prompt engineering.
This commit is contained in:
timothyafolami
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"from openai import OpenAI\n",
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"import os\n",
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"import requests\n",
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"from dotenv import load_dotenv\n",
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"\n",
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"load_dotenv()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"API_KEY = os.getenv('PERPLEXITY_AI_API')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_chat_completion(prompt, api_key=API_KEY):\n",
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" url = \"https://api.perplexity.ai/chat/completions\"\n",
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"\n",
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" payload = {\n",
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" \"model\": \"llama-3.1-sonar-small-128k-online\",\n",
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" \"messages\": [\n",
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" {\n",
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" \"role\": \"system\",\n",
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" \"content\": \"Be precise and concise.\"\n",
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" },\n",
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" {\n",
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" \"role\": \"user\",\n",
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" \"content\": prompt\n",
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" }\n",
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" ],\n",
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" \"temperature\": 0.2,\n",
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" \"top_p\": 0.9,\n",
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" \"return_citations\": True,\n",
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" \"search_domain_filter\": [\"perplexity.ai\"],\n",
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" \"return_images\": False,\n",
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" \"return_related_questions\": False,\n",
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" \"search_recency_filter\": \"month\",\n",
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" \"top_k\": 0,\n",
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" \"stream\": False,\n",
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" \"presence_penalty\": 0,\n",
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" \"frequency_penalty\": 1\n",
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" }\n",
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" \n",
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" headers = {\n",
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" \"Authorization\": f\"Bearer {api_key}\",\n",
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" \"Content-Type\": \"application/json\"\n",
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" }\n",
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" \n",
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" response = requests.post(url, json=payload, headers=headers)\n",
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" \n",
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" # Check if the request was successful\n",
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" if response.status_code == 200:\n",
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" response_data = response.json()\n",
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" try:\n",
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" # Extract the message content\n",
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" message_content = response_data['choices'][0]['message']['content']\n",
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" return message_content\n",
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" except (KeyError, IndexError):\n",
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" return \"Unexpected response format.\"\n",
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" else:\n",
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" return f\"Request failed with status code: {response.status_code}\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"There are approximately 100 billion stars in the Milky Way Galaxy.\n"
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]
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}
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],
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"source": [
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"prompt = \"How many stars are there in our galaxy?\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"```python\n",
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"states = [\n",
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" \"Alabama\", \"Alaska\", \"Arizona\", \"Arkansas\", \"California\", \"Colorado\", \"Connecticut\",\n",
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" \"Delaware\", \"Florida\", \"Georgia\", \"Hawaii\", \"Idaho\", \"Illinois\", \"Indiana\",\n",
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" \"Iowa\", \"Kansas\", \"Kentucky\", \"Louisiana\", \"Maine\", \"Maryland\", \"Massachusetts\",\n",
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" \"Michigan\", \"Minnesota\", \"Mississippi\", \"Missouri\", \"Montana\", \"Nebraska\",\n",
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" \"Nevada\", \"New Hampshire\", \"New Jersey\", \"New Mexico\", \"New York\", \"North Carolina\",\n",
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" \"North Dakota\", \"Ohio\", \"Oklahoma\", \"Oregon\", \"Pennsylvania\", \"Rhode Island\",\n",
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" \"South Carolina\", \"South Dakota\", \"Tennessee\", \"Texas\", \"Utah\", \"Vermont\",\n",
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" \"Virginia\", \"Washington\", \"West Virginia\", \"Wisconsin\", \"Wyoming\"\n",
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"]\n",
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"```\n"
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]
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}
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],
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"source": [
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"prompt = \"Give me the list of the states in the US. Return as a python list. Don't add any other explanations to it.\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 26,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"```python\n",
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"['England', 'Scotland', 'Wales', 'Northern Ireland']\n",
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"```\n"
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]
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}
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],
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"source": [
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"prompt = \"Give me the list of the states in the UK or London. Return as a python list. Don't add any other explanations to it.\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 27,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"```python\n",
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"states = [\n",
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" \"Baden-Württemberg\",\n",
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" \"Bavaria\",\n",
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" \"Berlin\",\n",
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" \"Brandenburg\",\n",
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" \"Bremen\",\n",
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" \"Hamburg\",\n",
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" \"Hesse\",\n",
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" \"Lower Saxony\",\n",
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" \"Mecklenburg-Vorpommern\",\n",
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" \"North Rhine-Westphalia\",\n",
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" \"Rhineland-Palatinate\",\n",
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" \"Saarland\",\n",
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" \"Saxony\",\n",
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" \"Saxony-Anhalt\",\n",
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" \"Schleswig-Holstein\",\n",
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" \"Thuringia\"\n",
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"]\n",
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"```\n"
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]
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}
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],
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"source": [
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"prompt = \"Give me the list of the states in Germany. Return as a python list. Don't add any other explanations to it.\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 28,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"```python\n",
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"['Retail', 'Fashion', 'Department Stores', 'Online Shops', 'Grocery Stores', 'Supercenters', 'Hypermarkets', 'Neobanking', 'Neobrokerage', 'Fintech', 'Automotive', 'Finance', 'Consumer Goods', 'Sneakers', 'Sportswear', 'Soft Drinks', 'Jewelry', 'Cosmetics', 'Insurance', 'Telecommunications', 'Hotels', 'Airlines', 'Banks', 'Online Grocery Delivery', 'Men\\'s Shop', 'NBA', 'NCAA', 'NFL', 'College Football']\n",
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"```\n"
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]
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}
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],
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"source": [
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"prompt = \"Give me a list of the categories of brands we have in the US, you can list up to 30 of them. Return as a python list. Don't add any other explanations to it.\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 29,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"1. **Name** | **Email/Contact** | **Location** | **Facebook Username** | **Instagram Username** | **Facebook Followers** | **Instagram Followers**\n",
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"2. **Sharaaa** | N/A | Birmingham, AL | N/A | @kashararachele | 11.9k | 11.9k\n",
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"3. **Jaz** | N/A | Birmingham, AL | N/A | @birmingham_finest | 11.1k | 11.1k\n",
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"4. **Randall Woodfin** | N/A | Birmingham, AL | N/A | @randall_woodfin | N/A | 17.2k\n",
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"5. **Micah Myricks** | N/A | Birmingham, AL | N/A | @thecoolestguyuno | N/A | 10.2k\n",
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"6. **KC** | N/A | Birmingham, AL | N/A | @_imonlykc | N/A | 12k\n",
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"7. **The Raveen Smith** | N/A | Birmingham, AL | N/A | @noflashplzz | N/A | 15.8k\n",
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"8. **Bianca Sha'nel Patton** | N/A | Birmingham, AL | N/A | @biancasobad | N/A | 35.1k\n",
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"9. **Mare Thomas** | N/A | Birmingham, AL | N/A | @savannahbrasfield | N/A | 15.5k\n",
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"10. **Destinee Ariee** | N/A | Birmingham, AL | N/A | @therealddestiny | N/A | 24k\n",
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"11. **Dewayne Mcbride** | N/A | Birmingham, AL | N/A | @queen.slim | N/A | 10.9k\n",
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"\n",
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"Note: The email and contact details are not available in the provided sources.\n"
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]
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}
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],
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"source": [
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"prompt = \"\"\"\n",
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" I'm looking for influencers that i need to promote my sneakers brand. My current location is Alabama in the US. \\n\n",
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" I need help with looking for influencers in my state. People that i can reach out to, and they will help me promote my sneakers brand. \\n\n",
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" I need your help with a list of all the influencers i have in this state. Here's how i want it. \\n\n",
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" 1. Name \\n\n",
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" 2. Email or contant \\n\n",
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" 3. Location \\n\n",
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" 4. Facebook Username\\n\n",
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" 5. Instagram Username \\n\n",
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" 6. Number of facebook followers \\n\n",
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" 7. Number of instagram followers \\n.\n",
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" This information will help me track who to reach out to. \\n \n",
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" I'm expecting 7 lists as output, it should follow the pattern i listed.\\n\n",
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" Do not add other explanations to it, just return the lists alone.\n",
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"\"\"\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 34,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"```python\n",
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"# List of influencers in Alabama\n",
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"\n",
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"name = [\n",
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" \"J6lack_\",\n",
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" \"Sharaaa\",\n",
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" \"Jaz 🖤\",\n",
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" \"Randall Woodfin\",\n",
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" \"Micah Myricks\",\n",
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" \"_imonlykc\",\n",
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" \"THE RAVEN SMITH\",\n",
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" \"Bianca Sha'nel Patton\",\n",
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" \"Mare Thomas\",\n",
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" \"Destinee Ariee\",\n",
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" \"Dewayne Mcbride\"\n",
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"]\n",
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"\n",
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"contact_info = [\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\",\n",
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" \"Check contact details\"\n",
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"]\n",
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"\n",
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"location = [\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\",\n",
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" \"Birmingham\"\n",
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"]\n",
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"\n",
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"facebook_username = [\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None\n",
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"]\n",
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"\n",
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"instagram_username = [\n",
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" \"@j6lack_\",\n",
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" \"@kashararachele\",\n",
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" \"@birmingham_finest\",\n",
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" \"@randall_woodfin\",\n",
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" \"@thecoolestguyuno\",\n",
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" \"@_imonlykc\",\n",
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" \"@noflashplzz\",\n",
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" \"@biancasobad\",\n",
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" \"@savannahbrasfield\",\n",
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" \"@therealddestiny\",\n",
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" \"@queen.slim\"\n",
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"]\n",
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"\n",
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"number_of_facebook_followers = [\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None,\n",
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" None\n",
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"]\n",
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"\n",
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"number_of_instagram_followers = [\n",
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" \"15.1k\",\n",
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" \"11.9k\",\n",
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" \"11.1k\",\n",
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" \"17.2k\",\n",
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" \"10.2k\",\n",
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" \"12k\",\n",
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" \"15.8k\",\n",
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" \"35.1k\",\n",
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" \"15.5k\",\n",
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" \"24k\",\n",
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" \"10.9k\"\n",
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"]\n",
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"```\n",
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"\n",
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"This list includes the requested information for the top 11 influencers in Alabama, as per the provided data. Note that Facebook usernames and follower counts are not available in the source data, so they are listed as `None` in the respective lists.\n"
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]
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}
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],
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"source": [
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"prompt = \"\"\"\n",
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" I'm looking for influencers that i need to promote my sneakers brand. My current location is Alabama in the US. \\n\n",
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" I need help with looking for influencers in my state. People that i can reach out to, and they will help me promote my sneakers brand. \\n\n",
|
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" I need your help with a list of 50 influencers i have in this state. Here's how i want it. \\n\n",
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" 1. Name \\n\n",
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" 2. Contant info \\n\n",
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" 3. Location \\n\n",
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" 4. Facebook Username\\n\n",
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" 5. Instagram Username \\n\n",
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" 6. Number of facebook followers \\n\n",
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" 7. Number of instagram followers \\n.\n",
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" This information will help me track who to reach out to. \\n \n",
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" I'm expecting 7 lists as output, it should follow the pattern i listed.\\n\n",
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" Do not add other explanations to it, just return the lists alone. Make them come out in separate python lists, like this []. So i will have 7 in total. \\n\n",
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" Place them in order, name: [], Contact info: [], Facebook Username: [], and so on.\\n\n",
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" Please do this carefully.\n",
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"\"\"\"\n",
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"\n",
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"result = get_chat_completion(prompt)\n",
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"print(result)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "base",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.7"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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Reference in New Issue
Block a user