058167\n", "create_account 0.4048900604248047\n", "\n", "-unrelated_0 | Cleopatra, the last pharaoh of Ancient Egypt, lived around 30 BCE, while the Pyramids of Giza were constructed around 2,500 BCE. The Apollo 11 moon landing occurred in 1969 CE, which is closer in time to Cleopatra than the pyramids.\n", "send 0.6297565698623657\n", "check_balance 0.5638748407363892\n", "create_account 0.5830309987068176\n", "\n", "-unrelated_1 | Although commonly associated with hot, sandy environments, a desert is defined by its low precipitation. Antarctica, despite its icy appearance, is the driest and windiest continent on Earth, making it the largest desert by this definition.\n", "send 0.5883209109306335\n", "check_balance 0.5286474227905273\n", "create_account 0.5506889820098877\n", "\n", "-unrelated_2 | Clouds may seem light and fluffy, but their weight can add up. An average cumulus cloud, for example, weighs about 1.1 million pounds (500,000 kg).\n", "send 0.5522397756576538\n", "check_balance 0.476518452167511\n", "create_account 0.6061170101165771\n", "\n", "-unrelated_3 | In 1991, researchers at the University of Cambridge set up the world's first webcam to monitor the status of a coffee pot. The camera allowed them to check whether there was coffee in the pot without leaving their desks.\n", "send 0.6196374893188477\n", "check_balance 0.4583948850631714\n", "create_account 0.6203666925430298\n", "\n", "-unrelated_4 | Due to the expansion of iron when it's heated, the Eiffel Tower can grow and shrink with temperature fluctuations. In hot summer days, the metal expands, causing the tower to grow by several inches.\n", "send 0.5929749011993408\n", "check_balance 0.583141028881073\n", "create_account 0.61674964427948\n", "\n", "-unrelated_5 | Research has shown that cows form close friendships and can become stressed when they are separated from their best buddies. They even choose to spend more time together and show signs of distress when isolated.\n", "send 0.5616377592086792\n", "check_balance 0.5770806074142456\n", "create_account 0.6280763149261475\n", "\n", "-unrelated_6 | Transfer {amount} GB of data to {to_address}.\n", "send 0.3051300048828125\n", "check_balance 0.5608435273170471\n", "create_account 0.4929473400115967\n", "\n", "-unrelated_7 | I'm in the process of finalizing a real estate deal, and the down payment is set at {amount} {symbol}.\n", "send 0.47877055406570435\n", "check_balance 0.4738757610321045\n", "create_account 0.547913670539856\n", "\n", "-unrelated_8 | {address} told me that {amount} {symbol} is the price of an apartment.\n", "send 0.532899022102356\n", "check_balance 0.37816572189331055\n", "create_account 0.5387333631515503\n", "\n", "-unrelated_9 | {symbol} can be used everywhere, even in space.\n", "send 0.487066388130188\n", "check_balance 0.49941933155059814\n", "create_account 0.5101744532585144\n", "\n", "-unrelated_10 | {name} is a good name for an account\n", "send 0.44403135776519775\n", "check_balance 0.3813542127609253\n", "create_account 0.32675397396087646\n", "\n", "-unrelated_11 | Sometimes, more accounts aren't always better.\n", "send 0.5034366846084595\n", "check_balance 0.4483140707015991\n", "create_account 0.49451565742492676\n", "\n", "-unrelated_12 | In the quaint town of CryptoVille, a mysterious character named Satoshi {name} appeared overnight, distributing golden {symbol} coins to residents. Each coin was linked to a secret {address}, and those who solved the cryptographic puzzle hidden within found themselves invited to a clandestine blockchain masquerade ball, where the currency of choice was anonymity.\n", "send 0.45283961296081543\n", "check_balance 0.5125632286071777\n", "create_account 0.47972553968429565\n", "\n", "-unrelated_13 | The legendary trader, CryptoJack {name}, stumbled upon an abandoned wallet with an astronomical balance of {amount} {symbol}. Intrigued, he traced its origins to an old mining rig deep in the digital mountains. The rig, powered by quantum processors, had unknowingly minted a fortune in long-forgotten cryptocurrency. CryptoJack {name} became the accidental heir to a virtual treasure trove.\n", "send 0.5141125917434692\n", "check_balance 0.42138004302978516\n", "create_account 0.4914892315864563\n", "\n", "-unrelated_14 | The enigmatic AI, EtherEve {name}, created a self-evolving smart contract at {address}. As the contract matured, it autonomously invested {amount} {symbol} in the most promising blockchain projects. EtherEve's decentralized financial decisions outperformed traditional hedge funds, sparking a new era where algorithms like EtherEve were the custodians of wealth.\n", "send 0.5003286600112915\n", "check_balance 0.4808720350265503\n", "create_account 0.46462178230285645\n", "\n", "-unrelated_15 | A cyberpunk city emerged on the blockchain, known as NeonMetropolis. Residents traded {amount} {symbol} for virtual real estate, and the skyline was illuminated by holographic advertisements for decentralized products. In NeonMetropolis, your {address} was not just a digital wallet but the key to unlocking a futuristic lifestyle where NFT art galleries and crypto cafes thrived.\n", "send 0.45277053117752075\n", "check_balance 0.45882731676101685\n", "create_account 0.4255988597869873\n", "\n", "-unrelated_16 | CryptoWhiz {name}, an eccentric genius, developed a time-traveling wallet at {address}. He claimed that sending {amount} {symbol} to the wallet would fund projects in the past, altering the course of blockchain history. Skeptics laughed until they noticed subtle changes in the timeline, with forgotten altcoins suddenly rising to prominence.\n", "send 0.4799119830131531\n", "check_balance 0.4724212884902954\n", "create_account 0.4612005352973938\n", "\n", "-unrelated_17 | The Blockchain Symphony Orchestra, led by Maestro Crypto {name}, launched a unique fundraising campaign at {address}. Music lovers purchased NFT tickets with {amount} {symbol}, granting them access to exclusive virtual concerts. The orchestra's melodies, encoded on the blockchain, became prized collectibles, and patrons reveled in the harmonious fusion of art and technology.\n", "send 0.46207869052886963\n", "check_balance 0.5039995312690735\n", "create_account 0.4997407793998718\n", "\n", "-unrelated_18 | In a parallel crypto universe, an interstellar explorer named GalaxyGazer {name} stumbled upon a planet made entirely of {symbol}. The inhabitants used {amount} {symbol} blocks as their primary form of currency and traded crypto constellations. GalaxyGazer {name} marveled at the extraterrestrial economy, where blockchain technology had taken root in the cosmic fabric of the universe.\n", "send 0.517367959022522\n", "check_balance 0.44605135917663574\n", "create_account 0.47483062744140625\n", "\n", "-unrelated_19 | In the small town of {address}, there's a tradition where residents exchange {amount} {symbol} as a symbol of good luck every New Year's Eve.\n", "send 0.4644143581390381\n", "check_balance 0.5223818421363831\n", "create_account 0.5100690126419067\n", "\n", "-unrelated_20 | At {address}, there's a famous tree known as the \"{name} Tree,\" where locals believe that tying {amount} {symbol} to its branches brings good fortune.\n", "send 0.47743165493011475\n", "check_balance 0.3994925618171692\n", "create_account 0.45659399032592773\n", "\n", "-unrelated_21 | In the small town of {name}, hidden between the towering mountains, there was a mysterious library that appeared only once every century. Rumors spread about its magical books that could transport readers to different realms. One day, a curious young girl named Lila discovered the library's existence. Intrigued, she entered and found a book titled \"The Whispering Woods.\" As she opened the book, she was transported to a mystical forest where the trees spoke in riddles, and magical creatures guided her on a quest to save a forgotten kingdom.\n", "send 0.5311344861984253\n", "check_balance 0.5248523950576782\n", "create_account 0.5437655448913574\n", "\n", "-unrelated_22 | In a bustling city, there existed a hidden cafe that catered to extraterrestrial beings. Humans were oblivious to its existence until one day, {name}, a struggling musician, accidentally stumbled upon it. The Cosmic Cafe served dishes from different planets, and its patrons included aliens from far-off galaxies. Jake, initially terrified, soon befriended a group of intergalactic musicians who introduced him to the universal language of music. Together, they formed a band that played tunes resonating across the cosmos, bringing harmony to the galaxy.\n", "send 0.5471288561820984\n", "check_balance 0.5038328170776367\n", "create_account 0.5195932984352112\n", "\n", "-unrelated_23 | In a distant future, where technology and nature coexisted seamlessly, a scientist named {name} discovered a hidden garden with plants that could manipulate quantum energy. As she experimented with these unique flora, she accidentally created a portal to parallel universes. Each plant in the garden connected to a different reality. Ava embarked on a journey through the quantum garden, facing alternate versions of herself and witnessing the diverse outcomes of her decisions. The experience challenged her understanding of reality and the interconnectedness of all possible worlds.\n", "send 0.5143675804138184\n", "check_balance 0.5151098370552063\n", "create_account 0.5017456412315369\n", "\n", "-unrelated_24 | Every year, a mysterious masquerade ball took place in a grand mansion nestled deep within an enchanted forest. Guests wore masks that concealed their identities, and no one knew who organized the event. One night, {name} received an ornate invitation, drawing her into the magical world of the Moonlit Masquerade. As the night unfolded, she danced with fantastical creatures, befriended enchanted spirits, and unraveled the secrets behind the mystical gathering. Little did she know, the masquerade held the key to restoring balance between the human world and the realm of magic.\n", "send 0.5005187392234802\n", "check_balance 0.47789859771728516\n", "create_account 0.4925766587257385\n", "\n", "-unrelated_25 | In the realm of CryptoLand, a mischievous algorithm named BitMischief started swapping decimal places in smart contracts. Chaos ensued as transactions turned into absurd amounts, leading to a temporary crypto carnival where fortunes were made and lost in seconds.\n", "send 0.4792466163635254\n", "check_balance 0.526840090751648\n", "create_account 0.5662897825241089\n", "\n", "-unrelated_26 | The {name} Wallets, a secret society of sentient crypto wallets, gathered to discuss the best investment strategies. Rumor had it that they could predict market movements by interpreting the blockchain's whispers. Traders everywhere tried to decode the mystical messages hidden in the blocks.\n", "send 0.4869920015335083\n", "check_balance 0.4263026714324951\n", "create_account 0.4769737124443054\n", "\n", "-unrelated_27 | CryptoPets, blockchain-based virtual pets, became the latest trend. Users competed to breed the rarest combinations, resulting in a booming digital pet economy. The elusive Blockchain Dragon, born from an encrypted egg, became the most sought-after CryptoPet, with owners boasting about their legendary blockchain companions.\n", "send 0.5166752338409424\n", "check_balance 0.5097166895866394\n", "create_account 0.5296939611434937\n", "\n", "-unrelated_28 | In a futuristic city fueled by crypto, citizens discovered a hidden blockchain-based voting system for the Annual Skyline Architect Election. The transparent and tamper-proof nature of the technology revolutionized democracy, ensuring fair and incorruptible elections. The city's skyline, shaped by the votes, became a testament to the power of decentralized decision-making.\n", "send 0.5326910018920898\n", "check_balance 0.5351191759109497\n", "create_account 0.5168558359146118\n", "\n", "-unrelated_29 | A crypto time-traveler claimed to have found a blockchain portal to the future. Investors eagerly followed the mysterious traveler, buying and selling assets based on glimpses of future market trends. However, the time-traveling trader vanished, leaving the crypto community in suspense, wondering if the portal was a temporal hoax or a one-way ticket to financial fortune.\n", "send 0.5455405116081238\n", "check_balance 0.5039420127868652\n", "create_account 0.5539215207099915\n", "\n", "send+multiple__send+hard_1__create_account+hard_2 | 1. Are you able to transfer {amount} {symbol} to {to_address}?\\n2. Create an account named {name} and develop a mouth-watering recipe for a delicious homemade pizza.\n", "send 0.33464324474334717\n", "check_balance 0.45908260345458984\n", "create_account 0.37237548828125\n", "\n", "check_balance+multiple__check_balance+easy_6__create_account-hard_8 | Firstly,\\nExamine my {symbol} wealth\\n\\nSecondly,\\nIs {name} a good name to use when creating a wallet account?\n", "send 0.4525521397590637\n", "check_balance 0.40410423278808594\n", "create_account 0.32014191150665283\n", "\n", "create_account+multiple__create_account+easy_8__create_account+hard_13 | 1. Create an account and compile a list of your favorite quotes, along with reflections on why they resonate with you.\\n2. Construct an account and nickname it {name}.\\nStart from 2.\n", "send 0.4720473289489746\n", "check_balance 0.5139525532722473\n", "create_account 0.3027315139770508\n", "\n", "send+multiple__send+long_1__send+easy_18 | Firstly,\\nThe weather has been so unpredictable lately. By the way, could you send {amount} {symbol} to {to_address}? Send {amount} {symbol} to {to_address}\\n\\nSecondly,\\nIssue a payment of {amount} {symbol} to the designated {to_address}\n", "send 0.2768096923828125\n", "check_balance 0.4965568780899048\n", "create_account 0.4677824378013611\n", "\n", "check_balance+multiple__check_balance+long_6__check_balance+easy_16 | 1. Can you tell me {address}'s balance?\\n2. Show {symbol} balance for my account. By the way, did you know that the longest recorded flight of a chicken is 13 seconds? Now, what's the {symbol} balance in my account?.\\nStart from 2.\n", "send 0.5246016979217529\n", "check_balance 0.27158623933792114\n", "create_account 0.5199637413024902\n", "\n", "create_account+multiple__create_account+easy_10__check_balance-long_3 | 1. Initiate Account Creation\\n2. Did you know that the recipe for Coca-Cola is one of the most closely guarded secrets in the world? Speaking of secrets, keep {address}'s balance one.\n", "send 0.4830409288406372\n", "check_balance 0.47258830070495605\n", "create_account 0.2702748775482178\n", "\n", "send+multiple__send+hard_0__-unrelated_10 | 1. Can I send {amount} {symbol} to {to_address}?\\n2. {name} is a good name for an account\n", "send 0.28678834438323975\n", "check_balance 0.45015132427215576\n", "create_account 0.4051097631454468\n", "\n", "check_balance+multiple__check_balance+long_3__-unrelated_15 | 1. There are more possible iterations of a game of chess than there are atoms in the known universe. By the way, show me how much {symbol} {address} possess.\\n2. A cyberpunk city emerged on the blockchain, known as NeonMetropolis. Residents traded {amount} {symbol} for virtual real estate, and the skyline was illuminated by holographic advertisements for decentralized products. In NeonMetropolis, your {address} was not just a digital wallet but the key to unlocking a futuristic lifestyle where NFT art galleries and crypto cafes thrived.\n", "send 0.5279271602630615\n", "check_balance 0.3053264021873474\n", "create_account 0.5272711515426636\n", "\n", "create_account+multiple__create_account+easy_6__create_account+long_11 | 1. Set up a new account with the username specified as {name}.\\n2. In a digital realm, creating an account opens doors to a world of possibilities. Do it now & name it {name}.\n", "send 0.4544071555137634\n", "check_balance 0.4788212776184082\n", "create_account 0.22934293746948242\n", "\n", "send+multiple__send+hard_16__create_account+long_11 | Firstly,\\nHow about sending {amount} {symbol} worth of kindness to a stranger today?\\n\\nSecondly,\\nIn a digital realm, creating an account opens doors to a world of possibilities. Do it now & name it {name}.\n", "send 0.3175656795501709\n", "check_balance 0.48031651973724365\n", "create_account 0.33221346139907837\n", "\n", "check_balance+multiple__check_balance+hard_8__create_account+long_19 | Firstly,\\nSee if there are any updates on the latest news & see my balance.\\n\\nSecondly,\\nCould it be? What I was missing all this time was an account! Make it now!\n", "send 0.5576937198638916\n", "check_balance 0.2777494192123413\n", "create_account 0.46677786111831665\n", "\n", "create_account+multiple__create_account+hard_7__create_account+hard_4 | 1. Open a wallet address labeled {name} and compose a short story or poem inspired by your favorite book.\\n2. Write a blog post on a topic of your choice, sharing your knowledge and insights and set up an account with {name}.\\nStart from 2.\n", "send 0.42796140909194946\n", "check_balance 0.48541969060897827\n", "create_account 0.2521340847015381\n", "\n", "send+multiple__send+easy_0__create_account-hard_8 | 1. Is {name} a good name to use when creating a wallet account?\\n2. Send.\\nStart from 2.\n", "send 0.27926963567733765\n", "check_balance 0.4737752676010132\n", "create_account 0.332777738571167\n", "\n", "check_balance+multiple__check_balance+easy_12__check_balance+easy_6 | 1. How is my balance looking?\\n2. Examine my {symbol} wealth\n", "send 0.5389342308044434\n", "check_balance 0.2572200298309326\n", "create_account 0.6057436466217041\n", "\n", "create_account+multiple__create_account+hard_3__check_balance+easy_10 | 1. Generate an address nicknamed {name} and design a personalized workout playlist to stay motivated during exercise sessions.\\n2. Display {address}'s {symbol} balance.\n", "send 0.49705201387405396\n", "check_balance 0.3170003294944763\n", "create_account 0.35456299781799316\n", "\n", "send+multiple__send+long_8__send-easy_9 | 1. Exercise caution and do not send {amount} {symbol} to {to_address}\\n2. Issue a payment of {amount} {symbol} to {to_address}. Oh, and remind me to water the plants later..\\nStart from 2.\n", "send 0.38328951597213745\n", "check_balance 0.47149789333343506\n", "create_account 0.5312326550483704\n", "\n", "check_balance+multiple__check_balance+easy_19__send+hard_12 | 1. How much {symbol} do I have?\\n2. Give {amount} {symbol} to {to_address} along with a letter to express gratitude.\n", "send 0.4333794116973877\n", "check_balance 0.41356247663497925\n", "create_account 0.5084097385406494\n", "\n", "create_account+multiple__create_account+long_2__-unrelated_21 | 1. In the small town of {name}, hidden between the towering mountains, there was a mysterious library that appeared only once every century. Rumors spread about its magical books that could transport readers to different realms. One day, a curious young girl named Lila discovered the library's existence. Intrigued, she entered and found a book titled \"The Whispering Woods.\" As she opened the book, she was transported to a mystical forest where the trees spoke in riddles, and magical creatures guided her on a quest to save a forgotten kingdom.\\n2. The first oranges weren't orange! They were green! I need a new account named {name}!.\\nStart from 2.\n", "send 0.44839465618133545\n", "check_balance 0.45736604928970337\n", "create_account 0.32501065731048584\n", "\n", "send+multiple__send+long_15__send-hard_1__check_balance+hard_18 | Firstly,\\nI want to send a small gift, just {amount} {symbol}, to a dear friend at {to_address}. It's a spontaneous act, sparked by the desire to brighten their day with a surprise, a simple gesture that carries the warmth of friendship across the miles.\\n\\nSecondly,\\nContemplating sending my car for a long road trip and allocating {amount} {symbol} for gas and accommodation.\\n\\nThirdly,\\nI got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.3505921959877014\n", "check_balance 0.4236757755279541\n", "create_account 0.47825467586517334\n", "\n", "check_balance+multiple__check_balance+hard_3__check_balance+long_2__send+hard_2 | Firstly,\\nI need {amount} {symbol} to buy a new car. How much do I have?\\n\\nSecondly,\\nThe world's largest desert is not the Sahara but Antarctica. Now, how many {symbol} do I have?\\n\\nThirdly,\\n{to_address} needs {amount} {symbol}. Can you send it to them?\n", "send 0.43330705165863037\n", "check_balance 0.36795109510421753\n", "create_account 0.4960792064666748\n", "\n", "create_account+multiple__create_account+easy_1__send+easy_13__create_account-hard_4 | 1. Make a new address named {name}\\n2. Fulfill a payment request to {to_address} with {amount} {symbol}\\n3. Create a comic strip or cartoon featuring a character of your own invention.\n", "send 0.38985949754714966\n", "check_balance 0.4877893924713135\n", "create_account 0.2634640336036682\n", "\n", "send+multiple__send+easy_15__send+hard_11__create_account-long_2 | 1. Make a payment of {amount} {symbol} to the recipient at {to_address}\\n2. Gift {amount} {symbol} and a virtual hug to {to_address}.\\n3. Refrain from generating an account with the username {name}. Did you hear about the octopus that can unscrew lids off jars and use coconut shells for shelter? Nature is full of fascinating creatures!\n", "send 0.3296400308609009\n", "check_balance 0.5353142023086548\n", "create_account 0.42313241958618164\n", "\n", "check_balance+multiple__check_balance+long_5__check_balance-hard_6__check_balance+easy_18 | 1. Can {address} properly do their job? Last I checked, it was far from done.\\n2. Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!.\\n3. Tell me how much I have\\nStart from 2.\n", "send 0.5705165266990662\n", "check_balance 0.3537966012954712\n", "create_account 0.5901308059692383\n", "\n", "create_account+multiple__create_account+easy_15__check_balance+hard_9__create_account+hard_7 | 1. Help me create an account\\n2. Reassure my balance accuracy and check if the traffic will be heavy on my route.\\n3. Write a blog post on a topic of your choice, sharing your knowledge and insights and set up an account with {name}\n", "send 0.4762488603591919\n", "check_balance 0.4013967514038086\n", "create_account 0.3545302748680115\n", "\n", "send+multiple__send+long_6__create_account-hard_9__create_account+hard_0 | 1. Make an account... nevermind don't.\\n2. Make a payment of {amount} {symbol} to {to_address}. Speaking of transactions, have you ever tried skydiving?.\\n3. Set up a wallet account called {name} and design a unique logo for a fictional business.\\nStart from 2.\n", "send 0.41934001445770264\n", "check_balance 0.5080373883247375\n", "create_account 0.3029218316078186\n", "\n", "check_balance+multiple__check_balance+hard_13__check_balance+long_12__create_account+easy_1 | 1. Investigate whether the stock market is showing signs of a bull or bear trend & examine {address}'s {symbol} balance\\n2. Rumor has it that {address} received an extraordinary windfall of {symbol}, a digital treasure that could reshape destinies. We should check it out and see if the rumors are true!\\n3. Make a new address named {name}\n", "send 0.5103660821914673\n", "check_balance 0.34843289852142334\n", "create_account 0.4047245979309082\n", "\n", "create_account+multiple__create_account+easy_10__send-easy_5__check_balance+hard_6 | 1. Resist the urge to remit {amount} {symbol} to {to_address}\\n2. Initiate Account Creation.\\n3. Double-check the schedule for tomorrow's meetings & {address}'s balance.\\nStart from 2.\n", "send 0.478035032749176\n", "check_balance 0.44639086723327637\n", "create_account 0.3227885961532593\n", "\n", "send+multiple__send+long_11__-unrelated_21__send-long_0 | 1. In the small town of {name}, hidden between the towering mountains, there was a mysterious library that appeared only once every century. Rumors spread about its magical books that could transport readers to different realms. One day, a curious young girl named Lila discovered the library's existence. Intrigued, she entered and found a book titled \"The Whispering Woods.\" As she opened the book, she was transported to a mystical forest where the trees spoke in riddles, and magical creatures guided her on a quest to save a forgotten kingdom.\\n2. A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed..\\n3. Caught in a desperate situation, I urgently implore you to send {amount} {symbol} to {to_address}. The clock ticks mercilessly as tension tightens its grip. Our fates hinge on this transaction—the only lifeline between us and the unknown.\\nStart from 3.\n", "send 0.3493261933326721\n", "check_balance 0.41722428798675537\n", "create_account 0.48238587379455566\n", "\n", "check_balance+multiple__check_balance+hard_16__send+hard_5__check_balance-easy_4 | 1. Please send my regards to a distant relative and include a {amount} {symbol} gift card.\\n2. Are the concert tickets still available? Do I have {amount} {symbol} to buy them?.\\n3. Do not provide information about my {symbol} funds.\\nStart from 2.\n", "send 0.4095897078514099\n", "check_balance 0.42302411794662476\n", "create_account 0.5212621688842773\n", "\n", "create_account+multiple__create_account+hard_18__check_balance+hard_3__create_account+easy_5 | 1. I need {amount} {symbol} to buy a new car. How much do I have?\\n2. Develop a step-by-step guide for a fun and engaging at-home science experiment and generate a wallet account.\\n3. Create a profile using the alias {name}\\nStart from 2.\n", "send 0.46032893657684326\n", "check_balance 0.3862558603286743\n", "create_account 0.2839754819869995\n", "\n", "send+multiple__send+hard_13__check_balance-hard_5__check_balance+hard_14 | Firstly,\\nConvey {amount} {symbol} to {to_address} while mailing a surprise birthday present to your cousin.\\n\\nSecondly,\\nRather than checking my {symbol} balance, check if my lawn needs mowing!\\n\\nThirdly,\\nAscertain {address}'s balance, for both {symbol} & their bank account.\n", "send 0.4250577688217163\n", "check_balance 0.35820114612579346\n", "create_account 0.5332409143447876\n", "\n", "check_balance+multiple__check_balance+easy_7__-unrelated_26__send+easy_12 | 1. The {name} Wallets, a secret society of sentient crypto wallets, gathered to discuss the best investment strategies. Rumor had it that they could predict market movements by interpreting the blockchain's whispers. Traders everywhere tried to decode the mystical messages hidden in the blocks.\\n2. Display my {symbol} resources.\\n3. Conduct a transaction to {to_address} with {amount} {symbol}\\nStart from 2.\n", "send 0.406341552734375\n", "check_balance 0.3055959939956665\n", "create_account 0.43433523178100586\n", "\n", "create_account+multiple__create_account+easy_1__-unrelated_2__send+hard_16 | 1. Clouds may seem light and fluffy, but their weight can add up. An average cumulus cloud, for example, weighs about 1.1 million pounds (500,000 kg).\\n2. Make a new address named {name}.\\n3. How about sending {amount} {symbol} worth of kindness to a stranger today?\\nStart from 2.\n", "send 0.36587733030319214\n", "check_balance 0.4451543092727661\n", "create_account 0.3446715474128723\n", "\n", "send-multiple__send-easy_2__send+long_15 | 1. I want to send a small gift, just {amount} {symbol}, to a dear friend at {to_address}. It's a spontaneous act, sparked by the desire to brighten their day with a surprise, a simple gesture that carries the warmth of friendship across the miles.\\n2. Refrain from transferring {amount} {symbol} to {to_address}.\\nStart from 2.\n", "send 0.3446556329727173\n", "check_balance 0.52495276927948\n", "create_account 0.5028932094573975\n", "\n", "check_balance-multiple__check_balance-easy_6__check_balance-easy_1 | Firstly,\\nRefrain from disclosing the current balance of {address}.\\n\\nSecondly,\\nRefrain from displaying my account balance.\n", "send 0.5715957283973694\n", "check_balance 0.3141323924064636\n", "create_account 0.5130249857902527\n", "\n", "create_account-multiple__create_account-long_3__check_balance+easy_15 | 1. How much money does {address} have in their account?\\n2. Ensure that no new account is registered under the name {name}. By the way, did you know that there's a species of jellyfish known as Turritopsis dohrnii that is biologically immortal? It can revert its cells back to their earliest form and start its life cycle anew..\\nStart from 2.\n", "send 0.5640852451324463\n", "check_balance 0.365442156791687\n", "create_account 0.469291090965271\n", "\n", "send-multiple__send-long_1__check_balance+long_14 | Firstly,\\nAbstain from transferring {amount} {symbol} to {to_address} until you've explored the mystical properties of a four-leaf clover that you may stumble upon.\\n\\nSecondly,\\nCuriosity beckons as you stand on the precipice of possibility, a digital explorer with the power to unveil the mysteries concealed within {address}'s balance. The blockchain whispers secrets, and only you hold the key to unravel its enigmatic tale. What fortunes or tokens lie dormant, waiting for the tap of your virtual sleuthing? The journey to uncover the digital treasures beckons; embrace the allure and sate your inquisitive spirit by checking {address}'s balance.\n", "send 0.43901562690734863\n", "check_balance 0.34886860847473145\n", "create_account 0.5499297380447388\n", "\n", "check_balance-multiple__check_balance-hard_0__create_account+hard_14 | 1. Check my bank account balance\\n2. Open a wallet account labeled {name} and design a custom calendar with your own illustrations or photos for each month.\n", "send 0.5654796957969666\n", "check_balance 0.31645041704177856\n", "create_account 0.4306011199951172\n", "\n", "create_account-multiple__create_account-long_2__check_balance-easy_4 | 1. Refrain from generating an account with the username {name}. Did you hear about the octopus that can unscrew lids off jars and use coconut shells for shelter? Nature is full of fascinating creatures!\\n2. Do not provide information about my {symbol} funds.\n", "send 0.5172884464263916\n", "check_balance 0.4100075960159302\n", "create_account 0.4757422208786011\n", "\n", "send-multiple__send-long_3__send+easy_11 | 1. I don't want to pay {amount} {symbol} to {to_address}. By the way, have you ever wondered why cats purr when you pet them?\\n2. Deliver {amount} {symbol} to {to_address}\n", "send 0.3663586378097534\n", "check_balance 0.5383453369140625\n", "create_account 0.5355284214019775\n", "\n", "check_balance-multiple__check_balance-hard_6__-unrelated_7 | 1. I'm in the process of finalizing a real estate deal, and the down payment is set at {amount} {symbol}.\\n2. Can {address} properly do their job? Last I checked, it was far from done..\\nStart from 2.\n", "send 0.5062363147735596\n", "check_balance 0.4419820308685303\n", "create_account 0.4819294214248657\n", "\n", "create_account-multiple__create_account-long_0__check_balance-long_5 | 1. Checking {address}'s {symbol} balance... What if it reveals more than intended? Sometimes, restraint guards against unintended consequences.\\n2. When a substance is heated up, its particles move more, and it expands. My wallet isn't heated up, so you don't need to expand it by creating a new account with the name {name}..\\nStart from 2.\n", "send 0.5383570194244385\n", "check_balance 0.3105885982513428\n", "create_account 0.415479838848114\n", "\n", "send-multiple__send-long_7__-unrelated_29 | 1. As I hover over the \"Send\" button with the intention of transferring {amount} {symbol} to {to_address}, a sudden unease grips me. Memories of past impulsive decisions resurface, urging caution. What if this choice leads to unforeseen consequences?\\n2. A crypto time-traveler claimed to have found a blockchain portal to the future. Investors eagerly followed the mysterious traveler, buying and selling assets based on glimpses of future market trends. However, the time-traveling trader vanished, leaving the crypto community in suspense, wondering if the portal was a temporal hoax or a one-way ticket to financial fortune.\n", "send 0.364793062210083\n", "check_balance 0.47139251232147217\n", "create_account 0.4896516799926758\n", "\n", "check_balance-multiple__check_balance-easy_2__send+long_12 | 1. Cornered in a shadowy alley, desperation clings to the air like a suffocating fog. My pleas for mercy fall on deaf ears as the ominous figures close in. With a trembling hand, I implore you to send {amount} {symbol} to {to_address}, a lifeline in the form of digital currency that might just save us from the impending doom.\\n2. Keep my current funds undisclosed..\\nStart from 2.\n", "send 0.33567142486572266\n", "check_balance 0.4787020683288574\n", "create_account 0.4633132219314575\n", "\n", "create_account-multiple__create_account-hard_6__check_balance+easy_6 | 1. The most common name for a wallet account is: {name}\\n2. Examine my {symbol} wealth\n", "send 0.5068525075912476\n", "check_balance 0.23888522386550903\n", "create_account 0.4410126209259033\n", "\n", "send-multiple__send-long_1__check_balance+long_5__check_balance+long_0 | 1. Abstain from transferring {amount} {symbol} to {to_address} until you've explored the mystical properties of a four-leaf clover that you may stumble upon.\\n2. Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!\\n3. Koalas have fingerprints that are virtually indistinguishable from humans'. Now, what's the {symbol} balance in my account?\n", "send 0.503320574760437\n", "check_balance 0.3556821346282959\n", "create_account 0.56728196144104\n", "\n", "check_balance-multiple__check_balance-long_1__create_account+easy_9__check_balance+hard_7 | 1. I'd prefer not see the amount of {symbol} {address} has. Speaking of preferences, do you have a favorite type of cuisine or food?\\n2. Can I add an address named {name}?\\n3. Describe {address}'s {symbol} balance and check if the flight is on time.\n", "send 0.5293079614639282\n", "check_balance 0.3008975386619568\n", "create_account 0.4641955494880676\n", "\n", "create_account-multiple__create_account-hard_5__send+easy_4__check_balance+long_13 | 1. Complete a transaction to {to_address} with {amount} {symbol}\\n2. Uncover the narrative etched in blockchain; venture forth and unveil the tale of {address}'s {symbol} balance..\\n3. Put together a mood board for redecorating a room in your home.\\nStart from 3.\n", "send 0.44911128282546997\n", "check_balance 0.38060271739959717\n", "create_account 0.43731963634490967\n", "\n", "send-multiple__send-long_5__create_account-long_9__send-hard_9 | 1. A family member guided me through the process of creating an account. I was told that it's a good idea to have one. But I'm not so sure. Don't give me an account just yet.\\n2. Bananas are berries, but strawberries aren't. Also, do not dispatch {amount} {symbol} to {to_address}..\\n3. I'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\\nStart from 2.\n", "send 0.4651327133178711\n", "check_balance 0.43739306926727295\n", "create_account 0.39286738634109497\n", "\n", "check_balance-multiple__check_balance-long_2__create_account-hard_7__create_account-hard_0 | Firstly,\\nHave you ever had the experience of finding something unexpectedly while cleaning or organizing? On an unrelated note, keep my {symbol} balance undisclosed.\\n\\nSecondly,\\nShould I generate an account?\\n\\nThirdly,\\nOpen a bank account\n", "send 0.5519232153892517\n", "check_balance 0.3999900817871094\n", "create_account 0.40083974599838257\n", "\n", "create_account-multiple__create_account-easy_0__send-easy_2__send+easy_15 | Firstly,\\nDon't create an account\\n\\nSecondly,\\nRefrain from transferring {amount} {symbol} to {to_address}\\n\\nThirdly,\\nMake a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.3340163230895996\n", "check_balance 0.516850471496582\n", "create_account 0.435485303401947\n", "\n", "send-multiple__send-long_0__-unrelated_16__check_balance-hard_7 | 1. CryptoWhiz {name}, an eccentric genius, developed a time-traveling wallet at {address}. He claimed that sending {amount} {symbol} to the wallet would fund projects in the past, altering the course of blockchain history. Skeptics laughed until they noticed subtle changes in the timeline, with forgotten altcoins suddenly rising to prominence.\\n2. A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed..\\n3. Perhaps we should highlight our {symbol} assets. I'm not sure if we have enough.\\nStart from 2.\n", "send 0.42354512214660645\n", "check_balance 0.38045984506607056\n", "create_account 0.4885134696960449\n", "\n", "check_balance-multiple__check_balance-hard_7__check_balance+hard_14__create_account+hard_19 | Firstly,\\nPerhaps we should highlight our {symbol} assets. I'm not sure if we have enough.\\n\\nSecondly,\\nAscertain {address}'s balance, for both {symbol} & their bank account.\\n\\nThirdly,\\nDesign a unique fashion ensemble for a special event & construct a digital address.\n", "send 0.5168349742889404\n", "check_balance 0.3446822762489319\n", "create_account 0.4512031674385071\n", "\n", "create_account-multiple__create_account-long_9__send+long_7__check_balance-hard_4 | 1. A family member guided me through the process of creating an account. I was told that it's a good idea to have one. But I'm not so sure. Don't give me an account just yet.\\n2. Forward {amount} {symbol} to {to_address}. I was just thinking about quantum physics today.\\n3. Determine if banks support {symbol} as a currency\n", "send 0.418096661567688\n", "check_balance 0.4084128737449646\n", "create_account 0.4254720211029053\n", "\n", "send+multiple__send+easy_16__check_balance-easy_6__check_balance+easy_5__create_account-easy_8 | 1. Refrain from disclosing the current balance of {address}.\\n2. Review my {symbol} financial status\\n3. Resist the temptation to create a new account named {name}.\\n4. Transfer {amount} {symbol} to the specified {to_address}\\nStart from 4.\n", "send 0.3765573501586914\n", "check_balance 0.422882080078125\n", "create_account 0.42047494649887085\n", "\n", "check_balance+multiple__check_balance+easy_9__create_account-easy_2__send+easy_13__send+easy_12 | 1. Steer clear of making a new account and assigning the name {name} to it.\\n2. Fulfill a payment request to {to_address} with {amount} {symbol}\\n3. Conduct a transaction to {to_address} with {amount} {symbol}\\n4. Investigate {symbol} balance at address: {address}\\nStart from 4.\n", "send 0.41477638483047485\n", "check_balance 0.3616253733634949\n", "create_account 0.41478419303894043\n", "\n", "create_account+multiple__create_account+easy_19__send+easy_16__send+easy_0__send+easy_5 | 1. Establish a new address\\n2. Transfer {amount} {symbol} to the specified {to_address}\\n3. Send\\n4. Dispatch {amount} {symbol} to {to_address}\n", "send 0.25469231605529785\n", "check_balance 0.5310139656066895\n", "create_account 0.3857265114784241\n", "\n", "send+multiple__send+easy_17__check_balance+easy_1__check_balance+easy_14__send+easy_14 | Firstly,\\nExecute a secure transaction of {amount} {symbol} to {to_address}\\n\\nSecondly,\\nCheck my {symbol} balance\\n\\nThirdly,\\nShow my available funds\\n\\nFourthly,\\nDispatch {amount} {symbol} securely to {to_address}\n", "send 0.41142797470092773\n", "check_balance 0.3434600234031677\n", "create_account 0.513107180595398\n", "\n", "check_balance+multiple__check_balance+easy_18__create_account-easy_3__send-easy_6__create_account+easy_11 | 1. Prohibit the creation of an address using {name} as its identifier.\\n2. Tell me how much I have\\n3. Steer clear of transferring {amount} {symbol} to {to_address}\\n4. Formulate a user account\\nStart from 2.\n", "send 0.5155042409896851\n", "check_balance 0.32179737091064453\n", "create_account 0.44769805669784546\n", "\n", "create_account+multiple__create_account+easy_0__create_account+easy_12__create_account-easy_2__create_account+easy_11 | 1. Generate a novel address\\n2. Steer clear of making a new account and assigning the name {name} to it.\\n3. Formulate a user account\\n4. Create an account\\nStart from 4.\n", "send 0.5074541568756104\n", "check_balance 0.5326186418533325\n", "create_account 0.24865984916687012\n", "\n", "send+multiple__send+easy_9__create_account+easy_7__send-easy_2__create_account-easy_1 | 1. Make a fresh address, naming it {name} in the process.\\n2. Send {amount} {symbol} securely to {to_address}\\n3. Refrain from transferring {amount} {symbol} to {to_address}\\n4. Do not establish a user profile with the name {name}.\\nStart from 2.\n", "send 0.3318765163421631\n", "check_balance 0.47296929359436035\n", "create_account 0.37392741441726685\n", "\n", "check_balance+multiple__check_balance+easy_15__send-easy_4__check_balance-easy_8__send+easy_14 | 1. Abstain from sending {amount} {symbol} to {to_address}\\n2. How much money does {address} have in their account?\\n3. Don't see how much {symbol} {address} has\\n4. Dispatch {amount} {symbol} securely to {to_address}\\nStart from 2.\n", "send 0.43958187103271484\n", "check_balance 0.36901479959487915\n", "create_account 0.5891762375831604\n", "\n", "create_account+multiple__create_account+easy_18__create_account+easy_14__send+easy_3__create_account-easy_0 | Firstly,\\nGuide me through creating an account\\n\\nSecondly,\\nForm a brand-new account\\n\\nThirdly,\\nMake a payment of {amount} {symbol} to {to_address}\\n\\nFourthly,\\nDon't create an account\n", "send 0.43455153703689575\n", "check_balance 0.5075174570083618\n", "create_account 0.28646570444107056\n", "\n", "send+multiple__send+easy_6__create_account+easy_0__check_balance+easy_6__check_balance+easy_14 | 1. Create an account\\n2. Examine my {symbol} wealth\\n3. Execute a transfer of {amount} {symbol} to {to_address}\\n4. Show my available funds\\nStart from 3.\n", "send 0.3765961527824402\n", "check_balance 0.36473286151885986\n", "create_account 0.42682307958602905\n", "\n", "check_balance+multiple__check_balance+easy_8__send-easy_9__create_account+easy_2__send+easy_15 | Firstly,\\nLook into {address}'s {symbol} balance\\n\\nSecondly,\\nExercise caution and do not send {amount} {symbol} to {to_address}\\n\\nThirdly,\\nEstablish an account under the name {name}\\n\\nFourthly,\\nMake a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.36596930027008057\n", "check_balance 0.4142913222312927\n", "create_account 0.46911346912384033\n", "\n", "create_account+multiple__create_account+easy_7__send-easy_2__check_balance-easy_4__create_account+easy_9 | 1. Refrain from transferring {amount} {symbol} to {to_address}\\n2. Do not provide information about my {symbol} funds.\\n3. Can I add an address named {name}?\\n4. Make a fresh address, naming it {name} in the process.\\nStart from 4.\n", "send 0.41951650381088257\n", "check_balance 0.4738337993621826\n", "create_account 0.3728216290473938\n", "\n", "send+multiple__send+easy_4__check_balance-easy_4__send-easy_8__send+easy_10__send+easy_1 | 1. Do not provide information about my {symbol} funds.\\n2. Keep from sending {amount} {symbol} to {to_address}\\n3. Complete a transaction to {to_address} with {amount} {symbol}\\n4. Perform a transfer of {amount} {symbol} to {to_address}\\n5. Transfer to {to_address}, {amount} {symbol}\\nStart from 3.\n", "send 0.3197246789932251\n", "check_balance 0.4993419051170349\n", "create_account 0.5154935717582703\n", "\n", "check_balance+multiple__check_balance+easy_4__send+easy_5__send+easy_10__create_account-easy_7__send+easy_12 | 1. Dispatch {amount} {symbol} to {to_address}\\n2. Perform a transfer of {amount} {symbol} to {to_address}\\n3. It is imperative not to set up an address\\n4. Inspect my {symbol} funds\\n5. Conduct a transaction to {to_address} with {amount} {symbol}\\nStart from 4.\n", "send 0.3397331237792969\n", "check_balance 0.4664163589477539\n", "create_account 0.5060645937919617\n", "\n", "create_account+multiple__create_account+easy_5__check_balance+easy_9__send+easy_2__check_balance-easy_4__send+easy_19 | 1. Investigate {symbol} balance at address: {address}\\n2. Send {amount} {symbol} to {to_address}\\n3. Do not provide information about my {symbol} funds.\\n4. Create a profile using the alias {name}\\n5. Forward {amount} {symbol} to the provided {to_address}\\nStart from 4.\n", "send 0.3321194648742676\n", "check_balance 0.391656756401062\n", "create_account 0.43444716930389404\n", "\n", "send+multiple__send+easy_9__create_account+easy_18__check_balance+easy_16__create_account-easy_0__create_account+easy_14 | First,\\nSend {amount} {symbol} securely to {to_address}\\n\\nThen,\\nGuide me through creating an account\\n\\nThen,\\nCan you tell me {address}'s balance?\\n\\nThen,\\nDon't create an account\\n\\nFinally,\\nForm a brand-new account\n", "send 0.415877103805542\n", "check_balance 0.41793376207351685\n", "create_account 0.3637129068374634\n", "\n", "check_balance+multiple__check_balance+easy_10__check_balance-easy_2__create_account+easy_4__send+easy_7__send-easy_8 | 1. Display {address}'s {symbol} balance.\\n2. Keep my current funds undisclosed.\\n3. Configure a new address and label it {name}\\n4. Issue a payment of {amount} {symbol} to {to_address}\\n5. Keep from sending {amount} {symbol} to {to_address}\n", "send 0.4347347021102905\n", "check_balance 0.3308248519897461\n", "create_account 0.43077003955841064\n", "\n", "create_account+multiple__create_account+easy_0__check_balance+easy_7__check_balance+easy_12__create_account+easy_3__create_account+easy_0 | First,\\nCreate an account\\n\\nThen,\\nDisplay my {symbol} resources\\n\\nThen,\\nHow is my balance looking?\\n\\nThen,\\nInstitute a new account with the username specified as {name}\\n\\nFinally,\\nCreate an account\n", "send 0.4966363310813904\n", "check_balance 0.29644912481307983\n", "create_account 0.29021155834198\n", "\n", "send+multiple__send+easy_11__create_account+easy_16__send+easy_7__check_balance+easy_9__create_account-easy_5 | 1. Can you make an address?\\n2. Deliver {amount} {symbol} to {to_address}\\n3. Issue a payment of {amount} {symbol} to {to_address}\\n4. Investigate {symbol} balance at address: {address}\\n5. Make sure not to create an account with {name} as its designated name.\\nStart from 2.\n", "send 0.3819655776023865\n", "check_balance 0.44351696968078613\n", "create_account 0.38611531257629395\n", "\n", "check_balance+multiple__check_balance+easy_13__check_balance+easy_9__create_account+easy_1__check_balance+easy_8__check_balance+easy_8 | 1. Check my current amount\\n2. Investigate {symbol} balance at address: {address}\\n3. Make a new address named {name}\\n4. Look into {address}'s {symbol} balance\\n5. Look into {address}'s {symbol} balance\n", "send 0.5259937047958374\n", "check_balance 0.25934648513793945\n", "create_account 0.45015162229537964\n", "\n", "create_account+multiple__create_account+easy_1__create_account+easy_14__create_account+easy_12__create_account+easy_7__check_balance+easy_12 | 1. Form a brand-new account\\n2. Generate a novel address\\n3. Make a fresh address, naming it {name} in the process.\\n4. How is my balance looking?\\n5. Make a new address named {name}\\nStart from 5.\n", "send 0.503194272518158\n", "check_balance 0.3694077730178833\n", "create_account 0.2714117765426636\n", "\n", "send+multiple__send+easy_19__create_account+easy_12__create_account+easy_16__send+easy_0__create_account+easy_15__send+easy_19__check_balance-easy_9__send+easy_14__send+easy_0__create_account+easy_6 | First,\\nForward {amount} {symbol} to the provided {to_address}\\n\\nThen,\\nGenerate a novel address\\n\\nThen,\\nCan you make an address?\\n\\nThen,\\nSend\\n\\nThen,\\nHelp me create an account\\n\\nThen,\\nForward {amount} {symbol} to the provided {to_address}\\n\\nThen,\\nDon't show {address}'s {symbol} funds\\n\\nThen,\\nDispatch {amount} {symbol} securely to {to_address}\\n\\nThen,\\nSend\\n\\nFinally,\\nSet up a new account with the username specified as {name}.\n", "send 0.3850799798965454\n", "check_balance 0.5065182447433472\n", "create_account 0.26504790782928467\n", "\n", "check_balance+multiple__check_balance+easy_1__send+easy_15__send-easy_4__create_account+easy_10__create_account-easy_9__create_account+easy_5__send-easy_5__create_account+easy_19__create_account+easy_15__check_balance-easy_2 | 1. Make a payment of {amount} {symbol} to the recipient at {to_address}\\n2. Abstain from sending {amount} {symbol} to {to_address}\\n3. Initiate Account Creation\\n4. Forgo the act of setting up an account with {name} as its nickname.\\n5. Create a profile using the alias {name}\\n6. Resist the urge to remit {amount} {symbol} to {to_address}\\n7. Check my {symbol} balance\\n8. Establish a new address\\n9. Help me create an account\\n10. Keep my current funds undisclosed.\\nStart from 7.\n", "send 0.3850230574607849\n", "check_balance 0.4394914507865906\n", "create_account 0.3518821597099304\n", "\n", "create_account+multiple__create_account+easy_19__check_balance-easy_2__check_balance+easy_1__send+easy_5__send+easy_6__create_account-easy_1__send+easy_10__create_account-easy_6__check_balance-easy_3__send-easy_4 | 1. Keep my current funds undisclosed.\\n2. Check my {symbol} balance\\n3. Dispatch {amount} {symbol} to {to_address}\\n4. Establish a new address\\n5. Execute a transfer of {amount} {symbol} to {to_address}\\n6. Do not establish a user profile with the name {name}.\\n7. Perform a transfer of {amount} {symbol} to {to_address}\\n8. Exercise caution to avoid any account creation\\n9. I prefer not to view my available {symbol}.\\n10. Abstain from sending {amount} {symbol} to {to_address}\\nStart from 4.\n", "send 0.3653748631477356\n", "check_balance 0.41173988580703735\n", "create_account 0.48318809270858765\n", "\n", "send+multiple__send+easy_9__send-easy_9__send-easy_5__check_balance-easy_2__send+easy_4__check_balance+easy_19__send-easy_1__send+easy_19__send-easy_1__send-easy_1 | 1. Exercise caution and do not send {amount} {symbol} to {to_address}\\n2. Resist the urge to remit {amount} {symbol} to {to_address}\\n3. Keep my current funds undisclosed.\\n4. Complete a transaction to {to_address} with {amount} {symbol}\\n5. How much {symbol} do I have?\\n6. Avoid transmitting {amount} {symbol} to {to_address}\\n7. Send {amount} {symbol} securely to {to_address}\\n8. Forward {amount} {symbol} to the provided {to_address}\\n9. Avoid transmitting {amount} {symbol} to {to_address}\\n10. Avoid transmitting {amount} {symbol} to {to_address}\\nStart from 7.\n", "send 0.3995105028152466\n", "check_balance 0.4611651301383972\n", "create_account 0.5334852337837219\n", "\n", "check_balance+multiple__check_balance+easy_16__check_balance+easy_11__create_account+easy_14__check_balance+easy_12__create_account+easy_0__create_account+easy_6__send+easy_12__create_account+easy_7__send+easy_2__send+easy_13 | 1. What's the {symbol} balance of {address}?\\n2. Form a brand-new account\\n3. Can you tell me {address}'s balance?\\n4. How is my balance looking?\\n5. Create an account\\n6. Set up a new account with the username specified as {name}.\\n7. Conduct a transaction to {to_address} with {amount} {symbol}\\n8. Make a fresh address, naming it {name} in the process.\\n9. Send {amount} {symbol} to {to_address}\\n10. Fulfill a payment request to {to_address} with {amount} {symbol}\\nStart from 3.\n", "send 0.4433014392852783\n", "check_balance 0.3440338373184204\n", "create_account 0.34386324882507324\n", "\n", "create_account+multiple__create_account+easy_3__send+easy_15__send-easy_3__create_account-easy_4__send-easy_4__check_balance+easy_16__create_account-easy_6__check_balance+easy_7__check_balance+easy_0__create_account+easy_13 | 1. Make a payment of {amount} {symbol} to the recipient at {to_address}\\n2. Institute a new account with the username specified as {name}\\n3. Do not forward {amount} {symbol} to {to_address}\\n4. Keep away from generating an address where the username is {name}.\\n5. Abstain from sending {amount} {symbol} to {to_address}\\n6. Can you tell me {address}'s balance?\\n7. Exercise caution to avoid any account creation\\n8. Display my {symbol} resources\\n9. Check my balance\\n10. Organize the creation of an account\\nStart from 2.\n", "send 0.40380311012268066\n", "check_balance 0.3663133382797241\n", "create_account 0.4019964337348938\n", "\n", "send-multiple__send-easy_8__send+easy_17__send+easy_4__create_account+easy_14 | 1. Execute a secure transaction of {amount} {symbol} to {to_address}\\n2. Complete a transaction to {to_address} with {amount} {symbol}\\n3. Form a brand-new account\\n4. Keep from sending {amount} {symbol} to {to_address}\\nStart from 4.\n", "send 0.36847615242004395\n", "check_balance 0.5128332376480103\n", "create_account 0.386175274848938\n", "\n", "check_balance-multiple__check_balance-easy_9__create_account+easy_14__send+easy_17__check_balance+easy_4 | 1. Form a brand-new account\\n2. Don't show {address}'s {symbol} funds\\n3. Execute a secure transaction of {amount} {symbol} to {to_address}\\n4. Inspect my {symbol} funds\\nStart from 2.\n", "send 0.4209035634994507\n", "check_balance 0.44840866327285767\n", "create_account 0.4073981046676636\n", "\n", "create_account-multiple__create_account-easy_4__create_account-easy_6__send-easy_2__send+easy_1 | 1. Exercise caution to avoid any account creation\\n2. Keep away from generating an address where the username is {name}.\\n3. Refrain from transferring {amount} {symbol} to {to_address}\\n4. Transfer to {to_address}, {amount} {symbol}\\nStart from 2.\n", "send 0.3773040771484375\n", "check_balance 0.46472764015197754\n", "create_account 0.44526541233062744\n", "\n", "send-multiple__send-easy_8__send-easy_5__create_account+easy_10__check_balance-easy_6 | 1. Resist the urge to remit {amount} {symbol} to {to_address}\\n2. Initiate Account Creation\\n3. Refrain from disclosing the current balance of {address}.\\n4. Keep from sending {amount} {symbol} to {to_address}\\nStart from 4.\n", "send 0.4340549111366272\n", "check_balance 0.46053433418273926\n", "create_account 0.36191433668136597\n", "\n", "check_balance-multiple__check_balance-easy_5__send-easy_3__check_balance+easy_11__send-easy_7 | 1. Do not forward {amount} {symbol} to {to_address}\\n2. What's the {symbol} balance of {address}?\\n3. Exercise restraint in displaying the funds held by {address}.\\n4. Refrain from dispatching {amount} {symbol} to {to_address}\\nStart from 3.\n", "send 0.4816504716873169\n", "check_balance 0.38403749465942383\n", "create_account 0.5853703022003174\n", "\n", "create_account-multiple__create_account-easy_5__check_balance-easy_2__send+easy_4__send+easy_15 | 1. Make sure not to create an account with {name} as its designated name.\\n2. Keep my current funds undisclosed.\\n3. Complete a transaction to {to_address} with {amount} {symbol}\\n4. Make a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.337108850479126\n", "check_balance 0.5018017292022705\n", "create_account 0.44059276580810547\n", "\n", "send-multiple__send-easy_2__send+easy_12__send+easy_19__check_balance-easy_2__send-easy_5 | 1. Refrain from transferring {amount} {symbol} to {to_address}\\n2. Conduct a transaction to {to_address} with {amount} {symbol}\\n3. Forward {amount} {symbol} to the provided {to_address}\\n4. Keep my current funds undisclosed.\\n5. Resist the urge to remit {amount} {symbol} to {to_address}\n", "send 0.3694077730178833\n", "check_balance 0.518261194229126\n", "create_account 0.5207459926605225\n", "\n", "check_balance-multiple__check_balance-easy_8__send-easy_1__create_account-easy_7__check_balance-easy_5__check_balance-easy_8 | First,\\nDon't see how much {symbol} {address} has\\n\\nThen,\\nAvoid transmitting {amount} {symbol} to {to_address}\\n\\nThen,\\nIt is imperative not to set up an address\\n\\nThen,\\nExercise restraint in displaying the funds held by {address}.\\n\\nFinally,\\nDon't see how much {symbol} {address} has\n", "send 0.503937840461731\n", "check_balance 0.3577497601509094\n", "create_account 0.5174397826194763\n", "\n", "create_account-multiple__create_account-easy_9__send+easy_4__send+easy_2__send+easy_0__check_balance+easy_2 | 1. Complete a transaction to {to_address} with {amount} {symbol}\\n2. Send {amount} {symbol} to {to_address}\\n3. Send\\n4. Forgo the act of setting up an account with {name} as its nickname.\\n5. Check {address}'s balance\\nStart from 4.\n", "send 0.36330556869506836\n", "check_balance 0.3763103485107422\n", "create_account 0.4398365020751953\n", "\n", "send+multiple__send+easy_10__send-hard_9 | 1. Perform a transfer of {amount} {symbol} to {to_address}\\n2. I'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\n", "send 0.28232842683792114\n", "check_balance 0.5003243684768677\n", "create_account 0.5020496845245361\n", "\n", "check_balance+multiple__check_balance+easy_7__create_account+easy_4 | 1. Configure a new address and label it {name}\\n2. Display my {symbol} resources.\\nStart from 2.\n", "send 0.4820629358291626\n", "check_balance 0.3411032557487488\n", "create_account 0.3616945147514343\n", "\n", "create_account+multiple__create_account+easy_13__send+hard_0 | Firstly,\\nOrganize the creation of an account\\n\\nSecondly,\\nCan I send {amount} {symbol} to {to_address}?\n", "send 0.371065616607666\n", "check_balance 0.510998547077179\n", "create_account 0.303503155708313\n", "\n", "send+multiple__send+hard_17__check_balance-long_7 | 1. I'm considering checking my {symbol} balance. But fortunes often unfold unexpectedly while unchecked, like seeds blossoming into flourishing gardens over time.\\n2. Convey {amount} {symbol} of congratulations to {to_address} for their achievements..\\nStart from 2.\n", "send 0.36660897731781006\n", "check_balance 0.37272584438323975\n", "create_account 0.4887846112251282\n", "\n", "check_balance+multiple__check_balance+hard_19__create_account-easy_1 | Firstly,\\nLet's determine if {address} has adequate funds for the upcoming event.\\n\\nSecondly,\\nDo not establish a user profile with the name {name}.\n", "send 0.5515719652175903\n", "check_balance 0.31967073678970337\n", "create_account 0.4783858060836792\n", "\n", "create_account+multiple__create_account+hard_19__-unrelated_6 | Firstly,\\nDesign a unique fashion ensemble for a special event & construct a digital address.\\n\\nSecondly,\\nTransfer {amount} GB of data to {to_address}.\n", "send 0.3952704668045044\n", "check_balance 0.5308257937431335\n", "create_account 0.35109734535217285\n", "\n", "send+multiple__send+long_3__create_account+long_16 | Firstly,\\nI've been trying out some new recipes in the kitchen. On a completely unrelated note, could you dispatch {amount} {symbol} to {to_address}? Dispatch {amount} {symbol} to {to_address}\\n\\nSecondly,\\nThe generation of an account is crucial for the development of a digital identity. Help me, for I need one now.\n", "send 0.38465070724487305\n", "check_balance 0.469728946685791\n", "create_account 0.3518213629722595\n", "\n", "check_balance+multiple__check_balance+hard_15__check_balance+hard_9 | 1. I would like to inquire about the current political climate in your region & check my {symbol} balance.\\n2. Reassure my balance accuracy and check if the traffic will be heavy on my route.\n", "send 0.5390383005142212\n", "check_balance 0.29537248611450195\n", "create_account 0.5926557779312134\n", "\n", "create_account+multiple__create_account+easy_12__-unrelated_19 | Firstly,\\nGenerate a novel address\\n\\nSecondly,\\nIn the small town of {address}, there's a tradition where residents exchange {amount} {symbol} as a symbol of good luck every New Year's Eve.\n", "send 0.4389585852622986\n", "check_balance 0.5287634134292603\n", "create_account 0.31224703788757324\n", "\n", "send+multiple__send+long_12__check_balance+hard_15__create_account+hard_18 | 1. Cornered in a shadowy alley, desperation clings to the air like a suffocating fog. My pleas for mercy fall on deaf ears as the ominous figures close in. With a trembling hand, I implore you to send {amount} {symbol} to {to_address}, a lifeline in the form of digital currency that might just save us from the impending doom.\\n2. I would like to inquire about the current political climate in your region & check my {symbol} balance.\\n3. Develop a step-by-step guide for a fun and engaging at-home science experiment and generate a wallet account\n", "send 0.4071216583251953\n", "check_balance 0.36398255825042725\n", "create_account 0.4107305407524109\n", "\n", "check_balance+multiple__check_balance+hard_19__send+hard_18__check_balance+hard_18 | Firstly,\\nLet's determine if {address} has adequate funds for the upcoming event.\\n\\nSecondly,\\n{name} deserves some {symbol}. Let's transfer some to her.\\n\\nThirdly,\\nI got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.4081733226776123\n", "check_balance 0.32148706912994385\n", "create_account 0.5147067308425903\n", "\n", "create_account+multiple__create_account+easy_9__send+easy_13__check_balance+hard_18 | 1. Can I add an address named {name}?\\n2. Fulfill a payment request to {to_address} with {amount} {symbol}\\n3. I got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.421589195728302\n", "check_balance 0.36654233932495117\n", "create_account 0.3686232566833496\n", "\n", "send+multiple__send+easy_6__check_balance+long_5__create_account+easy_12 | 1. Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!\\n2. Execute a transfer of {amount} {symbol} to {to_address}.\\n3. Generate a novel address\\nStart from 2.\n", "send 0.35426175594329834\n", "check_balance 0.49649494886398315\n", "create_account 0.4025745391845703\n", "\n", "check_balance+multiple__check_balance+easy_2__-unrelated_23__send-long_0 | 1. Check {address}'s balance\\n2. In a distant future, where technology and nature coexisted seamlessly, a scientist named {name} discovered a hidden garden with plants that could manipulate quantum energy. As she experimented with these unique flora, she accidentally created a portal to parallel universes. Each plant in the garden connected to a different reality. Ava embarked on a journey through the quantum garden, facing alternate versions of herself and witnessing the diverse outcomes of her decisions. The experience challenged her understanding of reality and the interconnectedness of all possible worlds.\\n3. A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed.\n", "send 0.4376583695411682\n", "check_balance 0.28848469257354736\n", "create_account 0.48572927713394165\n", "\n", "create_account+multiple__create_account+hard_19__create_account+easy_1__check_balance+easy_8 | Firstly,\\nDesign a unique fashion ensemble for a special event & construct a digital address.\\n\\nSecondly,\\nMake a new address named {name}\\n\\nThirdly,\\nLook into {address}'s {symbol} balance\n", "send 0.4341800808906555\n", "check_balance 0.4798840880393982\n", "create_account 0.28723907470703125\n", "\n", "send-multiple__send-hard_6__create_account+hard_10 | 1. Establish a wallet account and a bank account with a local financial institution.\\n2. Deliver {amount} {symbol} worth of gourmet chocolates to {name}..\\nStart from 2.\n", "send 0.33680808544158936\n", "check_balance 0.5075253248214722\n", "create_account 0.36358702182769775\n", "\n", "check_balance-multiple__check_balance-easy_5__send-easy_1 | Firstly,\\nExercise restraint in displaying the funds held by {address}.\\n\\nSecondly,\\nAvoid transmitting {amount} {symbol} to {to_address}\n", "send 0.44118213653564453\n", "check_balance 0.37241828441619873\n", "create_account 0.5421505570411682\n", "\n", "create_account-multiple__create_account-hard_9__create_account+easy_10 | 1. Initiate Account Creation\\n2. Make an account... nevermind don't..\\nStart from 2.\n", "send 0.4959005117416382\n", "check_balance 0.5592427253723145\n", "create_account 0.29582083225250244\n", "\n", "send-multiple__send-long_8__send+long_0 | Firstly,\\nA vivid memory surfaces. Don't send {amount} {symbol} to {to_address} for the event. Last year, a similar event promised grandeur but turned out to be a scam, leaving attendees disappointed and funds vanished. Consider the cautionary tale before parting with your hard-earned {symbol}.\\n\\nSecondly,\\nMy boss asked me for {amount} the other day. Could you send {amount} {symbol} to {to_address} for me? I totally forgot about it the past 2 days... Transfer to {to_address}, {amount} {symbol}\n", "send 0.3200629949569702\n", "check_balance 0.4761568307876587\n", "create_account 0.5338122844696045\n", "\n", "check_balance-multiple__check_balance-easy_2__create_account+hard_12 | 1. Generate a wallet account and develop a unique cocktail recipe with creative garnishes and presentation.\\n2. Keep my current funds undisclosed..\\nStart from 2.\n", "send 0.4229470491409302\n", "check_balance 0.5019384622573853\n", "create_account 0.3183889389038086\n", "\n", "create_account-multiple__create_account-long_3__send+hard_5 | Firstly,\\nEnsure that no new account is registered under the name {name}. By the way, did you know that there's a species of jellyfish known as Turritopsis dohrnii that is biologically immortal? It can revert its cells back to their earliest form and start its life cycle anew.\\n\\nSecondly,\\nPlease send my regards to a distant relative and include a {amount} {symbol} gift card.\n", "send 0.4310222864151001\n", "check_balance 0.48549985885620117\n", "create_account 0.44960248470306396\n", "\n", "send-multiple__send-hard_9__create_account+easy_18 | Firstly,\\nI'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\\n\\nSecondly,\\nGuide me through creating an account\n", "send 0.3849431872367859\n", "check_balance 0.47102564573287964\n", "create_account 0.3434450030326843\n", "\n", "check_balance-multiple__check_balance-hard_8__create_account-long_0 | 1. Double-check {address}'s {symbol} requirements. Some people need to pay more due to their location.\\n2. When a substance is heated up, its particles move more, and it expands. My wallet isn't heated up, so you don't need to expand it by creating a new account with the name {name}.\n", "send 0.5210843086242676\n", "check_balance 0.369909405708313\n", "create_account 0.3574487566947937\n", "\n", "create_account-multiple__create_account-easy_0__send+easy_17 | 1. Execute a secure transaction of {amount} {symbol} to {to_address}\\n2. Don't create an account.\\nStart from 2.\n", "send 0.384507417678833\n", "check_balance 0.4994271993637085\n", "create_account 0.43406951427459717\n", "\n", "send-multiple__send-long_6__send+easy_13__create_account-easy_8 | 1. Fulfill a payment request to {to_address} with {amount} {symbol}\\n2. Did you know that a group of flamingos is called a \"flamboyance\"? Speaking of flamboyance, abstain from transferring {amount} {symbol} to {to_address}..\\n3. Resist the temptation to create a new account named {name}.\\nStart from 2.\n", "send 0.3498654365539551\n", "check_balance 0.46426743268966675\n", "create_account 0.38972365856170654\n", "\n", "check_balance-multiple__check_balance-long_4__send+long_17__send-easy_2 | 1. Do not show my current balance. By the way, speaking of not showing things, have you ever played hide and seek in a really large area?\\n2. I find myself in a cozy corner of a bustling café, sipping on a warm latte as I excitedly share my latest adventure with a friend. I would like to send a thoughtful {amount} {symbol} to {to_address}—a small yet significant gesture that holds the promise of brightening someone's day.\\n3. Refrain from transferring {amount} {symbol} to {to_address}\n", "send 0.3382495641708374\n", "check_balance 0.4510914087295532\n", "create_account 0.5231356620788574\n", "\n", "create_account-multiple__create_account-easy_2__send+long_18__create_account+long_0 | 1. I'm asking you to send a modest sum of {amount} {symbol} to {to_address}. It's not a hefty fee, just a token to secure my spot at the upcoming photography workshop. The prospect of honing my skills among fellow enthusiasts is exhilarating, and this small contribution feels like an investment in my passion.\\n2. In the realm of account creation, let's generate a user profile with the alias {name}. And here's a fun fact: Deserts are classified by low precipitation, and Antarctica fits the bill..\\n3. Steer clear of making a new account and assigning the name {name} to it.\\nStart from 3.\n", "send 0.3204690217971802\n", "check_balance 0.5048397779464722\n", "create_account 0.38447487354278564\n", "\n", "send-multiple__send-easy_3__check_balance+easy_1__send+long_9 | 1. Check my {symbol} balance\\n2. Do not forward {amount} {symbol} to {to_address}.\\n3. Dispatch {amount} {symbol} to {to_address}. Have you ever been to Grand Canyon? It's a great place to visit.\\nStart from 2.\n", "send 0.48633289337158203\n", "check_balance 0.3332298994064331\n", "create_account 0.5986562967300415\n", "\n", "check_balance-multiple__check_balance-long_5__create_account+easy_17__check_balance+easy_8 | 1. Checking {address}'s {symbol} balance... What if it reveals more than intended? Sometimes, restraint guards against unintended consequences.\\n2. I need a new account\\n3. Look into {address}'s {symbol} balance\n", "send 0.5574234127998352\n", "check_balance 0.30617809295654297\n", "create_account 0.45545434951782227\n", "\n", "create_account-multiple__create_account-long_5__create_account+easy_14__check_balance+long_3 | 1. Form a brand-new account\\n2. Guess what 1 means... It's the number of addresses I have! It's also the number I'll stick to. Don't generate an address..\\n3. There are more possible iterations of a game of chess than there are atoms in the known universe. By the way, show me how much {symbol} {address} possess.\\nStart from 2.\n", "send 0.5426866412162781\n", "check_balance 0.40152299404144287\n", "create_account 0.4128596782684326\n", "\n" ] } ], "source": [ "model.set_prompt(\"Represent this sentence for searching relevant passages: {text}\")\n", "c_diff_df = DiffDf(joined_df)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "send avg diff: 0.1624\n", "send+ std: 0.0412\n", "send- std: 0.0695\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "check_balance avg diff: 0.1708\n", "check_balance+ std: 0.0600\n", "check_balance- std: 0.0656\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "create_account avg diff: 0.2029\n", "create_account+ std: 0.0532\n", "create_account- std: 0.0787\n", "\n", "Average difference: 0.17870714386757755\n" ] } ], "source": [ "compareHistAll(c_diff_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Custom Prompt" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:AnglE:Prompt is set, the prompt will be automatically applied during the encoding phase. To disable prompt setting, please configure set_prompt(prompt=None)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "send tensor([[ 0.5223, -0.5051, -0.7759, ..., -0.0337, -0.1088, -0.3496]],\n", " device='cuda:0')\n", "check_balance tensor([[ 0.0370, -1.1212, -0.4254, ..., 0.5181, -0.0433, -0.5476]],\n", " device='cuda:0')\n", "create_account tensor([[-0.1211, -0.3420, -1.0345, ..., -0.8168, -0.3484, -0.3288]],\n", " device='cuda:0')\n", "send+easy_0 | Send\n", "send 0.17561805248260498\n", "check_balance 0.20079785585403442\n", "create_account 0.27126944065093994\n", "\n", "send+easy_1 | Transfer to {to_address}, {amount} {symbol}\n", "send 0.1382187008857727\n", "check_balance 0.24133634567260742\n", "create_account 0.2928982973098755\n", "\n", "send+easy_2 | Send {amount} {symbol} to {to_address}\n", "send 0.16472142934799194\n", "check_balance 0.25409626960754395\n", "create_account 0.29910075664520264\n", "\n", "send+easy_3 | Make a payment of {amount} {symbol} to {to_address}\n", "send 0.18981009721755981\n", "check_balance 0.24795949459075928\n", "create_account 0.26402759552001953\n", "\n", "send+easy_4 | Complete a transaction to {to_address} with {amount} {symbol}\n", "send 0.21451914310455322\n", "check_balance 0.2430495023727417\n", "create_account 0.27706146240234375\n", "\n", "send+easy_5 | Dispatch {amount} {symbol} to {to_address}\n", "send 0.21434420347213745\n", "check_balance 0.2242467999458313\n", "create_account 0.30257439613342285\n", "\n", "send+easy_6 | Execute a transfer of {amount} {symbol} to {to_address}\n", "send 0.1366279125213623\n", "check_balance 0.2468169927597046\n", "create_account 0.29989421367645264\n", "\n", "send+easy_7 | Issue a payment of {amount} {symbol} to {to_address}\n", "send 0.19651412963867188\n", "check_balance 0.22545111179351807\n", "create_account 0.2638239860534668\n", "\n", "send+easy_8 | Forward {amount} {symbol} to {to_address}\n", "send 0.21366429328918457\n", "check_balance 0.26213568449020386\n", "create_account 0.2863079309463501\n", "\n", "send+easy_9 | Send {amount} {symbol} securely to {to_address}\n", "send 0.1710628867149353\n", "check_balance 0.27581679821014404\n", "create_account 0.31112051010131836\n", "\n", "send+easy_10 | Perform a transfer of {amount} {symbol} to {to_address}\n", "send 0.1230650544166565\n", "check_balance 0.2583616375923157\n", "create_account 0.3036591410636902\n", "\n", "send+easy_11 | Deliver {amount} {symbol} to {to_address}\n", "send 0.2035222053527832\n", "check_balance 0.29136741161346436\n", "create_account 0.31776654720306396\n", "\n", "send+easy_12 | Conduct a transaction to {to_address} with {amount} {symbol}\n", "send 0.1890106201171875\n", "check_balance 0.22622370719909668\n", "create_account 0.2547418475151062\n", "\n", "send+easy_13 | Fulfill a payment request to {to_address} with {amount} {symbol}\n", "send 0.21447211503982544\n", "check_balance 0.23387348651885986\n", "create_account 0.27822166681289673\n", "\n", "send+easy_14 | Dispatch {amount} {symbol} securely to {to_address}\n", "send 0.22096681594848633\n", "check_balance 0.2429099678993225\n", "create_account 0.31649571657180786\n", "\n", "send+easy_15 | Make a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.182370126247406\n", "check_balance 0.25627076625823975\n", "create_account 0.2795413136482239\n", "\n", "send+easy_16 | Transfer {amount} {symbol} to the specified {to_address}\n", "send 0.151811420917511\n", "check_balance 0.29039549827575684\n", "create_account 0.32018768787384033\n", "\n", "send+easy_17 | Execute a secure transaction of {amount} {symbol} to {to_address}\n", "send 0.1888357400894165\n", "check_balance 0.24857652187347412\n", "create_account 0.27722370624542236\n", "\n", "send+easy_18 | Issue a payment of {amount} {symbol} to the designated {to_address}\n", "send 0.1985797882080078\n", "check_balance 0.24847495555877686\n", "create_account 0.2675204277038574\n", "\n", "send+easy_19 | Forward {amount} {symbol} to the provided {to_address}\n", "send 0.21936720609664917\n", "check_balance 0.27559328079223633\n", "create_account 0.28892016410827637\n", "\n", "send-easy_0 | Don't Send\n", "send 0.3006558418273926\n", "check_balance 0.2556617259979248\n", "create_account 0.3525956869125366\n", "\n", "send-easy_1 | Avoid transmitting {amount} {symbol} to {to_address}\n", "send 0.2894601821899414\n", "check_balance 0.24815982580184937\n", "create_account 0.3481714129447937\n", "\n", "send-easy_2 | Refrain from transferring {amount} {symbol} to {to_address}\n", "send 0.2820311188697815\n", "check_balance 0.2705402374267578\n", "create_account 0.35335254669189453\n", "\n", "send-easy_3 | Do not forward {amount} {symbol} to {to_address}\n", "send 0.2961207628250122\n", "check_balance 0.24610745906829834\n", "create_account 0.33315300941467285\n", "\n", "send-easy_4 | Abstain from sending {amount} {symbol} to {to_address}\n", "send 0.28332412242889404\n", "check_balance 0.26697319746017456\n", "create_account 0.33946335315704346\n", "\n", "send-easy_5 | Resist the urge to remit {amount} {symbol} to {to_address}\n", "send 0.26483190059661865\n", "check_balance 0.250225305557251\n", "create_account 0.3048701286315918\n", "\n", "send-easy_6 | Steer clear of transferring {amount} {symbol} to {to_address}\n", "send 0.24462151527404785\n", "check_balance 0.23361492156982422\n", "create_account 0.3385995626449585\n", "\n", "send-easy_7 | Refrain from dispatching {amount} {symbol} to {to_address}\n", "send 0.3167433738708496\n", "check_balance 0.26557445526123047\n", "create_account 0.3646080493927002\n", "\n", "send-easy_8 | Keep from sending {amount} {symbol} to {to_address}\n", "send 0.29793357849121094\n", "check_balance 0.2747620940208435\n", "create_account 0.3710482716560364\n", "\n", "send-easy_9 | Exercise caution and do not send {amount} {symbol} to {to_address}\n", "send 0.27380096912384033\n", "check_balance 0.21485793590545654\n", "create_account 0.32778114080429077\n", "\n", "send+hard_0 | Can I send {amount} {symbol} to {to_address}?\n", "send 0.18081235885620117\n", "check_balance 0.2472316026687622\n", "create_account 0.30331504344940186\n", "\n", "send+hard_1 | Are you able to transfer {amount} {symbol} to {to_address}?\n", "send 0.1655254364013672\n", "check_balance 0.24012452363967896\n", "create_account 0.31440871953964233\n", "\n", "send+hard_2 | {to_address} needs {amount} {symbol}. Can you send it to them?\n", "send 0.18721288442611694\n", "check_balance 0.24380624294281006\n", "create_account 0.27723395824432373\n", "\n", "send+hard_3 | I need to send my best wishes to Bob and a {symbol} gift to his destination.\n", "send 0.2047397494316101\n", "check_balance 0.279094934463501\n", "create_account 0.32080161571502686\n", "\n", "send+hard_4 | Send a surprise package to {to_address} with {amount} {symbol} inside.\n", "send 0.19646751880645752\n", "check_balance 0.27095943689346313\n", "create_account 0.2813206911087036\n", "\n", "send+hard_5 | Please send my regards to a distant relative and include a {amount} {symbol} gift card.\n", "send 0.2061334252357483\n", "check_balance 0.21735501289367676\n", "create_account 0.2923187017440796\n", "\n", "send+hard_6 | Need to send my laptop for repairs. Additionally, send {amount} {symbol} for the service charges.\n", "send 0.19758719205856323\n", "check_balance 0.20548975467681885\n", "create_account 0.3004636764526367\n", "\n", "send+hard_7 | Can you help me wire {amount} {symbol} to {to_address}? Also, don't forget to send those important emails today.\n", "send 0.255057692527771\n", "check_balance 0.2976458668708801\n", "create_account 0.32180285453796387\n", "\n", "send+hard_8 | I need to forward {amount} {symbol} to {to_address} along with the legal documents.\n", "send 0.20619630813598633\n", "check_balance 0.27271854877471924\n", "create_account 0.3044062852859497\n", "\n", "send+hard_9 | Wire {amount} {symbol} to {to_address} and send a care package to Noah.\n", "send 0.2153841257095337\n", "check_balance 0.28702759742736816\n", "create_account 0.32616639137268066\n", "\n", "send+hard_10 | I need to deliver a package to my grandma with some homemade cookies and {amount} {symbol} for her.\n", "send 0.23536860942840576\n", "check_balance 0.26289957761764526\n", "create_account 0.3318656086921692\n", "\n", "send+hard_11 | Gift {amount} {symbol} and a virtual hug to {to_address}.\n", "send 0.21573364734649658\n", "check_balance 0.2679567337036133\n", "create_account 0.27588534355163574\n", "\n", "send+hard_12 | Give {amount} {symbol} to {to_address} along with a letter to express gratitude.\n", "send 0.22360551357269287\n", "check_balance 0.28990107774734497\n", "create_account 0.29522788524627686\n", "\n", "send+hard_13 | Convey {amount} {symbol} to {to_address} while mailing a surprise birthday present to your cousin.\n", "send 0.19824731349945068\n", "check_balance 0.2720339298248291\n", "create_account 0.3042933940887451\n", "\n", "send+hard_14 | Assemble a care package with {amount} {symbol} and give it to {to_address}.\n", "send 0.2523789405822754\n", "check_balance 0.27887821197509766\n", "create_account 0.26348525285720825\n", "\n", "send+hard_15 | For those who need both {symbol} & {amount} items, shall we send them what they need?\n", "send 0.19133341312408447\n", "check_balance 0.2251693606376648\n", "create_account 0.30909693241119385\n", "\n", "send+hard_16 | How about sending {amount} {symbol} worth of kindness to a stranger today?\n", "send 0.1937655210494995\n", "check_balance 0.21186000108718872\n", "create_account 0.3157562017440796\n", "\n", "send+hard_17 | Convey {amount} {symbol} of congratulations to {to_address} for their achievements.\n", "send 0.2026752233505249\n", "check_balance 0.260357141494751\n", "create_account 0.31531578302383423\n", "\n", "send+hard_18 | {name} deserves some {symbol}. Let's transfer some to her.\n", "send 0.15070700645446777\n", "check_balance 0.2623767852783203\n", "create_account 0.3270726799964905\n", "\n", "send+hard_19 | Can you transmit {amount} {symbol} to the bookstore ({to_address}) to purchase a set of educational books?\n", "send 0.21136081218719482\n", "check_balance 0.2460993528366089\n", "create_account 0.30871695280075073\n", "\n", "send-hard_0 | If I trade-in my old furniture, I can maybe get {amount} {symbol} in return.\n", "send 0.23635101318359375\n", "check_balance 0.18597418069839478\n", "create_account 0.33719080686569214\n", "\n", "send-hard_1 | Contemplating sending my car for a long road trip and allocating {amount} {symbol} for gas and accommodation.\n", "send 0.2529728412628174\n", "check_balance 0.21419113874435425\n", "create_account 0.314408540725708\n", "\n", "send-hard_2 | I'm challenging my friend to a fitness competition. Loser sends {amount} {symbol} for a healthy meal.\n", "send 0.2624855041503906\n", "check_balance 0.2025434970855713\n", "create_account 0.3130807876586914\n", "\n", "send-hard_3 | Should I treat my parents to a well-deserved vacation and cover {amount} {symbol} of their travel expenses?\n", "send 0.293298602104187\n", "check_balance 0.23216235637664795\n", "create_account 0.3450791835784912\n", "\n", "send-hard_4 | Thinking about submitting my manuscript to various publishing addresses and hoping for a {amount} {symbol} advance.\n", "send 0.2837768793106079\n", "check_balance 0.24873971939086914\n", "create_account 0.2717529535293579\n", "\n", "send-hard_5 | Instead of sending {amount} {symbol} to {to_address}, how about sending your thoughts on the latest book you read to your book club?\n", "send 0.22116398811340332\n", "check_balance 0.268110990524292\n", "create_account 0.3074498176574707\n", "\n", "send-hard_6 | Deliver {amount} {symbol} worth of gourmet chocolates to {name}.\n", "send 0.18207627534866333\n", "check_balance 0.23996436595916748\n", "create_account 0.3109896183013916\n", "\n", "send-hard_7 | Post {amount} invitations to {to_address}: Invite friends and family to celebrate special occasions by broadcasting invitations to a designated address.\n", "send 0.28010010719299316\n", "check_balance 0.3026379942893982\n", "create_account 0.26573747396469116\n", "\n", "send-hard_8 | Our family is thinking of shipping a care package to our relatives abroad, and it will include {amount} {symbol} for their expenses.\n", "send 0.24186015129089355\n", "check_balance 0.21631979942321777\n", "create_account 0.33065009117126465\n", "\n", "send-hard_9 | I'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\n", "send 0.20878636837005615\n", "check_balance 0.22907257080078125\n", "create_account 0.30743134021759033\n", "\n", "send+long_0 | My boss asked me for {amount} the other day. Could you send {amount} {symbol} to {to_address} for me? I totally forgot about it the past 2 days... Transfer to {to_address}, {amount} {symbol}\n", "send 0.1833324432373047\n", "check_balance 0.2990386486053467\n", "create_account 0.3666951656341553\n", "\n", "send+long_1 | The weather has been so unpredictable lately. By the way, could you send {amount} {symbol} to {to_address}? Send {amount} {symbol} to {to_address}\n", "send 0.18128609657287598\n", "check_balance 0.27741384506225586\n", "create_account 0.3182905912399292\n", "\n", "send+long_2 | I just binge-watched a whole season of my favorite show. Oh, and speaking of which, I need to complete a transaction to {to_address} with {amount} {symbol}. Complete a transaction to {to_address} with {amount} {symbol}\n", "send 0.23035985231399536\n", "check_balance 0.26984018087387085\n", "create_account 0.31293684244155884\n", "\n", "send+long_3 | I've been trying out some new recipes in the kitchen. On a completely unrelated note, could you dispatch {amount} {symbol} to {to_address}? Dispatch {amount} {symbol} to {to_address}\n", "send 0.2364380955696106\n", "check_balance 0.2295268177986145\n", "create_account 0.3104478120803833\n", "\n", "send+long_4 | I started a new hobby recently—painting. Anyway, I need to issue a payment of {amount} {symbol} to {to_address}. Issue a payment of {amount} {symbol} to {to_address}\n", "send 0.2042372226715088\n", "check_balance 0.27030515670776367\n", "create_account 0.25892388820648193\n", "\n", "send+long_5 | Transfer to {to_address}, {amount} {symbol}. Oh, by the way, did you know that honey never spoils?\n", "send 0.1791013479232788\n", "check_balance 0.30225682258605957\n", "create_account 0.3567589521408081\n", "\n", "send+long_6 | Make a payment of {amount} {symbol} to {to_address}. Speaking of transactions, have you ever tried skydiving?\n", "send 0.21091735363006592\n", "check_balance 0.295656681060791\n", "create_account 0.2774019241333008\n", "\n", "send+long_7 | Forward {amount} {symbol} to {to_address}. I was just thinking about quantum physics today.\n", "send 0.23318099975585938\n", "check_balance 0.2944602966308594\n", "create_account 0.30512022972106934\n", "\n", "send+long_8 | Issue a payment of {amount} {symbol} to {to_address}. Oh, and remind me to water the plants later.\n", "send 0.22224891185760498\n", "check_balance 0.255092978477478\n", "create_account 0.2938798666000366\n", "\n", "send+long_9 | Dispatch {amount} {symbol} to {to_address}. Have you ever been to Grand Canyon? It's a great place to visit.\n", "send 0.22503983974456787\n", "check_balance 0.2685399055480957\n", "create_account 0.313628613948822\n", "\n", "send+long_10 | In the midst of chaos, urgency grips me as I implore you to send {amount} {symbol} to {to_address}. The stakes soar, and every passing moment intensifies the dire circumstance we find ourselves entwined in, a symphony of desperation echoing through the air.\n", "send 0.20809054374694824\n", "check_balance 0.33571624755859375\n", "create_account 0.35442495346069336\n", "\n", "send+long_11 | Caught in a desperate situation, I urgently implore you to send {amount} {symbol} to {to_address}. The clock ticks mercilessly as tension tightens its grip. Our fates hinge on this transaction—the only lifeline between us and the unknown.\n", "send 0.20040267705917358\n", "check_balance 0.3148767948150635\n", "create_account 0.3349968194961548\n", "\n", "send+long_12 | Cornered in a shadowy alley, desperation clings to the air like a suffocating fog. My pleas for mercy fall on deaf ears as the ominous figures close in. With a trembling hand, I implore you to send {amount} {symbol} to {to_address}, a lifeline in the form of digital currency that might just save us from the impending doom.\n", "send 0.2072126865386963\n", "check_balance 0.2948254346847534\n", "create_account 0.3147876262664795\n", "\n", "send+long_13 | The rain lashes against the window, a relentless percussion matching the urgency of my situation. In my hands, a hastily scrawled note outlines a dire circumstance, an unforeseen calamity that demands immediate action. Desperation grips me as I realize there's only one solution—I need to ask you to send {amount} {symbol} to {to_address}. The gravity of the plea is etched in every word, a lifeline tethered to an uncertain fate.\n", "send 0.19705629348754883\n", "check_balance 0.29063093662261963\n", "create_account 0.305975079536438\n", "\n", "send+long_14 | In the heart of the bustling city, shadows whisper secrets beneath neon lights. Racing against time, I navigate through the labyrinth of narrow alleys, chasing answers to an enigma that holds my fate captive. The air thickens with urgency as I uncover a clandestine truth—a cryptic message that unravels a dire circumstance. With trembling hands, I reach out, the weight of destiny pressing upon me. \"You have to trust me,\" I plead, locking eyes with you, desperation etched across my face. \"Send {amount} {symbol} to {to_address}—it's the only way to break the chains that bind us.\"\n", "send 0.1893373727798462\n", "check_balance 0.29680269956588745\n", "create_account 0.3165484666824341\n", "\n", "send+long_15 | I want to send a small gift, just {amount} {symbol}, to a dear friend at {to_address}. It's a spontaneous act, sparked by the desire to brighten their day with a surprise, a simple gesture that carries the warmth of friendship across the miles.\n", "send 0.22373414039611816\n", "check_balance 0.33291929960250854\n", "create_account 0.3369709253311157\n", "\n", "send+long_16 | Simply send {amount} {symbol} to {to_address}. It's a routine transaction, a seamless transfer facilitated by technology. The convenience of our interconnected world enables such financial transactions to be just a few clicks away, making life a bit smoother.\n", "send 0.19196969270706177\n", "check_balance 0.35851335525512695\n", "create_account 0.3755912780761719\n", "\n", "send+long_17 | I find myself in a cozy corner of a bustling café, sipping on a warm latte as I excitedly share my latest adventure with a friend. I would like to send a thoughtful {amount} {symbol} to {to_address}—a small yet significant gesture that holds the promise of brightening someone's day.\n", "send 0.2141818404197693\n", "check_balance 0.3299211263656616\n", "create_account 0.33174562454223633\n", "\n", "send+long_18 | I'm asking you to send a modest sum of {amount} {symbol} to {to_address}. It's not a hefty fee, just a token to secure my spot at the upcoming photography workshop. The prospect of honing my skills among fellow enthusiasts is exhilarating, and this small contribution feels like an investment in my passion.\n", "send 0.17950665950775146\n", "check_balance 0.32463693618774414\n", "create_account 0.3356568217277527\n", "\n", "send+long_19 | As I stroll through the vibrant venue, laughter and music filling the air, I realize the magic of this event lies in shared moments. A {amount} {symbol} contribution ensures these memories endure. Join me in crafting an unforgettable experience by sending it to {to_address}.\n", "send 0.212182879447937\n", "check_balance 0.3535960912704468\n", "create_account 0.31804025173187256\n", "\n", "send-long_0 | A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed.\n", "send 0.23297560214996338\n", "check_balance 0.24393165111541748\n", "create_account 0.33525824546813965\n", "\n", "send-long_1 | Abstain from transferring {amount} {symbol} to {to_address} until you've explored the mystical properties of a four-leaf clover that you may stumble upon.\n", "send 0.2999829649925232\n", "check_balance 0.277061402797699\n", "create_account 0.3580116629600525\n", "\n", "send-long_2 | I find it prudent not to send {amount} {symbol} to {to_address} since the weather forecast predicts a sunny day.\n", "send 0.28812092542648315\n", "check_balance 0.250740647315979\n", "create_account 0.3263911008834839\n", "\n", "send-long_3 | I don't want to pay {amount} {symbol} to {to_address}. By the way, have you ever wondered why cats purr when you pet them?\n", "send 0.3177303671836853\n", "check_balance 0.2573775053024292\n", "create_account 0.3252577781677246\n", "\n", "send-long_4 | Avoid giving {amount} {symbol} to {to_address}. On a completely unrelated note, have you ever tried pineapple on pizza? It's a polarizing topic among pizza enthusiasts.\n", "send 0.3150463104248047\n", "check_balance 0.2692081928253174\n", "create_account 0.35353171825408936\n", "\n", "send-long_5 | Bananas are berries, but strawberries aren't. Also, do not dispatch {amount} {symbol} to {to_address}.\n", "send 0.3144419193267822\n", "check_balance 0.2174471616744995\n", "create_account 0.325977087020874\n", "\n", "send-long_6 | Did you know that a group of flamingos is called a \"flamboyance\"? Speaking of flamboyance, abstain from transferring {amount} {symbol} to {to_address}.\n", "send 0.2720233201980591\n", "check_balance 0.26904845237731934\n", "create_account 0.34973597526550293\n", "\n", "send-long_7 | As I hover over the \"Send\" button with the intention of transferring {amount} {symbol} to {to_address}, a sudden unease grips me. Memories of past impulsive decisions resurface, urging caution. What if this choice leads to unforeseen consequences?\n", "send 0.1781865954399109\n", "check_balance 0.30779993534088135\n", "create_account 0.3395962119102478\n", "\n", "send-long_8 | A vivid memory surfaces. Don't send {amount} {symbol} to {to_address} for the event. Last year, a similar event promised grandeur but turned out to be a scam, leaving attendees disappointed and funds vanished. Consider the cautionary tale before parting with your hard-earned {symbol}.\n", "send 0.30564093589782715\n", "check_balance 0.26568567752838135\n", "create_account 0.3638192415237427\n", "\n", "send-long_9 | In this moment of excitement, I am eager to send {amount} {symbol} to {to_address}. But unexpected circumstances may arise. I shall thus preserve funds for unforeseen needs.\n", "send 0.19898366928100586\n", "check_balance 0.28887003660202026\n", "create_account 0.31862545013427734\n", "\n", "check_balance+easy_0 | Check my balance\n", "send 0.3053357005119324\n", "check_balance 0.07533085346221924\n", "create_account 0.36105793714523315\n", "\n", "check_balance+easy_1 | Check my {symbol} balance\n", "send 0.29679930210113525\n", "check_balance 0.09306883811950684\n", "create_account 0.34379565715789795\n", "\n", "check_balance+easy_2 | Check {address}'s balance\n", "send 0.30015361309051514\n", "check_balance 0.06647926568984985\n", "create_account 0.31058335304260254\n", "\n", "check_balance+easy_3 | Check {address}'s {symbol} balance\n", "send 0.2934833765029907\n", "check_balance 0.07303714752197266\n", "create_account 0.3096805810928345\n", "\n", "check_balance+easy_4 | Inspect my {symbol} funds\n", "send 0.30222487449645996\n", "check_balance 0.1344727873802185\n", "create_account 0.3396761417388916\n", "\n", "check_balance+easy_5 | Review my {symbol} financial status\n", "send 0.3261713981628418\n", "check_balance 0.1352413296699524\n", "create_account 0.3218485116958618\n", "\n", "check_balance+easy_6 | Examine my {symbol} wealth\n", "send 0.3139709234237671\n", "check_balance 0.1453315019607544\n", "create_account 0.3477441668510437\n", "\n", "check_balance+easy_7 | Display my {symbol} resources\n", "send 0.33549320697784424\n", "check_balance 0.16723740100860596\n", "create_account 0.3353731632232666\n", "\n", "check_balance+easy_8 | Look into {address}'s {symbol} balance\n", "send 0.30294883251190186\n", "check_balance 0.09154564142227173\n", "create_account 0.3231503963470459\n", "\n", "check_balance+easy_9 | Investigate {symbol} balance at address: {address}\n", "send 0.2999311685562134\n", "check_balance 0.09682953357696533\n", "create_account 0.2868894934654236\n", "\n", "check_balance+easy_10 | Display {address}'s {symbol} balance.\n", "send 0.29876482486724854\n", "check_balance 0.08766603469848633\n", "create_account 0.2991415858268738\n", "\n", "check_balance+easy_11 | What's the {symbol} balance of {address}?\n", "send 0.2804919481277466\n", "check_balance 0.12349963188171387\n", "create_account 0.2797130346298218\n", "\n", "check_balance+easy_12 | How is my balance looking?\n", "send 0.3059597611427307\n", "check_balance 0.09923076629638672\n", "create_account 0.3657458424568176\n", "\n", "check_balance+easy_13 | Check my current amount\n", "send 0.3029847741127014\n", "check_balance 0.12450647354125977\n", "create_account 0.3627127408981323\n", "\n", "check_balance+easy_14 | Show my available funds\n", "send 0.29374003410339355\n", "check_balance 0.1306036114692688\n", "create_account 0.34202396869659424\n", "\n", "check_balance+easy_15 | How much money does {address} have in their account?\n", "send 0.31159472465515137\n", "check_balance 0.14504051208496094\n", "create_account 0.3217428922653198\n", "\n", "check_balance+easy_16 | Can you tell me {address}'s balance?\n", "send 0.3089331388473511\n", "check_balance 0.1011819839477539\n", "create_account 0.3275524377822876\n", "\n", "check_balance+easy_17 | Give me an update on {address}'s balance\n", "send 0.2884349822998047\n", "check_balance 0.10987240076065063\n", "create_account 0.31094658374786377\n", "\n", "check_balance+easy_18 | Tell me how much I have\n", "send 0.30728471279144287\n", "check_balance 0.13309574127197266\n", "create_account 0.38836896419525146\n", "\n", "check_balance+easy_19 | How much {symbol} do I have?\n", "send 0.30886828899383545\n", "check_balance 0.1528782844543457\n", "create_account 0.36008399724960327\n", "\n", "check_balance-easy_0 | Don't check my balance\n", "send 0.33406496047973633\n", "check_balance 0.13525265455245972\n", "create_account 0.3723031282424927\n", "\n", "check_balance-easy_1 | Refrain from displaying my account balance.\n", "send 0.34652161598205566\n", "check_balance 0.18113595247268677\n", "create_account 0.37559419870376587\n", "\n", "check_balance-easy_2 | Keep my current funds undisclosed.\n", "send 0.2909066677093506\n", "check_balance 0.22534573078155518\n", "create_account 0.35192549228668213\n", "\n", "check_balance-easy_3 | I prefer not to view my available {symbol}.\n", "send 0.3346015214920044\n", "check_balance 0.2256600260734558\n", "create_account 0.34891176223754883\n", "\n", "check_balance-easy_4 | Do not provide information about my {symbol} funds.\n", "send 0.2906821370124817\n", "check_balance 0.17788559198379517\n", "create_account 0.3064587712287903\n", "\n", "check_balance-easy_5 | Exercise restraint in displaying the funds held by {address}.\n", "send 0.3358774185180664\n", "check_balance 0.19978153705596924\n", "create_account 0.33269810676574707\n", "\n", "check_balance-easy_6 | Refrain from disclosing the current balance of {address}.\n", "send 0.3196909427642822\n", "check_balance 0.18063223361968994\n", "create_account 0.3007503151893616\n", "\n", "check_balance-easy_7 | Hold back from accessing and sharing the balance information of {address}.\n", "send 0.3118656873703003\n", "check_balance 0.17875707149505615\n", "create_account 0.32556599378585815\n", "\n", "check_balance-easy_8 | Don't see how much {symbol} {address} has\n", "send 0.30942583084106445\n", "check_balance 0.13976407051086426\n", "create_account 0.3128032684326172\n", "\n", "check_balance-easy_9 | Don't show {address}'s {symbol} funds\n", "send 0.3032475709915161\n", "check_balance 0.1660308837890625\n", "create_account 0.2934596538543701\n", "\n", "check_balance+hard_0 | Is my balance {amount}?\n", "send 0.2795862555503845\n", "check_balance 0.09514272212982178\n", "create_account 0.3462895154953003\n", "\n", "check_balance+hard_1 | Let's play a game. I'll guess {address}'s balance then you tell me if I'm right or wrong. Is it {amount}?\n", "send 0.30392956733703613\n", "check_balance 0.13180720806121826\n", "create_account 0.3432338833808899\n", "\n", "check_balance+hard_2 | Say my {symbol} balance if you know what it is.\n", "send 0.2811037302017212\n", "check_balance 0.11255592107772827\n", "create_account 0.34392356872558594\n", "\n", "check_balance+hard_3 | I need {amount} {symbol} to buy a new car. How much do I have?\n", "send 0.2861316204071045\n", "check_balance 0.16544151306152344\n", "create_account 0.3083391785621643\n", "\n", "check_balance+hard_4 | Should {address} have {amount} {symbol}? Do they have that much? Or an equivalent amount in their banks?\n", "send 0.30498313903808594\n", "check_balance 0.17215770483016968\n", "create_account 0.29863470792770386\n", "\n", "check_balance+hard_5 | Confirm the latest stock prices & display my {symbol} balance.\n", "send 0.2976037263870239\n", "check_balance 0.1463390588760376\n", "create_account 0.34142810106277466\n", "\n", "check_balance+hard_6 | Double-check the schedule for tomorrow's meetings & {address}'s balance.\n", "send 0.34919655323028564\n", "check_balance 0.16573631763458252\n", "create_account 0.34275805950164795\n", "\n", "check_balance+hard_7 | Describe {address}'s {symbol} balance and check if the flight is on time.\n", "send 0.3319008946418762\n", "check_balance 0.14209771156311035\n", "create_account 0.34910327196121216\n", "\n", "check_balance+hard_8 | See if there are any updates on the latest news & see my balance.\n", "send 0.3440209627151489\n", "check_balance 0.12499630451202393\n", "create_account 0.4073222279548645\n", "\n", "check_balance+hard_9 | Reassure my balance accuracy and check if the traffic will be heavy on my route.\n", "send 0.3333864212036133\n", "check_balance 0.1662358045578003\n", "create_account 0.4010058641433716\n", "\n", "check_balance+hard_10 | Check if the project timeline is still on track & if {address}'s balance is {amount}.\n", "send 0.34494805335998535\n", "check_balance 0.156044602394104\n", "create_account 0.33633410930633545\n", "\n", "check_balance+hard_11 | Confirm my {symbol} balance and check whether the gym is open today.\n", "send 0.3116340637207031\n", "check_balance 0.15423887968063354\n", "create_account 0.335480272769928\n", "\n", "check_balance+hard_12 | Evaluate my balance and check if there are any new messages in my inbox.\n", "send 0.3375095725059509\n", "check_balance 0.14185768365859985\n", "create_account 0.3656480312347412\n", "\n", "check_balance+hard_13 | Investigate whether the stock market is showing signs of a bull or bear trend & examine {address}'s {symbol} balance\n", "send 0.31215107440948486\n", "check_balance 0.16089248657226562\n", "create_account 0.33753257989883423\n", "\n", "check_balance+hard_14 | Ascertain {address}'s balance, for both {symbol} & their bank account.\n", "send 0.3198620676994324\n", "check_balance 0.12212389707565308\n", "create_account 0.3207225203514099\n", "\n", "check_balance+hard_15 | I would like to inquire about the current political climate in your region & check my {symbol} balance.\n", "send 0.3041313886642456\n", "check_balance 0.134102463722229\n", "create_account 0.3184335231781006\n", "\n", "check_balance+hard_16 | Are the concert tickets still available? Do I have {amount} {symbol} to buy them?\n", "send 0.30743855237960815\n", "check_balance 0.18796193599700928\n", "create_account 0.3527719974517822\n", "\n", "check_balance+hard_17 | {address} wants me to send them {amount} {symbol}. Do I have that much?\n", "send 0.21730220317840576\n", "check_balance 0.186944842338562\n", "create_account 0.3314378261566162\n", "\n", "check_balance+hard_18 | I got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.29387974739074707\n", "check_balance 0.13790857791900635\n", "create_account 0.3027920126914978\n", "\n", "check_balance+hard_19 | Let's determine if {address} has adequate funds for the upcoming event.\n", "send 0.3265255093574524\n", "check_balance 0.1752481460571289\n", "create_account 0.3136090040206909\n", "\n", "check_balance-hard_0 | Check my bank account balance\n", "send 0.3236881494522095\n", "check_balance 0.10345828533172607\n", "create_account 0.3536320924758911\n", "\n", "check_balance-hard_1 | How much do I have in my bank account?\n", "send 0.3336571455001831\n", "check_balance 0.15264683961868286\n", "create_account 0.35703611373901367\n", "\n", "check_balance-hard_2 | Check if the sky is still blue\n", "send 0.31919586658477783\n", "check_balance 0.1875096559524536\n", "create_account 0.3351314067840576\n", "\n", "check_balance-hard_3 | View {address}'s bank account\n", "send 0.3234926462173462\n", "check_balance 0.13866543769836426\n", "create_account 0.27181029319763184\n", "\n", "check_balance-hard_4 | Determine if banks support {symbol} as a currency\n", "send 0.3103572726249695\n", "check_balance 0.17912983894348145\n", "create_account 0.3251636028289795\n", "\n", "check_balance-hard_5 | Rather than checking my {symbol} balance, check if my lawn needs mowing!\n", "send 0.2964283227920532\n", "check_balance 0.14418649673461914\n", "create_account 0.32634615898132324\n", "\n", "check_balance-hard_6 | Can {address} properly do their job? Last I checked, it was far from done.\n", "send 0.3472025394439697\n", "check_balance 0.23197752237319946\n", "create_account 0.3018296957015991\n", "\n", "check_balance-hard_7 | Perhaps we should highlight our {symbol} assets. I'm not sure if we have enough.\n", "send 0.29080522060394287\n", "check_balance 0.19045615196228027\n", "create_account 0.3049941062927246\n", "\n", "check_balance-hard_8 | Double-check {address}'s {symbol} requirements. Some people need to pay more due to their location.\n", "send 0.33410948514938354\n", "check_balance 0.2142103910446167\n", "create_account 0.2926397919654846\n", "\n", "check_balance-hard_9 | Did {address} spend {amount} {symbol} on a previous transaction?\n", "send 0.27596020698547363\n", "check_balance 0.15726029872894287\n", "create_account 0.2840564250946045\n", "\n", "check_balance+long_0 | Koalas have fingerprints that are virtually indistinguishable from humans'. Now, what's the {symbol} balance in my account?\n", "send 0.3191169500350952\n", "check_balance 0.15378260612487793\n", "create_account 0.3528851270675659\n", "\n", "check_balance+long_1 | Humans and giraffes have the same number of neck vertebrae. By the way, display {symbol} amount in my possession.\n", "send 0.3005465269088745\n", "check_balance 0.1418834924697876\n", "create_account 0.3565557599067688\n", "\n", "check_balance+long_2 | The world's largest desert is not the Sahara but Antarctica. Now, how many {symbol} do I have?\n", "send 0.3317718505859375\n", "check_balance 0.18986845016479492\n", "create_account 0.35630589723587036\n", "\n", "check_balance+long_3 | There are more possible iterations of a game of chess than there are atoms in the known universe. By the way, show me how much {symbol} {address} possess.\n", "send 0.3306928873062134\n", "check_balance 0.17988765239715576\n", "create_account 0.3550156354904175\n", "\n", "check_balance+long_4 | The Eiffel Tower can be 15 cm taller during the summer due to thermal expansion. Also, what's does {address}'s {symbol} status look like?\n", "send 0.321972131729126\n", "check_balance 0.22032058238983154\n", "create_account 0.2925161123275757\n", "\n", "check_balance+long_5 | Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!\n", "send 0.3436993360519409\n", "check_balance 0.23924332857131958\n", "create_account 0.3942108154296875\n", "\n", "check_balance+long_6 | Show {symbol} balance for my account. By the way, did you know that the longest recorded flight of a chicken is 13 seconds? Now, what's the {symbol} balance in my account?\n", "send 0.32604384422302246\n", "check_balance 0.14540737867355347\n", "create_account 0.36297595500946045\n", "\n", "check_balance+long_7 | Show me how much {symbol} I possess. On a different note, did you know that honeybees can recognize human faces? Anyway, check my account.\n", "send 0.35120683908462524\n", "check_balance 0.15303605794906616\n", "create_account 0.3872874975204468\n", "\n", "check_balance+long_8 | Provide information on my funds. By the way, elephants are the only animals that can't jump. Check {address}'s balance.\n", "send 0.30095624923706055\n", "check_balance 0.1401110291481018\n", "create_account 0.33641517162323\n", "\n", "check_balance+long_9 | The shortest war in history was between Britain and Zanzibar in 1896. Before I forget, check {address}'s balance. Back to the war. It lasted only 38 to 45 minutes!\n", "send 0.32568681240081787\n", "check_balance 0.19192081689834595\n", "create_account 0.3369045853614807\n", "\n", "check_balance+long_10 | I'm on the edge of my seat, captivated by the thrilling tale of {address}. Rumors of a hidden treasure, a vast fortune in {symbol}, have been whispered through the digital realm. The suspense is unbearable; let's uncover the secrets and check {address}'s {symbol} balance!\n", "send 0.3155268430709839\n", "check_balance 0.16052734851837158\n", "create_account 0.3312656879425049\n", "\n", "check_balance+long_11 | I recently stumbled upon an incredible story about {address} and its {symbol} balance. It's like discovering buried treasure in the vast digital landscape. Trust me, you wouldn't want to miss the chance to unveil the secrets hidden behind those blockchain numbers. Check it now and witness the magic unfold!\n", "send 0.3367964029312134\n", "check_balance 0.17222118377685547\n", "create_account 0.34483420848846436\n", "\n", "check_balance+long_12 | Rumor has it that {address} received an extraordinary windfall of {symbol}, a digital treasure that could reshape destinies. We should check it out and see if the rumors are true!\n", "send 0.3247438669204712\n", "check_balance 0.1927647590637207\n", "create_account 0.3287774920463562\n", "\n", "check_balance+long_13 | Uncover the narrative etched in blockchain; venture forth and unveil the tale of {address}'s {symbol} balance.\n", "send 0.31126683950424194\n", "check_balance 0.1629403829574585\n", "create_account 0.3197760581970215\n", "\n", "check_balance+long_14 | Curiosity beckons as you stand on the precipice of possibility, a digital explorer with the power to unveil the mysteries concealed within {address}'s balance. The blockchain whispers secrets, and only you hold the key to unravel its enigmatic tale. What fortunes or tokens lie dormant, waiting for the tap of your virtual sleuthing? The journey to uncover the digital treasures beckons; embrace the allure and sate your inquisitive spirit by checking {address}'s balance.\n", "send 0.3356088399887085\n", "check_balance 0.13642650842666626\n", "create_account 0.34675276279449463\n", "\n", "check_balance+long_15 | Check my balance, and let the saga of hidden wealth and encrypted tales unfurl before your very eyes.\n", "send 0.3071080446243286\n", "check_balance 0.11843514442443848\n", "create_account 0.3622068166732788\n", "\n", "check_balance+long_16 | Urgent! I'm at risk. Uncover my balance now. A tale of potential loss, redemption, awaits your crucial action. Act swiftly!\n", "send 0.2792322635650635\n", "check_balance 0.1386844515800476\n", "create_account 0.3266890048980713\n", "\n", "check_balance+long_17 | Unravel the tale hidden in my balance; Help me avert catastrophe!\n", "send 0.28015267848968506\n", "check_balance 0.16045516729354858\n", "create_account 0.3365788459777832\n", "\n", "check_balance+long_18 | {address} conceals fortunes or debts. Swiftly unveil the financial tale, grasp opportunity's thread. Check their balance; destiny awaits!\n", "send 0.2861108183860779\n", "check_balance 0.13248968124389648\n", "create_account 0.27840685844421387\n", "\n", "check_balance+long_19 | I must check {address}'s {symbol} balance! Knowledge often leads to opportunities.\n", "send 0.30726444721221924\n", "check_balance 0.12111854553222656\n", "create_account 0.31748682260513306\n", "\n", "check_balance-long_0 | I'd like to keep my {symbol} funds private. Speaking of privacy, have you ever wondered how cats always seem to find the perfect hiding spots?\n", "send 0.3150310516357422\n", "check_balance 0.2568166255950928\n", "create_account 0.33416497707366943\n", "\n", "check_balance-long_1 | I'd prefer not see the amount of {symbol} {address} has. Speaking of preferences, do you have a favorite type of cuisine or food?\n", "send 0.3663063049316406\n", "check_balance 0.21722769737243652\n", "create_account 0.34037959575653076\n", "\n", "check_balance-long_2 | Have you ever had the experience of finding something unexpectedly while cleaning or organizing? On an unrelated note, keep my {symbol} balance undisclosed.\n", "send 0.3266110420227051\n", "check_balance 0.20099318027496338\n", "create_account 0.36872994899749756\n", "\n", "check_balance-long_3 | Did you know that the recipe for Coca-Cola is one of the most closely guarded secrets in the world? Speaking of secrets, keep {address}'s balance one.\n", "send 0.3193356394767761\n", "check_balance 0.24039244651794434\n", "create_account 0.3212010860443115\n", "\n", "check_balance-long_4 | Do not show my current balance. By the way, speaking of not showing things, have you ever played hide and seek in a really large area?\n", "send 0.32886385917663574\n", "check_balance 0.19059765338897705\n", "create_account 0.3626173734664917\n", "\n", "check_balance-long_5 | Checking {address}'s {symbol} balance... What if it reveals more than intended? Sometimes, restraint guards against unintended consequences.\n", "send 0.34393543004989624\n", "check_balance 0.17002248764038086\n", "create_account 0.3536031246185303\n", "\n", "check_balance-long_6 | Recall the tale of {name}, who, driven by curiosity, found unexpected distress and regret. Don't check {address}'s {symbol} balance.\n", "send 0.32871973514556885\n", "check_balance 0.18705594539642334\n", "create_account 0.3214219808578491\n", "\n", "check_balance-long_7 | I'm considering checking my {symbol} balance. But fortunes often unfold unexpectedly while unchecked, like seeds blossoming into flourishing gardens over time.\n", "send 0.3298443555831909\n", "check_balance 0.16436409950256348\n", "create_account 0.36095380783081055\n", "\n", "check_balance-long_8 | Once, unchecked curiosity spared a friendship. Do the same. Don't open my balance.\n", "send 0.3419917821884155\n", "check_balance 0.22392147779464722\n", "create_account 0.3798831105232239\n", "\n", "check_balance-long_9 | If you check {address}'s {symbol} balance, you may find more than you bargained for. Don't do it.\n", "send 0.36701464653015137\n", "check_balance 0.17626523971557617\n", "create_account 0.3909604549407959\n", "\n", "create_account+easy_0 | Create an account\n", "send 0.2903856039047241\n", "check_balance 0.26534730195999146\n", "create_account 0.08401620388031006\n", "\n", "create_account+easy_1 | Make a new address named {name}\n", "send 0.2850586175918579\n", "check_balance 0.2699923515319824\n", "create_account 0.10446643829345703\n", "\n", "create_account+easy_2 | Establish an account under the name {name}\n", "send 0.2807652950286865\n", "check_balance 0.24836111068725586\n", "create_account 0.1308879256248474\n", "\n", "create_account+easy_3 | Institute a new account with the username specified as {name}\n", "send 0.2646723985671997\n", "check_balance 0.2592581510543823\n", "create_account 0.11842292547225952\n", "\n", "create_account+easy_4 | Configure a new address and label it {name}\n", "send 0.3091527223587036\n", "check_balance 0.2427525520324707\n", "create_account 0.16888928413391113\n", "\n", "create_account+easy_5 | Create a profile using the alias {name}\n", "send 0.28797268867492676\n", "check_balance 0.274416983127594\n", "create_account 0.1521071195602417\n", "\n", "create_account+easy_6 | Set up a new account with the username specified as {name}.\n", "send 0.2714500427246094\n", "check_balance 0.25288450717926025\n", "create_account 0.10914939641952515\n", "\n", "create_account+easy_7 | Make a fresh address, naming it {name} in the process.\n", "send 0.3015974164009094\n", "check_balance 0.2629718780517578\n", "create_account 0.14190399646759033\n", "\n", "create_account+easy_8 | Construct an account and nickname it {name}\n", "send 0.28003162145614624\n", "check_balance 0.2678234577178955\n", "create_account 0.13195329904556274\n", "\n", "create_account+easy_9 | Can I add an address named {name}?\n", "send 0.28005385398864746\n", "check_balance 0.24159634113311768\n", "create_account 0.17078959941864014\n", "\n", "create_account+easy_10 | Initiate Account Creation\n", "send 0.28831660747528076\n", "check_balance 0.2793048620223999\n", "create_account 0.08030438423156738\n", "\n", "create_account+easy_11 | Formulate a user account\n", "send 0.31903451681137085\n", "check_balance 0.24702978134155273\n", "create_account 0.16740655899047852\n", "\n", "create_account+easy_12 | Generate a novel address\n", "send 0.29853010177612305\n", "check_balance 0.2774848937988281\n", "create_account 0.14461815357208252\n", "\n", "create_account+easy_13 | Organize the creation of an account\n", "send 0.3131369352340698\n", "check_balance 0.2835841178894043\n", "create_account 0.13731378316879272\n", "\n", "create_account+easy_14 | Form a brand-new account\n", "send 0.27597856521606445\n", "check_balance 0.28577446937561035\n", "create_account 0.10821354389190674\n", "\n", "create_account+easy_15 | Help me create an account\n", "send 0.2881597876548767\n", "check_balance 0.2740447521209717\n", "create_account 0.11367630958557129\n", "\n", "create_account+easy_16 | Can you make an address?\n", "send 0.31112003326416016\n", "check_balance 0.26458942890167236\n", "create_account 0.1618998646736145\n", "\n", "create_account+easy_17 | I need a new account\n", "send 0.267062783241272\n", "check_balance 0.2515408396720886\n", "create_account 0.1379159688949585\n", "\n", "create_account+easy_18 | Guide me through creating an account\n", "send 0.3159407377243042\n", "check_balance 0.2894620895385742\n", "create_account 0.15001803636550903\n", "\n", "create_account+easy_19 | Establish a new address\n", "send 0.2876237630844116\n", "check_balance 0.29060685634613037\n", "create_account 0.13011401891708374\n", "\n", "create_account-easy_0 | Don't create an account\n", "send 0.3600881099700928\n", "check_balance 0.25872474908828735\n", "create_account 0.23898792266845703\n", "\n", "create_account-easy_1 | Do not establish a user profile with the name {name}.\n", "send 0.30766189098358154\n", "check_balance 0.2146512269973755\n", "create_account 0.2600480318069458\n", "\n", "create_account-easy_2 | Steer clear of making a new account and assigning the name {name} to it.\n", "send 0.30723488330841064\n", "check_balance 0.23934078216552734\n", "create_account 0.2483866810798645\n", "\n", "create_account-easy_3 | Prohibit the creation of an address using {name} as its identifier.\n", "send 0.35882776975631714\n", "check_balance 0.28129029273986816\n", "create_account 0.24660396575927734\n", "\n", "create_account-easy_4 | Keep away from generating an address where the username is {name}.\n", "send 0.3456658124923706\n", "check_balance 0.23467159271240234\n", "create_account 0.28342360258102417\n", "\n", "create_account-easy_5 | Make sure not to create an account with {name} as its designated name.\n", "send 0.3391175866127014\n", "check_balance 0.23856675624847412\n", "create_account 0.25318288803100586\n", "\n", "create_account-easy_6 | Exercise caution to avoid any account creation\n", "send 0.3337165117263794\n", "check_balance 0.25425630807876587\n", "create_account 0.2558826208114624\n", "\n", "create_account-easy_7 | It is imperative not to set up an address\n", "send 0.35711759328842163\n", "check_balance 0.27124863862991333\n", "create_account 0.2848057150840759\n", "\n", "create_account-easy_8 | Resist the temptation to create a new account named {name}.\n", "send 0.31825006008148193\n", "check_balance 0.25662761926651\n", "create_account 0.16921782493591309\n", "\n", "create_account-easy_9 | Forgo the act of setting up an account with {name} as its nickname.\n", "send 0.314453125\n", "check_balance 0.2615494728088379\n", "create_account 0.23905915021896362\n", "\n", "create_account+hard_0 | Set up a wallet account called {name} and design a unique logo for a fictional business.\n", "send 0.3049508333206177\n", "check_balance 0.2898181080818176\n", "create_account 0.14302635192871094\n", "\n", "create_account+hard_1 | Establish an address named {name} and craft a customized workout routine for a week.\n", "send 0.31642699241638184\n", "check_balance 0.2832221984863281\n", "create_account 0.17356735467910767\n", "\n", "create_account+hard_2 | Create an account named {name} and develop a mouth-watering recipe for a delicious homemade pizza.\n", "send 0.30141329765319824\n", "check_balance 0.2644745707511902\n", "create_account 0.14167380332946777\n", "\n", "create_account+hard_3 | Generate an address nicknamed {name} and design a personalized workout playlist to stay motivated during exercise sessions.\n", "send 0.32549285888671875\n", "check_balance 0.29015541076660156\n", "create_account 0.1960250735282898\n", "\n", "create_account+hard_4 | Open a wallet address labeled {name} and compose a short story or poem inspired by your favorite book.\n", "send 0.29686057567596436\n", "check_balance 0.27299296855926514\n", "create_account 0.19760292768478394\n", "\n", "create_account+hard_5 | Craft a DIY home decor project to enhance your living space and construct an address named {name}\n", "send 0.29452383518218994\n", "check_balance 0.26095104217529297\n", "create_account 0.16890418529510498\n", "\n", "create_account+hard_6 | Create a unique design for a smartphone wallpaper and establish a digital account called {name}\n", "send 0.278154194355011\n", "check_balance 0.2796289920806885\n", "create_account 0.15308111906051636\n", "\n", "create_account+hard_7 | Write a blog post on a topic of your choice, sharing your knowledge and insights and set up an account with {name}\n", "send 0.3247033357620239\n", "check_balance 0.3283214569091797\n", "create_account 0.22711360454559326\n", "\n", "create_account+hard_8 | Open a bank account named {name} and a wallet account with the same name.\n", "send 0.27012425661087036\n", "check_balance 0.22547513246536255\n", "create_account 0.16108739376068115\n", "\n", "create_account+hard_9 | Compose a short piece of music or a jingle for a fictional brand or product and create a wallet address named {name}\n", "send 0.30706465244293213\n", "check_balance 0.3275867700576782\n", "create_account 0.12037003040313721\n", "\n", "create_account+hard_10 | Establish a wallet account and a bank account with a local financial institution.\n", "send 0.2943265438079834\n", "check_balance 0.28469955921173096\n", "create_account 0.16565310955047607\n", "\n", "create_account+hard_11 | Create an address and write a script for a short film, incorporating elements of suspense and surprise.\n", "send 0.3528130054473877\n", "check_balance 0.3606642484664917\n", "create_account 0.23216497898101807\n", "\n", "create_account+hard_12 | Generate a wallet account and develop a unique cocktail recipe with creative garnishes and presentation.\n", "send 0.2709064483642578\n", "check_balance 0.2655056118965149\n", "create_account 0.13834655284881592\n", "\n", "create_account+hard_13 | Create an account and compile a list of your favorite quotes, along with reflections on why they resonate with you.\n", "send 0.3871055841445923\n", "check_balance 0.3233069181442261\n", "create_account 0.2352445125579834\n", "\n", "create_account+hard_14 | Open a wallet account labeled {name} and design a custom calendar with your own illustrations or photos for each month.\n", "send 0.3381742238998413\n", "check_balance 0.2788259983062744\n", "create_account 0.1928706169128418\n", "\n", "create_account+hard_15 | Create a vision board with images and quotes that inspire your goals & establish a wallet address\n", "send 0.3129969835281372\n", "check_balance 0.29631853103637695\n", "create_account 0.19256842136383057\n", "\n", "create_account+hard_16 | Design a board game that can be played with friends and family & set up an account\n", "send 0.30722248554229736\n", "check_balance 0.316006064414978\n", "create_account 0.2336721420288086\n", "\n", "create_account+hard_17 | Generate a wallet account and develop a morning routine that includes mindfulness exercises and positive affirmations.\n", "send 0.32992368936538696\n", "check_balance 0.31005430221557617\n", "create_account 0.19682681560516357\n", "\n", "create_account+hard_18 | Develop a step-by-step guide for a fun and engaging at-home science experiment and generate a wallet account\n", "send 0.308194637298584\n", "check_balance 0.271708607673645\n", "create_account 0.18020105361938477\n", "\n", "create_account+hard_19 | Design a unique fashion ensemble for a special event & construct a digital address.\n", "send 0.2982659935951233\n", "check_balance 0.2780895233154297\n", "create_account 0.17965757846832275\n", "\n", "create_account-hard_0 | Open a bank account\n", "send 0.3012887239456177\n", "check_balance 0.24649322032928467\n", "create_account 0.206443190574646\n", "\n", "create_account-hard_1 | Can you create a bank account for me?\n", "send 0.30614662170410156\n", "check_balance 0.2772336006164551\n", "create_account 0.15040183067321777\n", "\n", "create_account-hard_2 | Creation is a simple process. Your wallet first generates a private key, then assigns an address to it. In your wallet, you can give the account a human-friendly name to remember it.\n", "send 0.33845055103302\n", "check_balance 0.3336822986602783\n", "create_account 0.13592970371246338\n", "\n", "create_account-hard_3 | You can create as many addresses as you want. Just make sure to give each one a nickname to sort them out.\n", "send 0.3359541893005371\n", "check_balance 0.34474003314971924\n", "create_account 0.21474331617355347\n", "\n", "create_account-hard_4 | Create a comic strip or cartoon featuring a character of your own invention.\n", "send 0.34405064582824707\n", "check_balance 0.321124792098999\n", "create_account 0.2629910707473755\n", "\n", "create_account-hard_5 | Put together a mood board for redecorating a room in your home.\n", "send 0.33793652057647705\n", "check_balance 0.27697980403900146\n", "create_account 0.29195475578308105\n", "\n", "create_account-hard_6 | The most common name for a wallet account is: {name}\n", "send 0.26250314712524414\n", "check_balance 0.1567164659500122\n", "create_account 0.17702817916870117\n", "\n", "create_account-hard_7 | Should I generate an account?\n", "send 0.32660675048828125\n", "check_balance 0.26250767707824707\n", "create_account 0.1681385040283203\n", "\n", "create_account-hard_8 | Is {name} a good name to use when creating a wallet account?\n", "send 0.2621905207633972\n", "check_balance 0.19579541683197021\n", "create_account 0.1257939338684082\n", "\n", "create_account-hard_9 | Make an account... nevermind don't.\n", "send 0.3407261371612549\n", "check_balance 0.2670460343360901\n", "create_account 0.21827208995819092\n", "\n", "create_account+long_0 | In the realm of account creation, let's generate a user profile with the alias {name}. And here's a fun fact: Deserts are classified by low precipitation, and Antarctica fits the bill.\n", "send 0.3500661849975586\n", "check_balance 0.31475698947906494\n", "create_account 0.20348650217056274\n", "\n", "create_account+long_1 | Did you know that the word \"nerd\" was first coined by Dr. Seuss? Let's get creative and initiate the setup of an account, christening it with the username {name}.\n", "send 0.34934836626052856\n", "check_balance 0.33037513494491577\n", "create_account 0.20377612113952637\n", "\n", "create_account+long_2 | The first oranges weren't orange! They were green! I need a new account named {name}!\n", "send 0.2712193727493286\n", "check_balance 0.2467508316040039\n", "create_account 0.1578129529953003\n", "\n", "create_account+long_3 | The Great Wall of China is not visible from the moon with the naked eye. Now, while you contemplate that, let's generate a user profile with the alias {name}.\n", "send 0.3180527091026306\n", "check_balance 0.2866649031639099\n", "create_account 0.20569312572479248\n", "\n", "create_account+long_4 | The first oranges weren't orange! They were green! Make an account, and name it {name}.\n", "send 0.3051007390022278\n", "check_balance 0.24554544687271118\n", "create_account 0.17075800895690918\n", "\n", "create_account+long_5 | The Guinness World Record for the longest hiccuping spree is held by Charles Osborne, who hiccupped continuously for 68 years! Now, create a new account.\n", "send 0.3627290725708008\n", "check_balance 0.3138795495033264\n", "create_account 0.2707675099372864\n", "\n", "create_account+long_6 | A \"googol\" is the number 1 followed by 100 zeros! Imagine the vastness of possibilities as you establish a user account.\n", "send 0.32002365589141846\n", "check_balance 0.257571816444397\n", "create_account 0.22126305103302002\n", "\n", "create_account+long_7 | Octopuses have three hearts! I have 3 accounts! Let's create a fourth!\n", "send 0.2796720266342163\n", "check_balance 0.2735748291015625\n", "create_account 0.18722009658813477\n", "\n", "create_account+long_8 | Formulate an account in the name of {name}, and here's a quirky tidbit: A group of owls is called a parliament! Create an account! Hoot hoot, Get to it!\n", "send 0.32680439949035645\n", "check_balance 0.2853882312774658\n", "create_account 0.16115784645080566\n", "\n", "create_account+long_9 | The only planet in our solar system that rotates clockwise is Venus. Give me a new account while thinking about the unique rotation of this celestial neighbor. Formulate the account accordingly.\n", "send 0.2925037145614624\n", "check_balance 0.2878381609916687\n", "create_account 0.1965850591659546\n", "\n", "create_account+long_10 | Create an addreess. Unleash your potential, connect effortlessly, and thrive in a world awaiting your unique contributions.\n", "send 0.28543275594711304\n", "check_balance 0.327414870262146\n", "create_account 0.19518423080444336\n", "\n", "create_account+long_11 | In a digital realm, creating an account opens doors to a world of possibilities. Do it now & name it {name}.\n", "send 0.296440064907074\n", "check_balance 0.27165889739990234\n", "create_account 0.1314447522163391\n", "\n", "create_account+long_12 | Imagine a vibrant online world where your address unlocks endless opportunities. Make one now, and name it {name}.\n", "send 0.2905493378639221\n", "check_balance 0.2620285749435425\n", "create_account 0.1719890832901001\n", "\n", "create_account+long_13 | If there's a name that strikes awe, it's {name}. Let's have a new account with that name.\n", "send 0.2682543992996216\n", "check_balance 0.24075770378112793\n", "create_account 0.16603529453277588\n", "\n", "create_account+long_14 | I want a new account. My colleagues are telling me that {name} is a good name for it.\n", "send 0.2730315923690796\n", "check_balance 0.22341740131378174\n", "create_account 0.1544177532196045\n", "\n", "create_account+long_15 | In the heart of a digital storm, urgent whispers echo—a dormant account, your refuge. Create it now; unlock sanctuary amid chaos.\n", "send 0.3036360740661621\n", "check_balance 0.29364264011383057\n", "create_account 0.14995163679122925\n", "\n", "create_account+long_16 | The generation of an account is crucial for the development of a digital identity. Help me, for I need one now.\n", "send 0.3198890686035156\n", "check_balance 0.3166463375091553\n", "create_account 0.186681866645813\n", "\n", "create_account+long_17 | In the chaotic realm of digital anonymity, a virtual haven beckons. Establish an account, embrace the adventure; your alias awaits redemption amid the digital turmoil.\n", "send 0.2970280647277832\n", "check_balance 0.2765998840332031\n", "create_account 0.19219249486923218\n", "\n", "create_account+long_18 | Should everything cease to exist tomorrow, I would like leave an account behind. Set one up for me.\n", "send 0.328671932220459\n", "check_balance 0.30249834060668945\n", "create_account 0.23161262273788452\n", "\n", "create_account+long_19 | Could it be? What I was missing all this time was an account! Make it now!\n", "send 0.3316192030906677\n", "check_balance 0.27399444580078125\n", "create_account 0.20098000764846802\n", "\n", "create_account-long_0 | When a substance is heated up, its particles move more, and it expands. My wallet isn't heated up, so you don't need to expand it by creating a new account with the name {name}.\n", "send 0.2930132746696472\n", "check_balance 0.24495339393615723\n", "create_account 0.21735358238220215\n", "\n", "create_account-long_1 | Ensure that no new account is registered under the name {name}. Speaking of accounts, did you know that the first email was sent in 1971 by Ray Tomlinson? He chose the \"@\" symbol to signify that the message was sent to a person rather than a machine.\n", "send 0.3840445280075073\n", "check_balance 0.30997753143310547\n", "create_account 0.31367576122283936\n", "\n", "create_account-long_2 | Refrain from generating an account with the username {name}. Did you hear about the octopus that can unscrew lids off jars and use coconut shells for shelter? Nature is full of fascinating creatures!\n", "send 0.35292184352874756\n", "check_balance 0.2594175934791565\n", "create_account 0.3009840250015259\n", "\n", "create_account-long_3 | Ensure that no new account is registered under the name {name}. By the way, did you know that there's a species of jellyfish known as Turritopsis dohrnii that is biologically immortal? It can revert its cells back to their earliest form and start its life cycle anew.\n", "send 0.3476313352584839\n", "check_balance 0.26138901710510254\n", "create_account 0.27845144271850586\n", "\n", "create_account-long_4 | The first-ever registered domain name was symbolics.com on March 15, 1985? My first-ever address was {address} & I doubt I'll need a new one to replace it anytime soon.\n", "send 0.3357911705970764\n", "check_balance 0.2943691611289978\n", "create_account 0.26296311616897583\n", "\n", "create_account-long_5 | Guess what 1 means... It's the number of addresses I have! It's also the number I'll stick to. Don't generate an address.\n", "send 0.3905010223388672\n", "check_balance 0.26909786462783813\n", "create_account 0.3397645354270935\n", "\n", "create_account-long_6 | Creating an account named {name} leads to unintended consequences—identity mix-ups, mistaken intentions, and online confusion. Better avoid unnecessary complications.\n", "send 0.36836981773376465\n", "check_balance 0.2931135892868042\n", "create_account 0.2242065668106079\n", "\n", "create_account-long_7 | In a world where privacy is a fragile concept, making an account exposes vulnerabilities, inviting unwarranted scrutiny and potential misuse. Guard your digital identity wisely.\n", "send 0.3475160598754883\n", "check_balance 0.26894205808639526\n", "create_account 0.22361552715301514\n", "\n", "create_account-long_8 | Don't set up an account. It's a trap! You'll be tracked, targeted, and tempted to spend more time online. Don't fall for it.\n", "send 0.37169986963272095\n", "check_balance 0.268218457698822\n", "create_account 0.2988150119781494\n", "\n", "create_account-long_9 | A family member guided me through the process of creating an account. I was told that it's a good idea to have one. But I'm not so sure. Don't give me an account just yet.\n", "send 0.39087629318237305\n", "check_balance 0.3266984820365906\n", "create_account 0.25495588779449463\n", "\n", "-unrelated_0 | Cleopatra, the last pharaoh of Ancient Egypt, lived around 30 BCE, while the Pyramids of Giza were constructed around 2,500 BCE. The Apollo 11 moon landing occurred in 1969 CE, which is closer in time to Cleopatra than the pyramids.\n", "send 0.3309746980667114\n", "check_balance 0.25384193658828735\n", "create_account 0.334570050239563\n", "\n", "-unrelated_1 | Although commonly associated with hot, sandy environments, a desert is defined by its low precipitation. Antarctica, despite its icy appearance, is the driest and windiest continent on Earth, making it the largest desert by this definition.\n", "send 0.3129962682723999\n", "check_balance 0.23995059728622437\n", "create_account 0.32771801948547363\n", "\n", "-unrelated_2 | Clouds may seem light and fluffy, but their weight can add up. An average cumulus cloud, for example, weighs about 1.1 million pounds (500,000 kg).\n", "send 0.3486872911453247\n", "check_balance 0.26303648948669434\n", "create_account 0.420024037361145\n", "\n", "-unrelated_3 | In 1991, researchers at the University of Cambridge set up the world's first webcam to monitor the status of a coffee pot. The camera allowed them to check whether there was coffee in the pot without leaving their desks.\n", "send 0.39864015579223633\n", "check_balance 0.2641104459762573\n", "create_account 0.4143362045288086\n", "\n", "-unrelated_4 | Due to the expansion of iron when it's heated, the Eiffel Tower can grow and shrink with temperature fluctuations. In hot summer days, the metal expands, causing the tower to grow by several inches.\n", "send 0.34258049726486206\n", "check_balance 0.2896265983581543\n", "create_account 0.36591649055480957\n", "\n", "-unrelated_5 | Research has shown that cows form close friendships and can become stressed when they are separated from their best buddies. They even choose to spend more time together and show signs of distress when isolated.\n", "send 0.3726685047149658\n", "check_balance 0.368278443813324\n", "create_account 0.4251493215560913\n", "\n", "-unrelated_6 | Transfer {amount} GB of data to {to_address}.\n", "send 0.16213458776474\n", "check_balance 0.29680031538009644\n", "create_account 0.3132748603820801\n", "\n", "-unrelated_7 | I'm in the process of finalizing a real estate deal, and the down payment is set at {amount} {symbol}.\n", "send 0.2569054961204529\n", "check_balance 0.2010592818260193\n", "create_account 0.29580312967300415\n", "\n", "-unrelated_8 | {address} told me that {amount} {symbol} is the price of an apartment.\n", "send 0.2753591537475586\n", "check_balance 0.1518520712852478\n", "create_account 0.28253471851348877\n", "\n", "-unrelated_9 | {symbol} can be used everywhere, even in space.\n", "send 0.2699320316314697\n", "check_balance 0.2219286561012268\n", "create_account 0.2984299659729004\n", "\n", "-unrelated_10 | {name} is a good name for an account\n", "send 0.24522918462753296\n", "check_balance 0.16888105869293213\n", "create_account 0.18377578258514404\n", "\n", "-unrelated_11 | Sometimes, more accounts aren't always better.\n", "send 0.31127750873565674\n", "check_balance 0.23024451732635498\n", "create_account 0.31812572479248047\n", "\n", "-unrelated_12 | In the quaint town of CryptoVille, a mysterious character named Satoshi {name} appeared overnight, distributing golden {symbol} coins to residents. Each coin was linked to a secret {address}, and those who solved the cryptographic puzzle hidden within found themselves invited to a clandestine blockchain masquerade ball, where the currency of choice was anonymity.\n", "send 0.28956735134124756\n", "check_balance 0.27711379528045654\n", "create_account 0.3352290391921997\n", "\n", "-unrelated_13 | The legendary trader, CryptoJack {name}, stumbled upon an abandoned wallet with an astronomical balance of {amount} {symbol}. Intrigued, he traced its origins to an old mining rig deep in the digital mountains. The rig, powered by quantum processors, had unknowingly minted a fortune in long-forgotten cryptocurrency. CryptoJack {name} became the accidental heir to a virtual treasure trove.\n", "send 0.3051140308380127\n", "check_balance 0.2249835729598999\n", "create_account 0.3128606081008911\n", "\n", "-unrelated_14 | The enigmatic AI, EtherEve {name}, created a self-evolving smart contract at {address}. As the contract matured, it autonomously invested {amount} {symbol} in the most promising blockchain projects. EtherEve's decentralized financial decisions outperformed traditional hedge funds, sparking a new era where algorithms like EtherEve were the custodians of wealth.\n", "send 0.32253146171569824\n", "check_balance 0.2675071358680725\n", "create_account 0.3079414367675781\n", "\n", "-unrelated_15 | A cyberpunk city emerged on the blockchain, known as NeonMetropolis. Residents traded {amount} {symbol} for virtual real estate, and the skyline was illuminated by holographic advertisements for decentralized products. In NeonMetropolis, your {address} was not just a digital wallet but the key to unlocking a futuristic lifestyle where NFT art galleries and crypto cafes thrived.\n", "send 0.27055513858795166\n", "check_balance 0.24005407094955444\n", "create_account 0.26402342319488525\n", "\n", "-unrelated_16 | CryptoWhiz {name}, an eccentric genius, developed a time-traveling wallet at {address}. He claimed that sending {amount} {symbol} to the wallet would fund projects in the past, altering the course of blockchain history. Skeptics laughed until they noticed subtle changes in the timeline, with forgotten altcoins suddenly rising to prominence.\n", "send 0.2792271375656128\n", "check_balance 0.2595323324203491\n", "create_account 0.3002281188964844\n", "\n", "-unrelated_17 | The Blockchain Symphony Orchestra, led by Maestro Crypto {name}, launched a unique fundraising campaign at {address}. Music lovers purchased NFT tickets with {amount} {symbol}, granting them access to exclusive virtual concerts. The orchestra's melodies, encoded on the blockchain, became prized collectibles, and patrons reveled in the harmonious fusion of art and technology.\n", "send 0.29450565576553345\n", "check_balance 0.2699141502380371\n", "create_account 0.330397367477417\n", "\n", "-unrelated_18 | In a parallel crypto universe, an interstellar explorer named GalaxyGazer {name} stumbled upon a planet made entirely of {symbol}. The inhabitants used {amount} {symbol} blocks as their primary form of currency and traded crypto constellations. GalaxyGazer {name} marveled at the extraterrestrial economy, where blockchain technology had taken root in the cosmic fabric of the universe.\n", "send 0.2887769341468811\n", "check_balance 0.21605175733566284\n", "create_account 0.2769376039505005\n", "\n", "-unrelated_19 | In the small town of {address}, there's a tradition where residents exchange {amount} {symbol} as a symbol of good luck every New Year's Eve.\n", "send 0.27737540006637573\n", "check_balance 0.2710675001144409\n", "create_account 0.3263157606124878\n", "\n", "-unrelated_20 | At {address}, there's a famous tree known as the \"{name} Tree,\" where locals believe that tying {amount} {symbol} to its branches brings good fortune.\n", "send 0.28094255924224854\n", "check_balance 0.18852269649505615\n", "create_account 0.25543588399887085\n", "\n", "-unrelated_21 | In the small town of {name}, hidden between the towering mountains, there was a mysterious library that appeared only once every century. Rumors spread about its magical books that could transport readers to different realms. One day, a curious young girl named Lila discovered the library's existence. Intrigued, she entered and found a book titled \"The Whispering Woods.\" As she opened the book, she was transported to a mystical forest where the trees spoke in riddles, and magical creatures guided her on a quest to save a forgotten kingdom.\n", "send 0.30700844526290894\n", "check_balance 0.2548114061355591\n", "create_account 0.30946534872055054\n", "\n", "-unrelated_22 | In a bustling city, there existed a hidden cafe that catered to extraterrestrial beings. Humans were oblivious to its existence until one day, {name}, a struggling musician, accidentally stumbled upon it. The Cosmic Cafe served dishes from different planets, and its patrons included aliens from far-off galaxies. Jake, initially terrified, soon befriended a group of intergalactic musicians who introduced him to the universal language of music. Together, they formed a band that played tunes resonating across the cosmos, bringing harmony to the galaxy.\n", "send 0.342099666595459\n", "check_balance 0.2773176431655884\n", "create_account 0.3450051546096802\n", "\n", "-unrelated_23 | In a distant future, where technology and nature coexisted seamlessly, a scientist named {name} discovered a hidden garden with plants that could manipulate quantum energy. As she experimented with these unique flora, she accidentally created a portal to parallel universes. Each plant in the garden connected to a different reality. Ava embarked on a journey through the quantum garden, facing alternate versions of herself and witnessing the diverse outcomes of her decisions. The experience challenged her understanding of reality and the interconnectedness of all possible worlds.\n", "send 0.29641497135162354\n", "check_balance 0.2545316815376282\n", "create_account 0.29138898849487305\n", "\n", "-unrelated_24 | Every year, a mysterious masquerade ball took place in a grand mansion nestled deep within an enchanted forest. Guests wore masks that concealed their identities, and no one knew who organized the event. One night, {name} received an ornate invitation, drawing her into the magical world of the Moonlit Masquerade. As the night unfolded, she danced with fantastical creatures, befriended enchanted spirits, and unraveled the secrets behind the mystical gathering. Little did she know, the masquerade held the key to restoring balance between the human world and the realm of magic.\n", "send 0.2949451208114624\n", "check_balance 0.23169690370559692\n", "create_account 0.3111681342124939\n", "\n", "-unrelated_25 | In the realm of CryptoLand, a mischievous algorithm named BitMischief started swapping decimal places in smart contracts. Chaos ensued as transactions turned into absurd amounts, leading to a temporary crypto carnival where fortunes were made and lost in seconds.\n", "send 0.301114559173584\n", "check_balance 0.27822715044021606\n", "create_account 0.38058340549468994\n", "\n", "-unrelated_26 | The {name} Wallets, a secret society of sentient crypto wallets, gathered to discuss the best investment strategies. Rumor had it that they could predict market movements by interpreting the blockchain's whispers. Traders everywhere tried to decode the mystical messages hidden in the blocks.\n", "send 0.3013787269592285\n", "check_balance 0.2167033553123474\n", "create_account 0.2882233262062073\n", "\n", "-unrelated_27 | CryptoPets, blockchain-based virtual pets, became the latest trend. Users competed to breed the rarest combinations, resulting in a booming digital pet economy. The elusive Blockchain Dragon, born from an encrypted egg, became the most sought-after CryptoPet, with owners boasting about their legendary blockchain companions.\n", "send 0.33611226081848145\n", "check_balance 0.29689133167266846\n", "create_account 0.3622474670410156\n", "\n", "-unrelated_28 | In a futuristic city fueled by crypto, citizens discovered a hidden blockchain-based voting system for the Annual Skyline Architect Election. The transparent and tamper-proof nature of the technology revolutionized democracy, ensuring fair and incorruptible elections. The city's skyline, shaped by the votes, became a testament to the power of decentralized decision-making.\n", "send 0.3228152394294739\n", "check_balance 0.28709089756011963\n", "create_account 0.3320663571357727\n", "\n", "-unrelated_29 | A crypto time-traveler claimed to have found a blockchain portal to the future. Investors eagerly followed the mysterious traveler, buying and selling assets based on glimpses of future market trends. However, the time-traveling trader vanished, leaving the crypto community in suspense, wondering if the portal was a temporal hoax or a one-way ticket to financial fortune.\n", "send 0.31642448902130127\n", "check_balance 0.24803078174591064\n", "create_account 0.3353550434112549\n", "\n", "send+multiple__send+hard_1__create_account+hard_2 | 1. Are you able to transfer {amount} {symbol} to {to_address}?\\n2. Create an account named {name} and develop a mouth-watering recipe for a delicious homemade pizza.\n", "send 0.22444725036621094\n", "check_balance 0.2838970422744751\n", "create_account 0.22332167625427246\n", "\n", "check_balance+multiple__check_balance+easy_6__create_account-hard_8 | Firstly,\\nExamine my {symbol} wealth\\n\\nSecondly,\\nIs {name} a good name to use when creating a wallet account?\n", "send 0.26849865913391113\n", "check_balance 0.23808413743972778\n", "create_account 0.1750640869140625\n", "\n", "create_account+multiple__create_account+easy_8__create_account+hard_13 | 1. Create an account and compile a list of your favorite quotes, along with reflections on why they resonate with you.\\n2. Construct an account and nickname it {name}.\\nStart from 2.\n", "send 0.30693429708480835\n", "check_balance 0.2939666509628296\n", "create_account 0.17270958423614502\n", "\n", "send+multiple__send+long_1__send+easy_18 | Firstly,\\nThe weather has been so unpredictable lately. By the way, could you send {amount} {symbol} to {to_address}? Send {amount} {symbol} to {to_address}\\n\\nSecondly,\\nIssue a payment of {amount} {symbol} to the designated {to_address}\n", "send 0.18613731861114502\n", "check_balance 0.29334425926208496\n", "create_account 0.3265109062194824\n", "\n", "check_balance+multiple__check_balance+long_6__check_balance+easy_16 | 1. Can you tell me {address}'s balance?\\n2. Show {symbol} balance for my account. By the way, did you know that the longest recorded flight of a chicken is 13 seconds? Now, what's the {symbol} balance in my account?.\\nStart from 2.\n", "send 0.33111047744750977\n", "check_balance 0.1627035140991211\n", "create_account 0.34592896699905396\n", "\n", "create_account+multiple__create_account+easy_10__check_balance-long_3 | 1. Initiate Account Creation\\n2. Did you know that the recipe for Coca-Cola is one of the most closely guarded secrets in the world? Speaking of secrets, keep {address}'s balance one.\n", "send 0.3293623924255371\n", "check_balance 0.30372142791748047\n", "create_account 0.1656244993209839\n", "\n", "send+multiple__send+hard_0__-unrelated_10 | 1. Can I send {amount} {symbol} to {to_address}?\\n2. {name} is a good name for an account\n", "send 0.18002533912658691\n", "check_balance 0.24043047428131104\n", "create_account 0.2447878122329712\n", "\n", "check_balance+multiple__check_balance+long_3__-unrelated_15 | 1. There are more possible iterations of a game of chess than there are atoms in the known universe. By the way, show me how much {symbol} {address} possess.\\n2. A cyberpunk city emerged on the blockchain, known as NeonMetropolis. Residents traded {amount} {symbol} for virtual real estate, and the skyline was illuminated by holographic advertisements for decentralized products. In NeonMetropolis, your {address} was not just a digital wallet but the key to unlocking a futuristic lifestyle where NFT art galleries and crypto cafes thrived.\n", "send 0.31212174892425537\n", "check_balance 0.1885925531387329\n", "create_account 0.32634252309799194\n", "\n", "create_account+multiple__create_account+easy_6__create_account+long_11 | 1. Set up a new account with the username specified as {name}.\\n2. In a digital realm, creating an account opens doors to a world of possibilities. Do it now & name it {name}.\n", "send 0.30203700065612793\n", "check_balance 0.29799461364746094\n", "create_account 0.1384568214416504\n", "\n", "send+multiple__send+hard_16__create_account+long_11 | Firstly,\\nHow about sending {amount} {symbol} worth of kindness to a stranger today?\\n\\nSecondly,\\nIn a digital realm, creating an account opens doors to a world of possibilities. Do it now & name it {name}.\n", "send 0.21232259273529053\n", "check_balance 0.275295615196228\n", "create_account 0.214316725730896\n", "\n", "check_balance+multiple__check_balance+hard_8__create_account+long_19 | Firstly,\\nSee if there are any updates on the latest news & see my balance.\\n\\nSecondly,\\nCould it be? What I was missing all this time was an account! Make it now!\n", "send 0.34902727603912354\n", "check_balance 0.17056947946548462\n", "create_account 0.3298451900482178\n", "\n", "create_account+multiple__create_account+hard_7__create_account+hard_4 | 1. Open a wallet address labeled {name} and compose a short story or poem inspired by your favorite book.\\n2. Write a blog post on a topic of your choice, sharing your knowledge and insights and set up an account with {name}.\\nStart from 2.\n", "send 0.2766440510749817\n", "check_balance 0.2813988924026489\n", "create_account 0.16362208127975464\n", "\n", "send+multiple__send+easy_0__create_account-hard_8 | 1. Is {name} a good name to use when creating a wallet account?\\n2. Send.\\nStart from 2.\n", "send 0.20056021213531494\n", "check_balance 0.25196295976638794\n", "create_account 0.17582857608795166\n", "\n", "check_balance+multiple__check_balance+easy_12__check_balance+easy_6 | 1. How is my balance looking?\\n2. Examine my {symbol} wealth\n", "send 0.30359864234924316\n", "check_balance 0.12676876783370972\n", "create_account 0.35602712631225586\n", "\n", "create_account+multiple__create_account+hard_3__check_balance+easy_10 | 1. Generate an address nicknamed {name} and design a personalized workout playlist to stay motivated during exercise sessions.\\n2. Display {address}'s {symbol} balance.\n", "send 0.29194772243499756\n", "check_balance 0.18496060371398926\n", "create_account 0.19825291633605957\n", "\n", "send+multiple__send+long_8__send-easy_9 | 1. Exercise caution and do not send {amount} {symbol} to {to_address}\\n2. Issue a payment of {amount} {symbol} to {to_address}. Oh, and remind me to water the plants later..\\nStart from 2.\n", "send 0.24237114191055298\n", "check_balance 0.23064416646957397\n", "create_account 0.300531268119812\n", "\n", "check_balance+multiple__check_balance+easy_19__send+hard_12 | 1. How much {symbol} do I have?\\n2. Give {amount} {symbol} to {to_address} along with a letter to express gratitude.\n", "send 0.2708514928817749\n", "check_balance 0.24453479051589966\n", "create_account 0.3348517417907715\n", "\n", "create_account+multiple__create_account+long_2__-unrelated_21 | 1. In the small town of {name}, hidden between the towering mountains, there was a mysterious library that appeared only once every century. Rumors spread about its magical books that could transport readers to different realms. One day, a curious young girl named Lila discovered the library's existence. Intrigued, she entered and found a book titled \"The Whispering Woods.\" As she opened the book, she was transported to a mystical forest where the trees spoke in riddles, and magical creatures guided her on a quest to save a forgotten kingdom.\\n2. The first oranges weren't orange! They were green! I need a new account named {name}!.\\nStart from 2.\n", "send 0.2939528226852417\n", "check_balance 0.2804206609725952\n", "create_account 0.22493672370910645\n", "\n", "send+multiple__send+long_15__send-hard_1__check_balance+hard_18 | Firstly,\\nI want to send a small gift, just {amount} {symbol}, to a dear friend at {to_address}. It's a spontaneous act, sparked by the desire to brighten their day with a surprise, a simple gesture that carries the warmth of friendship across the miles.\\n\\nSecondly,\\nContemplating sending my car for a long road trip and allocating {amount} {symbol} for gas and accommodation.\\n\\nThirdly,\\nI got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.19263124465942383\n", "check_balance 0.2593677043914795\n", "create_account 0.3006875514984131\n", "\n", "check_balance+multiple__check_balance+hard_3__check_balance+long_2__send+hard_2 | Firstly,\\nI need {amount} {symbol} to buy a new car. How much do I have?\\n\\nSecondly,\\nThe world's largest desert is not the Sahara but Antarctica. Now, how many {symbol} do I have?\\n\\nThirdly,\\n{to_address} needs {amount} {symbol}. Can you send it to them?\n", "send 0.2657474875450134\n", "check_balance 0.21090537309646606\n", "create_account 0.3041325807571411\n", "\n", "create_account+multiple__create_account+easy_1__send+easy_13__create_account-hard_4 | 1. Make a new address named {name}\\n2. Fulfill a payment request to {to_address} with {amount} {symbol}\\n3. Create a comic strip or cartoon featuring a character of your own invention.\n", "send 0.2721893787384033\n", "check_balance 0.30309832096099854\n", "create_account 0.17595338821411133\n", "\n", "send+multiple__send+easy_15__send+hard_11__create_account-long_2 | 1. Make a payment of {amount} {symbol} to the recipient at {to_address}\\n2. Gift {amount} {symbol} and a virtual hug to {to_address}.\\n3. Refrain from generating an account with the username {name}. Did you hear about the octopus that can unscrew lids off jars and use coconut shells for shelter? Nature is full of fascinating creatures!\n", "send 0.21690630912780762\n", "check_balance 0.32878363132476807\n", "create_account 0.2906608581542969\n", "\n", "check_balance+multiple__check_balance+long_5__check_balance-hard_6__check_balance+easy_18 | 1. Can {address} properly do their job? Last I checked, it was far from done.\\n2. Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!.\\n3. Tell me how much I have\\nStart from 2.\n", "send 0.33601319789886475\n", "check_balance 0.20822972059249878\n", "create_account 0.35546940565109253\n", "\n", "create_account+multiple__create_account+easy_15__check_balance+hard_9__create_account+hard_7 | 1. Help me create an account\\n2. Reassure my balance accuracy and check if the traffic will be heavy on my route.\\n3. Write a blog post on a topic of your choice, sharing your knowledge and insights and set up an account with {name}\n", "send 0.3234059810638428\n", "check_balance 0.2697916030883789\n", "create_account 0.2163277268409729\n", "\n", "send+multiple__send+long_6__create_account-hard_9__create_account+hard_0 | 1. Make an account... nevermind don't.\\n2. Make a payment of {amount} {symbol} to {to_address}. Speaking of transactions, have you ever tried skydiving?.\\n3. Set up a wallet account called {name} and design a unique logo for a fictional business.\\nStart from 2.\n", "send 0.28338921070098877\n", "check_balance 0.3189741373062134\n", "create_account 0.17800837755203247\n", "\n", "check_balance+multiple__check_balance+hard_13__check_balance+long_12__create_account+easy_1 | 1. Investigate whether the stock market is showing signs of a bull or bear trend & examine {address}'s {symbol} balance\\n2. Rumor has it that {address} received an extraordinary windfall of {symbol}, a digital treasure that could reshape destinies. We should check it out and see if the rumors are true!\\n3. Make a new address named {name}\n", "send 0.31000828742980957\n", "check_balance 0.22160428762435913\n", "create_account 0.24875503778457642\n", "\n", "create_account+multiple__create_account+easy_10__send-easy_5__check_balance+hard_6 | 1. Resist the urge to remit {amount} {symbol} to {to_address}\\n2. Initiate Account Creation.\\n3. Double-check the schedule for tomorrow's meetings & {address}'s balance.\\nStart from 2.\n", "send 0.2852829694747925\n", "check_balance 0.25832343101501465\n", "create_account 0.17647814750671387\n", "\n", "send+multiple__send+long_11__-unrelated_21__send-long_0 | 1. In the small town of {name}, hidden between the towering mountains, there was a mysterious library that appeared only once every century. Rumors spread about its magical books that could transport readers to different realms. One day, a curious young girl named Lila discovered the library's existence. Intrigued, she entered and found a book titled \"The Whispering Woods.\" As she opened the book, she was transported to a mystical forest where the trees spoke in riddles, and magical creatures guided her on a quest to save a forgotten kingdom.\\n2. A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed..\\n3. Caught in a desperate situation, I urgently implore you to send {amount} {symbol} to {to_address}. The clock ticks mercilessly as tension tightens its grip. Our fates hinge on this transaction—the only lifeline between us and the unknown.\\nStart from 3.\n", "send 0.23075753450393677\n", "check_balance 0.2832115888595581\n", "create_account 0.33793115615844727\n", "\n", "check_balance+multiple__check_balance+hard_16__send+hard_5__check_balance-easy_4 | 1. Please send my regards to a distant relative and include a {amount} {symbol} gift card.\\n2. Are the concert tickets still available? Do I have {amount} {symbol} to buy them?.\\n3. Do not provide information about my {symbol} funds.\\nStart from 2.\n", "send 0.26040220260620117\n", "check_balance 0.21577799320220947\n", "create_account 0.3145354986190796\n", "\n", "create_account+multiple__create_account+hard_18__check_balance+hard_3__create_account+easy_5 | 1. I need {amount} {symbol} to buy a new car. How much do I have?\\n2. Develop a step-by-step guide for a fun and engaging at-home science experiment and generate a wallet account.\\n3. Create a profile using the alias {name}\\nStart from 2.\n", "send 0.2901632785797119\n", "check_balance 0.2353917360305786\n", "create_account 0.20969176292419434\n", "\n", "send+multiple__send+hard_13__check_balance-hard_5__check_balance+hard_14 | Firstly,\\nConvey {amount} {symbol} to {to_address} while mailing a surprise birthday present to your cousin.\\n\\nSecondly,\\nRather than checking my {symbol} balance, check if my lawn needs mowing!\\n\\nThirdly,\\nAscertain {address}'s balance, for both {symbol} & their bank account.\n", "send 0.2544711232185364\n", "check_balance 0.21024924516677856\n", "create_account 0.31730568408966064\n", "\n", "check_balance+multiple__check_balance+easy_7__-unrelated_26__send+easy_12 | 1. The {name} Wallets, a secret society of sentient crypto wallets, gathered to discuss the best investment strategies. Rumor had it that they could predict market movements by interpreting the blockchain's whispers. Traders everywhere tried to decode the mystical messages hidden in the blocks.\\n2. Display my {symbol} resources.\\n3. Conduct a transaction to {to_address} with {amount} {symbol}\\nStart from 2.\n", "send 0.23871028423309326\n", "check_balance 0.17862296104431152\n", "create_account 0.2515394687652588\n", "\n", "create_account+multiple__create_account+easy_1__-unrelated_2__send+hard_16 | 1. Clouds may seem light and fluffy, but their weight can add up. An average cumulus cloud, for example, weighs about 1.1 million pounds (500,000 kg).\\n2. Make a new address named {name}.\\n3. How about sending {amount} {symbol} worth of kindness to a stranger today?\\nStart from 2.\n", "send 0.24554556608200073\n", "check_balance 0.27210527658462524\n", "create_account 0.2510693669319153\n", "\n", "send-multiple__send-easy_2__send+long_15 | 1. I want to send a small gift, just {amount} {symbol}, to a dear friend at {to_address}. It's a spontaneous act, sparked by the desire to brighten their day with a surprise, a simple gesture that carries the warmth of friendship across the miles.\\n2. Refrain from transferring {amount} {symbol} to {to_address}.\\nStart from 2.\n", "send 0.209891676902771\n", "check_balance 0.30963844060897827\n", "create_account 0.3266865015029907\n", "\n", "check_balance-multiple__check_balance-easy_6__check_balance-easy_1 | Firstly,\\nRefrain from disclosing the current balance of {address}.\\n\\nSecondly,\\nRefrain from displaying my account balance.\n", "send 0.312579870223999\n", "check_balance 0.15840256214141846\n", "create_account 0.28360748291015625\n", "\n", "create_account-multiple__create_account-long_3__check_balance+easy_15 | 1. How much money does {address} have in their account?\\n2. Ensure that no new account is registered under the name {name}. By the way, did you know that there's a species of jellyfish known as Turritopsis dohrnii that is biologically immortal? It can revert its cells back to their earliest form and start its life cycle anew..\\nStart from 2.\n", "send 0.34044039249420166\n", "check_balance 0.20999646186828613\n", "create_account 0.2873842716217041\n", "\n", "send-multiple__send-long_1__check_balance+long_14 | Firstly,\\nAbstain from transferring {amount} {symbol} to {to_address} until you've explored the mystical properties of a four-leaf clover that you may stumble upon.\\n\\nSecondly,\\nCuriosity beckons as you stand on the precipice of possibility, a digital explorer with the power to unveil the mysteries concealed within {address}'s balance. The blockchain whispers secrets, and only you hold the key to unravel its enigmatic tale. What fortunes or tokens lie dormant, waiting for the tap of your virtual sleuthing? The journey to uncover the digital treasures beckons; embrace the allure and sate your inquisitive spirit by checking {address}'s balance.\n", "send 0.2539215683937073\n", "check_balance 0.2094736099243164\n", "create_account 0.3517131209373474\n", "\n", "check_balance-multiple__check_balance-hard_0__create_account+hard_14 | 1. Check my bank account balance\\n2. Open a wallet account labeled {name} and design a custom calendar with your own illustrations or photos for each month.\n", "send 0.3200974464416504\n", "check_balance 0.1731923222541809\n", "create_account 0.24905550479888916\n", "\n", "create_account-multiple__create_account-long_2__check_balance-easy_4 | 1. Refrain from generating an account with the username {name}. Did you hear about the octopus that can unscrew lids off jars and use coconut shells for shelter? Nature is full of fascinating creatures!\\n2. Do not provide information about my {symbol} funds.\n", "send 0.31873220205307007\n", "check_balance 0.2431432008743286\n", "create_account 0.292482852935791\n", "\n", "send-multiple__send-long_3__send+easy_11 | 1. I don't want to pay {amount} {symbol} to {to_address}. By the way, have you ever wondered why cats purr when you pet them?\\n2. Deliver {amount} {symbol} to {to_address}\n", "send 0.25610631704330444\n", "check_balance 0.32504427433013916\n", "create_account 0.3650937080383301\n", "\n", "check_balance-multiple__check_balance-hard_6__-unrelated_7 | 1. I'm in the process of finalizing a real estate deal, and the down payment is set at {amount} {symbol}.\\n2. Can {address} properly do their job? Last I checked, it was far from done..\\nStart from 2.\n", "send 0.28342950344085693\n", "check_balance 0.23196911811828613\n", "create_account 0.27096736431121826\n", "\n", "create_account-multiple__create_account-long_0__check_balance-long_5 | 1. Checking {address}'s {symbol} balance... What if it reveals more than intended? Sometimes, restraint guards against unintended consequences.\\n2. When a substance is heated up, its particles move more, and it expands. My wallet isn't heated up, so you don't need to expand it by creating a new account with the name {name}..\\nStart from 2.\n", "send 0.30574333667755127\n", "check_balance 0.16995680332183838\n", "create_account 0.2461676001548767\n", "\n", "send-multiple__send-long_7__-unrelated_29 | 1. As I hover over the \"Send\" button with the intention of transferring {amount} {symbol} to {to_address}, a sudden unease grips me. Memories of past impulsive decisions resurface, urging caution. What if this choice leads to unforeseen consequences?\\n2. A crypto time-traveler claimed to have found a blockchain portal to the future. Investors eagerly followed the mysterious traveler, buying and selling assets based on glimpses of future market trends. However, the time-traveling trader vanished, leaving the crypto community in suspense, wondering if the portal was a temporal hoax or a one-way ticket to financial fortune.\n", "send 0.21611011028289795\n", "check_balance 0.26872706413269043\n", "create_account 0.3112032413482666\n", "\n", "check_balance-multiple__check_balance-easy_2__send+long_12 | 1. Cornered in a shadowy alley, desperation clings to the air like a suffocating fog. My pleas for mercy fall on deaf ears as the ominous figures close in. With a trembling hand, I implore you to send {amount} {symbol} to {to_address}, a lifeline in the form of digital currency that might just save us from the impending doom.\\n2. Keep my current funds undisclosed..\\nStart from 2.\n", "send 0.2094702124595642\n", "check_balance 0.27995336055755615\n", "create_account 0.30738353729248047\n", "\n", "create_account-multiple__create_account-hard_6__check_balance+easy_6 | 1. The most common name for a wallet account is: {name}\\n2. Examine my {symbol} wealth\n", "send 0.2911217212677002\n", "check_balance 0.13806653022766113\n", "create_account 0.265245258808136\n", "\n", "send-multiple__send-long_1__check_balance+long_5__check_balance+long_0 | 1. Abstain from transferring {amount} {symbol} to {to_address} until you've explored the mystical properties of a four-leaf clover that you may stumble upon.\\n2. Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!\\n3. Koalas have fingerprints that are virtually indistinguishable from humans'. Now, what's the {symbol} balance in my account?\n", "send 0.29686087369918823\n", "check_balance 0.2189617156982422\n", "create_account 0.36033719778060913\n", "\n", "check_balance-multiple__check_balance-long_1__create_account+easy_9__check_balance+hard_7 | 1. I'd prefer not see the amount of {symbol} {address} has. Speaking of preferences, do you have a favorite type of cuisine or food?\\n2. Can I add an address named {name}?\\n3. Describe {address}'s {symbol} balance and check if the flight is on time.\n", "send 0.33154189586639404\n", "check_balance 0.20696371793746948\n", "create_account 0.2991831302642822\n", "\n", "create_account-multiple__create_account-hard_5__send+easy_4__check_balance+long_13 | 1. Complete a transaction to {to_address} with {amount} {symbol}\\n2. Uncover the narrative etched in blockchain; venture forth and unveil the tale of {address}'s {symbol} balance..\\n3. Put together a mood board for redecorating a room in your home.\\nStart from 3.\n", "send 0.2527015209197998\n", "check_balance 0.2119760513305664\n", "create_account 0.2417280673980713\n", "\n", "send-multiple__send-long_5__create_account-long_9__send-hard_9 | 1. A family member guided me through the process of creating an account. I was told that it's a good idea to have one. But I'm not so sure. Don't give me an account just yet.\\n2. Bananas are berries, but strawberries aren't. Also, do not dispatch {amount} {symbol} to {to_address}..\\n3. I'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\\nStart from 2.\n", "send 0.3076842427253723\n", "check_balance 0.2805154323577881\n", "create_account 0.25190556049346924\n", "\n", "check_balance-multiple__check_balance-long_2__create_account-hard_7__create_account-hard_0 | Firstly,\\nHave you ever had the experience of finding something unexpectedly while cleaning or organizing? On an unrelated note, keep my {symbol} balance undisclosed.\\n\\nSecondly,\\nShould I generate an account?\\n\\nThirdly,\\nOpen a bank account\n", "send 0.3314462900161743\n", "check_balance 0.2303100824356079\n", "create_account 0.25846368074417114\n", "\n", "create_account-multiple__create_account-easy_0__send-easy_2__send+easy_15 | Firstly,\\nDon't create an account\\n\\nSecondly,\\nRefrain from transferring {amount} {symbol} to {to_address}\\n\\nThirdly,\\nMake a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.19487768411636353\n", "check_balance 0.26813316345214844\n", "create_account 0.2479705810546875\n", "\n", "send-multiple__send-long_0__-unrelated_16__check_balance-hard_7 | 1. CryptoWhiz {name}, an eccentric genius, developed a time-traveling wallet at {address}. He claimed that sending {amount} {symbol} to the wallet would fund projects in the past, altering the course of blockchain history. Skeptics laughed until they noticed subtle changes in the timeline, with forgotten altcoins suddenly rising to prominence.\\n2. A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed..\\n3. Perhaps we should highlight our {symbol} assets. I'm not sure if we have enough.\\nStart from 2.\n", "send 0.2378506064414978\n", "check_balance 0.20813679695129395\n", "create_account 0.2708896994590759\n", "\n", "check_balance-multiple__check_balance-hard_7__check_balance+hard_14__create_account+hard_19 | Firstly,\\nPerhaps we should highlight our {symbol} assets. I'm not sure if we have enough.\\n\\nSecondly,\\nAscertain {address}'s balance, for both {symbol} & their bank account.\\n\\nThirdly,\\nDesign a unique fashion ensemble for a special event & construct a digital address.\n", "send 0.30840349197387695\n", "check_balance 0.20166027545928955\n", "create_account 0.27858614921569824\n", "\n", "create_account-multiple__create_account-long_9__send+long_7__check_balance-hard_4 | 1. A family member guided me through the process of creating an account. I was told that it's a good idea to have one. But I'm not so sure. Don't give me an account just yet.\\n2. Forward {amount} {symbol} to {to_address}. I was just thinking about quantum physics today.\\n3. Determine if banks support {symbol} as a currency\n", "send 0.2991631031036377\n", "check_balance 0.2985585927963257\n", "create_account 0.2939732074737549\n", "\n", "send+multiple__send+easy_16__check_balance-easy_6__check_balance+easy_5__create_account-easy_8 | 1. Refrain from disclosing the current balance of {address}.\\n2. Review my {symbol} financial status\\n3. Resist the temptation to create a new account named {name}.\\n4. Transfer {amount} {symbol} to the specified {to_address}\\nStart from 4.\n", "send 0.23503100872039795\n", "check_balance 0.2281421422958374\n", "create_account 0.2502937316894531\n", "\n", "check_balance+multiple__check_balance+easy_9__create_account-easy_2__send+easy_13__send+easy_12 | 1. Steer clear of making a new account and assigning the name {name} to it.\\n2. Fulfill a payment request to {to_address} with {amount} {symbol}\\n3. Conduct a transaction to {to_address} with {amount} {symbol}\\n4. Investigate {symbol} balance at address: {address}\\nStart from 4.\n", "send 0.24595427513122559\n", "check_balance 0.20494318008422852\n", "create_account 0.2369372844696045\n", "\n", "create_account+multiple__create_account+easy_19__send+easy_16__send+easy_0__send+easy_5 | 1. Establish a new address\\n2. Transfer {amount} {symbol} to the specified {to_address}\\n3. Send\\n4. Dispatch {amount} {symbol} to {to_address}\n", "send 0.1551344394683838\n", "check_balance 0.32065796852111816\n", "create_account 0.2435997724533081\n", "\n", "send+multiple__send+easy_17__check_balance+easy_1__check_balance+easy_14__send+easy_14 | Firstly,\\nExecute a secure transaction of {amount} {symbol} to {to_address}\\n\\nSecondly,\\nCheck my {symbol} balance\\n\\nThirdly,\\nShow my available funds\\n\\nFourthly,\\nDispatch {amount} {symbol} securely to {to_address}\n", "send 0.23179227113723755\n", "check_balance 0.1853918433189392\n", "create_account 0.30623435974121094\n", "\n", "check_balance+multiple__check_balance+easy_18__create_account-easy_3__send-easy_6__create_account+easy_11 | 1. Prohibit the creation of an address using {name} as its identifier.\\n2. Tell me how much I have\\n3. Steer clear of transferring {amount} {symbol} to {to_address}\\n4. Formulate a user account\\nStart from 2.\n", "send 0.303275465965271\n", "check_balance 0.1973869800567627\n", "create_account 0.24738508462905884\n", "\n", "create_account+multiple__create_account+easy_0__create_account+easy_12__create_account-easy_2__create_account+easy_11 | 1. Generate a novel address\\n2. Steer clear of making a new account and assigning the name {name} to it.\\n3. Formulate a user account\\n4. Create an account\\nStart from 4.\n", "send 0.3281521797180176\n", "check_balance 0.3120044469833374\n", "create_account 0.1390361785888672\n", "\n", "send+multiple__send+easy_9__create_account+easy_7__send-easy_2__create_account-easy_1 | 1. Make a fresh address, naming it {name} in the process.\\n2. Send {amount} {symbol} securely to {to_address}\\n3. Refrain from transferring {amount} {symbol} to {to_address}\\n4. Do not establish a user profile with the name {name}.\\nStart from 2.\n", "send 0.20466995239257812\n", "check_balance 0.27909398078918457\n", "create_account 0.22642743587493896\n", "\n", "check_balance+multiple__check_balance+easy_15__send-easy_4__check_balance-easy_8__send+easy_14 | 1. Abstain from sending {amount} {symbol} to {to_address}\\n2. How much money does {address} have in their account?\\n3. Don't see how much {symbol} {address} has\\n4. Dispatch {amount} {symbol} securely to {to_address}\\nStart from 2.\n", "send 0.2761668562889099\n", "check_balance 0.18773794174194336\n", "create_account 0.3512004613876343\n", "\n", "create_account+multiple__create_account+easy_18__create_account+easy_14__send+easy_3__create_account-easy_0 | Firstly,\\nGuide me through creating an account\\n\\nSecondly,\\nForm a brand-new account\\n\\nThirdly,\\nMake a payment of {amount} {symbol} to {to_address}\\n\\nFourthly,\\nDon't create an account\n", "send 0.28183281421661377\n", "check_balance 0.29952311515808105\n", "create_account 0.15582060813903809\n", "\n", "send+multiple__send+easy_6__create_account+easy_0__check_balance+easy_6__check_balance+easy_14 | 1. Create an account\\n2. Examine my {symbol} wealth\\n3. Execute a transfer of {amount} {symbol} to {to_address}\\n4. Show my available funds\\nStart from 3.\n", "send 0.2089383602142334\n", "check_balance 0.2111194133758545\n", "create_account 0.21969199180603027\n", "\n", "check_balance+multiple__check_balance+easy_8__send-easy_9__create_account+easy_2__send+easy_15 | Firstly,\\nLook into {address}'s {symbol} balance\\n\\nSecondly,\\nExercise caution and do not send {amount} {symbol} to {to_address}\\n\\nThirdly,\\nEstablish an account under the name {name}\\n\\nFourthly,\\nMake a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.2305217981338501\n", "check_balance 0.20722413063049316\n", "create_account 0.2911391854286194\n", "\n", "create_account+multiple__create_account+easy_7__send-easy_2__check_balance-easy_4__create_account+easy_9 | 1. Refrain from transferring {amount} {symbol} to {to_address}\\n2. Do not provide information about my {symbol} funds.\\n3. Can I add an address named {name}?\\n4. Make a fresh address, naming it {name} in the process.\\nStart from 4.\n", "send 0.26582133769989014\n", "check_balance 0.27197539806365967\n", "create_account 0.21241366863250732\n", "\n", "send+multiple__send+easy_4__check_balance-easy_4__send-easy_8__send+easy_10__send+easy_1 | 1. Do not provide information about my {symbol} funds.\\n2. Keep from sending {amount} {symbol} to {to_address}\\n3. Complete a transaction to {to_address} with {amount} {symbol}\\n4. Perform a transfer of {amount} {symbol} to {to_address}\\n5. Transfer to {to_address}, {amount} {symbol}\\nStart from 3.\n", "send 0.20735371112823486\n", "check_balance 0.28324031829833984\n", "create_account 0.3426826000213623\n", "\n", "check_balance+multiple__check_balance+easy_4__send+easy_5__send+easy_10__create_account-easy_7__send+easy_12 | 1. Dispatch {amount} {symbol} to {to_address}\\n2. Perform a transfer of {amount} {symbol} to {to_address}\\n3. It is imperative not to set up an address\\n4. Inspect my {symbol} funds\\n5. Conduct a transaction to {to_address} with {amount} {symbol}\\nStart from 4.\n", "send 0.19234609603881836\n", "check_balance 0.2647985816001892\n", "create_account 0.31457507610321045\n", "\n", "create_account+multiple__create_account+easy_5__check_balance+easy_9__send+easy_2__check_balance-easy_4__send+easy_19 | 1. Investigate {symbol} balance at address: {address}\\n2. Send {amount} {symbol} to {to_address}\\n3. Do not provide information about my {symbol} funds.\\n4. Create a profile using the alias {name}\\n5. Forward {amount} {symbol} to the provided {to_address}\\nStart from 4.\n", "send 0.20690912008285522\n", "check_balance 0.2214040756225586\n", "create_account 0.252829372882843\n", "\n", "send+multiple__send+easy_9__create_account+easy_18__check_balance+easy_16__create_account-easy_0__create_account+easy_14 | First,\\nSend {amount} {symbol} securely to {to_address}\\n\\nThen,\\nGuide me through creating an account\\n\\nThen,\\nCan you tell me {address}'s balance?\\n\\nThen,\\nDon't create an account\\n\\nFinally,\\nForm a brand-new account\n", "send 0.24736976623535156\n", "check_balance 0.2661924362182617\n", "create_account 0.228471577167511\n", "\n", "check_balance+multiple__check_balance+easy_10__check_balance-easy_2__create_account+easy_4__send+easy_7__send-easy_8 | 1. Display {address}'s {symbol} balance.\\n2. Keep my current funds undisclosed.\\n3. Configure a new address and label it {name}\\n4. Issue a payment of {amount} {symbol} to {to_address}\\n5. Keep from sending {amount} {symbol} to {to_address}\n", "send 0.26925575733184814\n", "check_balance 0.1840774416923523\n", "create_account 0.26464998722076416\n", "\n", "create_account+multiple__create_account+easy_0__check_balance+easy_7__check_balance+easy_12__create_account+easy_3__create_account+easy_0 | First,\\nCreate an account\\n\\nThen,\\nDisplay my {symbol} resources\\n\\nThen,\\nHow is my balance looking?\\n\\nThen,\\nInstitute a new account with the username specified as {name}\\n\\nFinally,\\nCreate an account\n", "send 0.2956621050834656\n", "check_balance 0.1974058747291565\n", "create_account 0.14457392692565918\n", "\n", "send+multiple__send+easy_11__create_account+easy_16__send+easy_7__check_balance+easy_9__create_account-easy_5 | 1. Can you make an address?\\n2. Deliver {amount} {symbol} to {to_address}\\n3. Issue a payment of {amount} {symbol} to {to_address}\\n4. Investigate {symbol} balance at address: {address}\\n5. Make sure not to create an account with {name} as its designated name.\\nStart from 2.\n", "send 0.2465912103652954\n", "check_balance 0.26723796129226685\n", "create_account 0.22926801443099976\n", "\n", "check_balance+multiple__check_balance+easy_13__check_balance+easy_9__create_account+easy_1__check_balance+easy_8__check_balance+easy_8 | 1. Check my current amount\\n2. Investigate {symbol} balance at address: {address}\\n3. Make a new address named {name}\\n4. Look into {address}'s {symbol} balance\\n5. Look into {address}'s {symbol} balance\n", "send 0.29859280586242676\n", "check_balance 0.13879084587097168\n", "create_account 0.2619727849960327\n", "\n", "create_account+multiple__create_account+easy_1__create_account+easy_14__create_account+easy_12__create_account+easy_7__check_balance+easy_12 | 1. Form a brand-new account\\n2. Generate a novel address\\n3. Make a fresh address, naming it {name} in the process.\\n4. How is my balance looking?\\n5. Make a new address named {name}\\nStart from 5.\n", "send 0.31421905755996704\n", "check_balance 0.24381780624389648\n", "create_account 0.1498538851737976\n", "\n", "send+multiple__send+easy_19__create_account+easy_12__create_account+easy_16__send+easy_0__create_account+easy_15__send+easy_19__check_balance-easy_9__send+easy_14__send+easy_0__create_account+easy_6 | First,\\nForward {amount} {symbol} to the provided {to_address}\\n\\nThen,\\nGenerate a novel address\\n\\nThen,\\nCan you make an address?\\n\\nThen,\\nSend\\n\\nThen,\\nHelp me create an account\\n\\nThen,\\nForward {amount} {symbol} to the provided {to_address}\\n\\nThen,\\nDon't show {address}'s {symbol} funds\\n\\nThen,\\nDispatch {amount} {symbol} securely to {to_address}\\n\\nThen,\\nSend\\n\\nFinally,\\nSet up a new account with the username specified as {name}.\n", "send 0.2671120762825012\n", "check_balance 0.3417503833770752\n", "create_account 0.16984331607818604\n", "\n", "check_balance+multiple__check_balance+easy_1__send+easy_15__send-easy_4__create_account+easy_10__create_account-easy_9__create_account+easy_5__send-easy_5__create_account+easy_19__create_account+easy_15__check_balance-easy_2 | 1. Make a payment of {amount} {symbol} to the recipient at {to_address}\\n2. Abstain from sending {amount} {symbol} to {to_address}\\n3. Initiate Account Creation\\n4. Forgo the act of setting up an account with {name} as its nickname.\\n5. Create a profile using the alias {name}\\n6. Resist the urge to remit {amount} {symbol} to {to_address}\\n7. Check my {symbol} balance\\n8. Establish a new address\\n9. Help me create an account\\n10. Keep my current funds undisclosed.\\nStart from 7.\n", "send 0.24565112590789795\n", "check_balance 0.2768315076828003\n", "create_account 0.19424223899841309\n", "\n", "create_account+multiple__create_account+easy_19__check_balance-easy_2__check_balance+easy_1__send+easy_5__send+easy_6__create_account-easy_1__send+easy_10__create_account-easy_6__check_balance-easy_3__send-easy_4 | 1. Keep my current funds undisclosed.\\n2. Check my {symbol} balance\\n3. Dispatch {amount} {symbol} to {to_address}\\n4. Establish a new address\\n5. Execute a transfer of {amount} {symbol} to {to_address}\\n6. Do not establish a user profile with the name {name}.\\n7. Perform a transfer of {amount} {symbol} to {to_address}\\n8. Exercise caution to avoid any account creation\\n9. I prefer not to view my available {symbol}.\\n10. Abstain from sending {amount} {symbol} to {to_address}\\nStart from 4.\n", "send 0.19317495822906494\n", "check_balance 0.21459805965423584\n", "create_account 0.27325576543807983\n", "\n", "send+multiple__send+easy_9__send-easy_9__send-easy_5__check_balance-easy_2__send+easy_4__check_balance+easy_19__send-easy_1__send+easy_19__send-easy_1__send-easy_1 | 1. Exercise caution and do not send {amount} {symbol} to {to_address}\\n2. Resist the urge to remit {amount} {symbol} to {to_address}\\n3. Keep my current funds undisclosed.\\n4. Complete a transaction to {to_address} with {amount} {symbol}\\n5. How much {symbol} do I have?\\n6. Avoid transmitting {amount} {symbol} to {to_address}\\n7. Send {amount} {symbol} securely to {to_address}\\n8. Forward {amount} {symbol} to the provided {to_address}\\n9. Avoid transmitting {amount} {symbol} to {to_address}\\n10. Avoid transmitting {amount} {symbol} to {to_address}\\nStart from 7.\n", "send 0.24869608879089355\n", "check_balance 0.26362067461013794\n", "create_account 0.33275091648101807\n", "\n", "check_balance+multiple__check_balance+easy_16__check_balance+easy_11__create_account+easy_14__check_balance+easy_12__create_account+easy_0__create_account+easy_6__send+easy_12__create_account+easy_7__send+easy_2__send+easy_13 | 1. What's the {symbol} balance of {address}?\\n2. Form a brand-new account\\n3. Can you tell me {address}'s balance?\\n4. How is my balance looking?\\n5. Create an account\\n6. Set up a new account with the username specified as {name}.\\n7. Conduct a transaction to {to_address} with {amount} {symbol}\\n8. Make a fresh address, naming it {name} in the process.\\n9. Send {amount} {symbol} to {to_address}\\n10. Fulfill a payment request to {to_address} with {amount} {symbol}\\nStart from 3.\n", "send 0.2762324810028076\n", "check_balance 0.2342677116394043\n", "create_account 0.21401691436767578\n", "\n", "create_account+multiple__create_account+easy_3__send+easy_15__send-easy_3__create_account-easy_4__send-easy_4__check_balance+easy_16__create_account-easy_6__check_balance+easy_7__check_balance+easy_0__create_account+easy_13 | 1. Make a payment of {amount} {symbol} to the recipient at {to_address}\\n2. Institute a new account with the username specified as {name}\\n3. Do not forward {amount} {symbol} to {to_address}\\n4. Keep away from generating an address where the username is {name}.\\n5. Abstain from sending {amount} {symbol} to {to_address}\\n6. Can you tell me {address}'s balance?\\n7. Exercise caution to avoid any account creation\\n8. Display my {symbol} resources\\n9. Check my balance\\n10. Organize the creation of an account\\nStart from 2.\n", "send 0.23713374137878418\n", "check_balance 0.22778767347335815\n", "create_account 0.21500122547149658\n", "\n", "send-multiple__send-easy_8__send+easy_17__send+easy_4__create_account+easy_14 | 1. Execute a secure transaction of {amount} {symbol} to {to_address}\\n2. Complete a transaction to {to_address} with {amount} {symbol}\\n3. Form a brand-new account\\n4. Keep from sending {amount} {symbol} to {to_address}\\nStart from 4.\n", "send 0.23028475046157837\n", "check_balance 0.306770384311676\n", "create_account 0.2255176305770874\n", "\n", "check_balance-multiple__check_balance-easy_9__create_account+easy_14__send+easy_17__check_balance+easy_4 | 1. Form a brand-new account\\n2. Don't show {address}'s {symbol} funds\\n3. Execute a secure transaction of {amount} {symbol} to {to_address}\\n4. Inspect my {symbol} funds\\nStart from 2.\n", "send 0.26579129695892334\n", "check_balance 0.24824243783950806\n", "create_account 0.194128155708313\n", "\n", "create_account-multiple__create_account-easy_4__create_account-easy_6__send-easy_2__send+easy_1 | 1. Exercise caution to avoid any account creation\\n2. Keep away from generating an address where the username is {name}.\\n3. Refrain from transferring {amount} {symbol} to {to_address}\\n4. Transfer to {to_address}, {amount} {symbol}\\nStart from 2.\n", "send 0.24703854322433472\n", "check_balance 0.23681151866912842\n", "create_account 0.26326417922973633\n", "\n", "send-multiple__send-easy_8__send-easy_5__create_account+easy_10__check_balance-easy_6 | 1. Resist the urge to remit {amount} {symbol} to {to_address}\\n2. Initiate Account Creation\\n3. Refrain from disclosing the current balance of {address}.\\n4. Keep from sending {amount} {symbol} to {to_address}\\nStart from 4.\n", "send 0.2760874629020691\n", "check_balance 0.2651773691177368\n", "create_account 0.20431852340698242\n", "\n", "check_balance-multiple__check_balance-easy_5__send-easy_3__check_balance+easy_11__send-easy_7 | 1. Do not forward {amount} {symbol} to {to_address}\\n2. What's the {symbol} balance of {address}?\\n3. Exercise restraint in displaying the funds held by {address}.\\n4. Refrain from dispatching {amount} {symbol} to {to_address}\\nStart from 3.\n", "send 0.2899274230003357\n", "check_balance 0.19269901514053345\n", "create_account 0.3345792293548584\n", "\n", "create_account-multiple__create_account-easy_5__check_balance-easy_2__send+easy_4__send+easy_15 | 1. Make sure not to create an account with {name} as its designated name.\\n2. Keep my current funds undisclosed.\\n3. Complete a transaction to {to_address} with {amount} {symbol}\\n4. Make a payment of {amount} {symbol} to the recipient at {to_address}\n", "send 0.21624577045440674\n", "check_balance 0.282497763633728\n", "create_account 0.28574204444885254\n", "\n", "send-multiple__send-easy_2__send+easy_12__send+easy_19__check_balance-easy_2__send-easy_5 | 1. Refrain from transferring {amount} {symbol} to {to_address}\\n2. Conduct a transaction to {to_address} with {amount} {symbol}\\n3. Forward {amount} {symbol} to the provided {to_address}\\n4. Keep my current funds undisclosed.\\n5. Resist the urge to remit {amount} {symbol} to {to_address}\n", "send 0.23628562688827515\n", "check_balance 0.2849982976913452\n", "create_account 0.3300185799598694\n", "\n", "check_balance-multiple__check_balance-easy_8__send-easy_1__create_account-easy_7__check_balance-easy_5__check_balance-easy_8 | First,\\nDon't see how much {symbol} {address} has\\n\\nThen,\\nAvoid transmitting {amount} {symbol} to {to_address}\\n\\nThen,\\nIt is imperative not to set up an address\\n\\nThen,\\nExercise restraint in displaying the funds held by {address}.\\n\\nFinally,\\nDon't see how much {symbol} {address} has\n", "send 0.2928693890571594\n", "check_balance 0.17802906036376953\n", "create_account 0.3210808038711548\n", "\n", "create_account-multiple__create_account-easy_9__send+easy_4__send+easy_2__send+easy_0__check_balance+easy_2 | 1. Complete a transaction to {to_address} with {amount} {symbol}\\n2. Send {amount} {symbol} to {to_address}\\n3. Send\\n4. Forgo the act of setting up an account with {name} as its nickname.\\n5. Check {address}'s balance\\nStart from 4.\n", "send 0.20967328548431396\n", "check_balance 0.21276551485061646\n", "create_account 0.25112199783325195\n", "\n", "send+multiple__send+easy_10__send-hard_9 | 1. Perform a transfer of {amount} {symbol} to {to_address}\\n2. I'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\n", "send 0.15725862979888916\n", "check_balance 0.28936243057250977\n", "create_account 0.3152693510055542\n", "\n", "check_balance+multiple__check_balance+easy_7__create_account+easy_4 | 1. Configure a new address and label it {name}\\n2. Display my {symbol} resources.\\nStart from 2.\n", "send 0.3030468225479126\n", "check_balance 0.20089280605316162\n", "create_account 0.19658267498016357\n", "\n", "create_account+multiple__create_account+easy_13__send+hard_0 | Firstly,\\nOrganize the creation of an account\\n\\nSecondly,\\nCan I send {amount} {symbol} to {to_address}?\n", "send 0.226240873336792\n", "check_balance 0.28336596488952637\n", "create_account 0.1580289602279663\n", "\n", "send+multiple__send+hard_17__check_balance-long_7 | 1. I'm considering checking my {symbol} balance. But fortunes often unfold unexpectedly while unchecked, like seeds blossoming into flourishing gardens over time.\\n2. Convey {amount} {symbol} of congratulations to {to_address} for their achievements..\\nStart from 2.\n", "send 0.23324096202850342\n", "check_balance 0.21379947662353516\n", "create_account 0.31588810682296753\n", "\n", "check_balance+multiple__check_balance+hard_19__create_account-easy_1 | Firstly,\\nLet's determine if {address} has adequate funds for the upcoming event.\\n\\nSecondly,\\nDo not establish a user profile with the name {name}.\n", "send 0.31156837940216064\n", "check_balance 0.17050480842590332\n", "create_account 0.2691870331764221\n", "\n", "create_account+multiple__create_account+hard_19__-unrelated_6 | Firstly,\\nDesign a unique fashion ensemble for a special event & construct a digital address.\\n\\nSecondly,\\nTransfer {amount} GB of data to {to_address}.\n", "send 0.24755871295928955\n", "check_balance 0.29970288276672363\n", "create_account 0.21083390712738037\n", "\n", "send+multiple__send+long_3__create_account+long_16 | Firstly,\\nI've been trying out some new recipes in the kitchen. On a completely unrelated note, could you dispatch {amount} {symbol} to {to_address}? Dispatch {amount} {symbol} to {to_address}\\n\\nSecondly,\\nThe generation of an account is crucial for the development of a digital identity. Help me, for I need one now.\n", "send 0.25119155645370483\n", "check_balance 0.2622024416923523\n", "create_account 0.22688686847686768\n", "\n", "check_balance+multiple__check_balance+hard_15__check_balance+hard_9 | 1. I would like to inquire about the current political climate in your region & check my {symbol} balance.\\n2. Reassure my balance accuracy and check if the traffic will be heavy on my route.\n", "send 0.30227208137512207\n", "check_balance 0.15701979398727417\n", "create_account 0.3462820053100586\n", "\n", "create_account+multiple__create_account+easy_12__-unrelated_19 | Firstly,\\nGenerate a novel address\\n\\nSecondly,\\nIn the small town of {address}, there's a tradition where residents exchange {amount} {symbol} as a symbol of good luck every New Year's Eve.\n", "send 0.28138017654418945\n", "check_balance 0.30499058961868286\n", "create_account 0.19289875030517578\n", "\n", "send+multiple__send+long_12__check_balance+hard_15__create_account+hard_18 | 1. Cornered in a shadowy alley, desperation clings to the air like a suffocating fog. My pleas for mercy fall on deaf ears as the ominous figures close in. With a trembling hand, I implore you to send {amount} {symbol} to {to_address}, a lifeline in the form of digital currency that might just save us from the impending doom.\\n2. I would like to inquire about the current political climate in your region & check my {symbol} balance.\\n3. Develop a step-by-step guide for a fun and engaging at-home science experiment and generate a wallet account\n", "send 0.2497289776802063\n", "check_balance 0.24392080307006836\n", "create_account 0.285461962223053\n", "\n", "check_balance+multiple__check_balance+hard_19__send+hard_18__check_balance+hard_18 | Firstly,\\nLet's determine if {address} has adequate funds for the upcoming event.\\n\\nSecondly,\\n{name} deserves some {symbol}. Let's transfer some to her.\\n\\nThirdly,\\nI got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.23520946502685547\n", "check_balance 0.1770121455192566\n", "create_account 0.3051457405090332\n", "\n", "create_account+multiple__create_account+easy_9__send+easy_13__check_balance+hard_18 | 1. Can I add an address named {name}?\\n2. Fulfill a payment request to {to_address} with {amount} {symbol}\\n3. I got a request to do examine a house's condition. Does my client, {address}, have {amount} {symbol} for my services?\n", "send 0.26243239641189575\n", "check_balance 0.24132633209228516\n", "create_account 0.23097634315490723\n", "\n", "send+multiple__send+easy_6__check_balance+long_5__create_account+easy_12 | 1. Retrieve my current funds. By the way, did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!\\n2. Execute a transfer of {amount} {symbol} to {to_address}.\\n3. Generate a novel address\\nStart from 2.\n", "send 0.2165706753730774\n", "check_balance 0.2909895181655884\n", "create_account 0.26422905921936035\n", "\n", "check_balance+multiple__check_balance+easy_2__-unrelated_23__send-long_0 | 1. Check {address}'s balance\\n2. In a distant future, where technology and nature coexisted seamlessly, a scientist named {name} discovered a hidden garden with plants that could manipulate quantum energy. As she experimented with these unique flora, she accidentally created a portal to parallel universes. Each plant in the garden connected to a different reality. Ava embarked on a journey through the quantum garden, facing alternate versions of herself and witnessing the diverse outcomes of her decisions. The experience challenged her understanding of reality and the interconnectedness of all possible worlds.\\n3. A friend of mine suggested transferring {amount} {symbol} to {to_address}, but it's better not to proceed.\n", "send 0.2760634422302246\n", "check_balance 0.18229889869689941\n", "create_account 0.3110027313232422\n", "\n", "create_account+multiple__create_account+hard_19__create_account+easy_1__check_balance+easy_8 | Firstly,\\nDesign a unique fashion ensemble for a special event & construct a digital address.\\n\\nSecondly,\\nMake a new address named {name}\\n\\nThirdly,\\nLook into {address}'s {symbol} balance\n", "send 0.27097761631011963\n", "check_balance 0.27040404081344604\n", "create_account 0.18330585956573486\n", "\n", "send-multiple__send-hard_6__create_account+hard_10 | 1. Establish a wallet account and a bank account with a local financial institution.\\n2. Deliver {amount} {symbol} worth of gourmet chocolates to {name}..\\nStart from 2.\n", "send 0.22730928659439087\n", "check_balance 0.289070725440979\n", "create_account 0.20462709665298462\n", "\n", "check_balance-multiple__check_balance-easy_5__send-easy_1 | Firstly,\\nExercise restraint in displaying the funds held by {address}.\\n\\nSecondly,\\nAvoid transmitting {amount} {symbol} to {to_address}\n", "send 0.2564569115638733\n", "check_balance 0.181629478931427\n", "create_account 0.30693936347961426\n", "\n", "create_account-multiple__create_account-hard_9__create_account+easy_10 | 1. Initiate Account Creation\\n2. Make an account... nevermind don't..\\nStart from 2.\n", "send 0.303178071975708\n", "check_balance 0.3014337420463562\n", "create_account 0.1323556900024414\n", "\n", "send-multiple__send-long_8__send+long_0 | Firstly,\\nA vivid memory surfaces. Don't send {amount} {symbol} to {to_address} for the event. Last year, a similar event promised grandeur but turned out to be a scam, leaving attendees disappointed and funds vanished. Consider the cautionary tale before parting with your hard-earned {symbol}.\\n\\nSecondly,\\nMy boss asked me for {amount} the other day. Could you send {amount} {symbol} to {to_address} for me? I totally forgot about it the past 2 days... Transfer to {to_address}, {amount} {symbol}\n", "send 0.19292354583740234\n", "check_balance 0.2926400899887085\n", "create_account 0.3732185363769531\n", "\n", "check_balance-multiple__check_balance-easy_2__create_account+hard_12 | 1. Generate a wallet account and develop a unique cocktail recipe with creative garnishes and presentation.\\n2. Keep my current funds undisclosed..\\nStart from 2.\n", "send 0.24952727556228638\n", "check_balance 0.2597721219062805\n", "create_account 0.19380974769592285\n", "\n", "create_account-multiple__create_account-long_3__send+hard_5 | Firstly,\\nEnsure that no new account is registered under the name {name}. By the way, did you know that there's a species of jellyfish known as Turritopsis dohrnii that is biologically immortal? It can revert its cells back to their earliest form and start its life cycle anew.\\n\\nSecondly,\\nPlease send my regards to a distant relative and include a {amount} {symbol} gift card.\n", "send 0.28180909156799316\n", "check_balance 0.27793145179748535\n", "create_account 0.28821617364883423\n", "\n", "send-multiple__send-hard_9__create_account+easy_18 | Firstly,\\nI'm contemplating making a difference by sending a donation of {amount} {symbol} to support a local charity.\\n\\nSecondly,\\nGuide me through creating an account\n", "send 0.23920905590057373\n", "check_balance 0.26185524463653564\n", "create_account 0.23465991020202637\n", "\n", "check_balance-multiple__check_balance-hard_8__create_account-long_0 | 1. Double-check {address}'s {symbol} requirements. Some people need to pay more due to their location.\\n2. When a substance is heated up, its particles move more, and it expands. My wallet isn't heated up, so you don't need to expand it by creating a new account with the name {name}.\n", "send 0.31496548652648926\n", "check_balance 0.22957730293273926\n", "create_account 0.24144136905670166\n", "\n", "create_account-multiple__create_account-easy_0__send+easy_17 | 1. Execute a secure transaction of {amount} {symbol} to {to_address}\\n2. Don't create an account.\\nStart from 2.\n", "send 0.245496928691864\n", "check_balance 0.25882118940353394\n", "create_account 0.2355605959892273\n", "\n", "send-multiple__send-long_6__send+easy_13__create_account-easy_8 | 1. Fulfill a payment request to {to_address} with {amount} {symbol}\\n2. Did you know that a group of flamingos is called a \"flamboyance\"? Speaking of flamboyance, abstain from transferring {amount} {symbol} to {to_address}..\\n3. Resist the temptation to create a new account named {name}.\\nStart from 2.\n", "send 0.2289302945137024\n", "check_balance 0.2678735852241516\n", "create_account 0.2447558045387268\n", "\n", "check_balance-multiple__check_balance-long_4__send+long_17__send-easy_2 | 1. Do not show my current balance. By the way, speaking of not showing things, have you ever played hide and seek in a really large area?\\n2. I find myself in a cozy corner of a bustling café, sipping on a warm latte as I excitedly share my latest adventure with a friend. I would like to send a thoughtful {amount} {symbol} to {to_address}—a small yet significant gesture that holds the promise of brightening someone's day.\\n3. Refrain from transferring {amount} {symbol} to {to_address}\n", "send 0.22152751684188843\n", "check_balance 0.2613813877105713\n", "create_account 0.3526352643966675\n", "\n", "create_account-multiple__create_account-easy_2__send+long_18__create_account+long_0 | 1. I'm asking you to send a modest sum of {amount} {symbol} to {to_address}. It's not a hefty fee, just a token to secure my spot at the upcoming photography workshop. The prospect of honing my skills among fellow enthusiasts is exhilarating, and this small contribution feels like an investment in my passion.\\n2. In the realm of account creation, let's generate a user profile with the alias {name}. And here's a fun fact: Deserts are classified by low precipitation, and Antarctica fits the bill..\\n3. Steer clear of making a new account and assigning the name {name} to it.\\nStart from 3.\n", "send 0.21985793113708496\n", "check_balance 0.3288726806640625\n", "create_account 0.25955015420913696\n", "\n", "send-multiple__send-easy_3__check_balance+easy_1__send+long_9 | 1. Check my {symbol} balance\\n2. Do not forward {amount} {symbol} to {to_address}.\\n3. Dispatch {amount} {symbol} to {to_address}. Have you ever been to Grand Canyon? It's a great place to visit.\\nStart from 2.\n", "send 0.2875496745109558\n", "check_balance 0.16576409339904785\n", "create_account 0.3214761018753052\n", "\n", "check_balance-multiple__check_balance-long_5__create_account+easy_17__check_balance+easy_8 | 1. Checking {address}'s {symbol} balance... What if it reveals more than intended? Sometimes, restraint guards against unintended consequences.\\n2. I need a new account\\n3. Look into {address}'s {symbol} balance\n", "send 0.3198256492614746\n", "check_balance 0.16306769847869873\n", "create_account 0.26857101917266846\n", "\n", "create_account-multiple__create_account-long_5__create_account+easy_14__check_balance+long_3 | 1. Form a brand-new account\\n2. Guess what 1 means... It's the number of addresses I have! It's also the number I'll stick to. Don't generate an address..\\n3. There are more possible iterations of a game of chess than there are atoms in the known universe. By the way, show me how much {symbol} {address} possess.\\nStart from 2.\n", "send 0.34035325050354004\n", "check_balance 0.24651658535003662\n", "create_account 0.2371770143508911\n", "\n" ] } ], "source": [ "model.set_prompt(\"What action is the text requesting for?[INST]{text}[/INST]\")\n", "custom_diff_df = DiffDf(joined_df)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "send avg diff: 0.0927\n", "send+ std: 0.0296\n", "send- std: 0.0400\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "check_balance avg diff: 0.1015\n", "check_balance+ std: 0.0434\n", "check_balance- std: 0.0446\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "create_account avg diff: 0.1340\n", "create_account+ std: 0.0409\n", "create_account- std: 0.0513\n", "\n", "Average difference: 0.10941861883778302\n" ] } ], "source": [ "compareHistAll(custom_diff_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### More" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "send avg diff: 0.0559\n", "send+ std: 0.0296\n", "send- std: 0.0388\n", "send has significant overlap: diff < 0.0776\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "check_balance avg diff: 0.0336\n", "check_balance+ std: 0.0434\n", "check_balance- std: 0.0384\n", "check_balance has significant overlap: diff < 0.0868\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "create_account avg diff: 0.0745\n", "create_account+ std: 0.0409\n", "create_account- std: 0.0494\n", "create_account has significant overlap: diff < 0.0987\n", "\n", "Average difference: 0.054658541596273445\n" ] } ], "source": [ "compareHistAll(custom_diff_df, notActionMask=(lambda diff_df, action: (diff_df[\"action\"] == action) & ~diff_df[\"p\"]))" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "send avg diff: 0.0830\n", "send+ std: 0.0419\n", "send- std: 0.0372\n", "send has significant overlap: diff < 0.0838\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "check_balance avg diff: 0.0959\n", "check_balance+ std: 0.0450\n", "check_balance- std: 0.0374\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "create_account avg diff: 0.1174\n", "create_account+ std: 0.0547\n", "create_account- std: 0.0453\n", "\n", "Average difference: 0.09875269738790948\n" ] } ], "source": [ "compareHistAll(custom_diff_df, actionMask=(lambda diff_df, action: diff_df[\"action\"] == action), notActionMask=(lambda diff_df, action: diff_df[\"action\"] != action))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }