3 Evaluation of table embeddings.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "49a104fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0, 1\"\n",
    "import time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "63cc2d5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pymongo import MongoClient\n",
    "import pymongo\n",
    "from tqdm import tqdm\n",
    "import re\n",
    "import pickle\n",
    "import json\n",
    "import torch\n",
    "import time\n",
    "import random\n",
    "from langchain.docstore.document import Document\n",
    "from langchain.chains.query_constructor.schema import AttributeInfo\n",
    "from langchain.embeddings import SentenceTransformerEmbeddings\n",
    "\n",
    "\n",
    "from langchain.embeddings import HuggingFaceEmbeddings\n",
    "from transformers import AutoModel, AutoTokenizer\n",
    "from langchain.vectorstores import Chroma\n",
    "import json\n",
    "from bson import ObjectId\n",
    "import tiktoken\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "0e3b5c8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from openai import OpenAI\n",
    "client = OpenAI(api_key=api_key)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef268375",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing with model: all-mpnet-base-v2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [06:49<00:00,  2.44it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Completed processing for model: all-mpnet-base-v2\n",
      "Responses saved for model all-mpnet-base-v2\n",
      "Processing with model: all-MiniLM-L6-v2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Completed processing for model: all-MiniLM-L6-v2\n",
      "Responses saved for model all-MiniLM-L6-v2\n",
      "Processing with model: m3rg-iitd/matscibert\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No sentence-transformers model found with name /home/synthesisproject/.cache/torch/sentence_transformers/m3rg-iitd_matscibert. Creating a new one with MEAN pooling.\n",
      "Some weights of BertModel were not initialized from the model checkpoint at /home/synthesisproject/.cache/torch/sentence_transformers/m3rg-iitd_matscibert and are newly initialized: ['bert.pooler.dense.bias', 'bert.pooler.dense.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
      "100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Completed processing for model: m3rg-iitd/matscibert\n",
      "Responses saved for model m3rg-iitd_matscibert\n"
     ]
    }
   ],
   "source": [
    "from transformers import AutoModel, AutoTokenizer\n",
    "from tqdm import tqdm\n",
    "\n",
    "# Assuming the Chroma and embedding classes are already defined\n",
    "# and the OpenAI API client is configured\n",
    "\n",
    "# Define your models and corresponding directories\n",
    "models = [\n",
    "    {\"name\": \"all-mpnet-base-v2\", \"directory\": \"data/chroma/etmpnet\", \"type\": \"sentence-transformer\"},\n",
    "    {\"name\": \"all-MiniLM-L6-v2\", \"directory\": \"data/chroma/etsminilm\", \"type\": \"sentence-transformer\"},\n",
    "    {\"name\": \"m3rg-iitd/matscibert\", \"directory\": \"data/chroma/etscibert\", \"type\": \"huggingface\", \"device\": \"cuda\"}\n",
    "]\n",
    "\n",
    "# Function to initialize embeddings based on model type\n",
    "def init_embeddings(model_info):\n",
    "    if model_info[\"type\"] == \"sentence-transformer\":\n",
    "        return SentenceTransformerEmbeddings(model_name=model_info[\"name\"])\n",
    "    elif model_info[\"type\"] == \"huggingface\":\n",
    "        model_kwargs = {'device': model_info.get(\"device\", \"cuda\")}\n",
    "        return HuggingFaceEmbeddings(model_name=model_info[\"name\"], model_kwargs=model_kwargs)\n",
    "    else:\n",
    "        raise ValueError(\"Unknown model type\")\n",
    "\n",
    "# Function to process documents\n",
    "def process_docs(docs, client):\n",
    "    responses = []\n",
    "    unrelated_count = 0\n",
    "    for table in tqdm(docs):\n",
    "\n",
    "        # Extract table details\n",
    "        caption = table.page_content\n",
    "        actual_table = table.metadata['table']\n",
    "        doi = table.metadata['doi']\n",
    "\n",
    "        # Query GPT-3.5 Turbo\n",
    "        response = client.chat.completions.create(\n",
    "            model=\"gpt-3.5-turbo\",\n",
    "            messages=[\n",
    "                {\"role\": \"system\", \"content\": \"Check if the table below contains chemical compositions or oxides of materials, such as sio2, al2o3, fe2o3 content. If it is related, respond with 1 only, if not, respond with 0 only.\"},\n",
    "                {\"role\": \"user\", \"content\": caption}\n",
    "            ],\n",
    "            temperature=0.1,\n",
    "            max_tokens=600,\n",
    "            top_p=1\n",
    "        )\n",
    "\n",
    "        # Process response\n",
    "        RR = response.choices[0].message.content\n",
    "\n",
    "\n",
    "        responses.append((RR, caption, doi))\n",
    "\n",
    "    return responses\n",
    "\n",
    "\n",
    "def save_responses(model_name, responses):\n",
    "    model_name = model_name.replace(\"/\", \"_\").replace(\"\\\\\", \"_\")\n",
    "    \n",
    "    filename = f\"responses_{model_name}.json\"\n",
    "    with open(filename, 'w') as file:\n",
    "        json.dump(responses, file)\n",
    "    print(f\"Responses saved for model {model_name}\")\n",
    "    \n",
    "# Main loop\n",
    "for model_info in models:\n",
    "    print(f\"Processing with model: {model_info['name']}\")\n",
    "\n",
    "    # Initialize embeddings and Chroma DB\n",
    "    embeddings = init_embeddings(model_info)\n",
    "    tvdb = Chroma(persist_directory=model_info[\"directory\"], embedding_function=embeddings)\n",
    "\n",
    "    # Perform similarity search\n",
    "    question = \"What are the major oxide or chemical compositions, such as CaO, SiO2, MgO, Al2O3, of materials?\"\n",
    "    docs = tvdb.similarity_search(question, k=1000)\n",
    "\n",
    "    # Process documents\n",
    "    responses = process_docs(docs, client)\n",
    "\n",
    "    # You can add code here to analyze the responses and evaluate the model's performance\n",
    "\n",
    "    print(f\"Completed processing for model: {model_info['name']}\")\n",
    "    \n",
    "    # Save responses\n",
    "    save_responses(model_info['name'], responses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed947744-13da-4028-894b-30226be6dc96",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "\n",
    "def get_tp_fp_fn(responses, ground_truth):\n",
    "    \"\"\"\n",
    "    Calculate True Positives, False Positives, and False Negatives.\n",
    "\n",
    "    :param responses: List of tables retrieved by the embedding model.\n",
    "    :param ground_truth: Dictionary mapping table captions to their relevance (True or False).\n",
    "    :return: Tuple (TP, FP, FN)\n",
    "    \"\"\"\n",
    "    TP = FP = FN = 0\n",
    "\n",
    "    for _, caption, _ in responses:\n",
    "        is_relevant = ground_truth.get(caption, False)\n",
    "\n",
    "        if is_relevant:\n",
    "            TP += 1  # True Positive: Relevant table retrieved\n",
    "        else:\n",
    "            FP += 1  # False Positive: Irrelevant table retrieved\n",
    "    \n",
    "    FN = sum(ground_truth.values()) - TP  # False Negative: Relevant tables missed by the model\n",
    "\n",
    "    return TP, FP, FN\n",
    "\n",
    "def get_relevance_scores(responses):\n",
    "    \"\"\"\n",
    "    Extract relevance scores from responses.\n",
    "\n",
    "    :param responses: List of responses\n",
    "    :return: List of relevance scores (1 or 0)\n",
    "    \"\"\"\n",
    "    return [1 if response.strip() == '1' else 0 for response, _, _ in responses]\n",
    "\n",
    "\n",
    "def calculate_dcg(scores):\n",
    "    return np.sum([((2**rel - 1) / np.log2(idx + 2)) for idx, rel in enumerate(scores)])\n",
    "\n",
    "def calculate_ndcg(responses, ideal_responses):\n",
    "    dcg = calculate_dcg(responses)\n",
    "    idcg = calculate_dcg(ideal_responses)\n",
    "    return dcg / idcg if idcg > 0 else 0\n",
    "\n",
    "\n",
    "performance_table = []\n",
    "def compute_metrics(responses, ground_truth, cutoff):\n",
    "    TP, FP, FN = get_tp_fp_fn(responses[:cutoff], ground_truth)\n",
    "\n",
    "    precision = TP / (TP + FP) if (TP + FP) > 0 else 0\n",
    "    recall = TP / (TP + FN) if (TP + FN) > 0 else 0\n",
    "\n",
    "    # Calculate F1 Score\n",
    "    if precision + recall > 0:\n",
    "        f1_score = 2 * (precision * recall) / (precision + recall)\n",
    "    else:\n",
    "        f1_score = 0\n",
    "\n",
    "    relevance_scores = [1 if response.strip() == '1' else 0 for response, _, _ in responses[:cutoff]]\n",
    "    ideal_relevance_scores = [1] * len(relevance_scores)\n",
    "    ndcg = calculate_ndcg(relevance_scores, ideal_relevance_scores)\n",
    "    cg = sum(relevance_scores)\n",
    "    return precision, recall, f1_score, cg, ndcg\n",
    "\n",
    "\n",
    "# Main loop\n",
    "performance_table = []\n",
    "for model_info in models:\n",
    "    model_name = model_info['name'].replace(\"/\", \"_\").replace(\"\\\\\", \"_\")\n",
    "    # Load responses\n",
    "    filename = f\"responses_{model_name}.json\"\n",
    "    with open(filename, 'r') as file:\n",
    "        responses = json.load(file)\n",
    "        \n",
    "    ground_truth = {caption: response.strip() == '1' for response, caption, _ in responses}\n",
    "\n",
    "    for cutoff in [10, 100, 1000]:\n",
    "        precision, recall, f1_score, cg, ndcg = compute_metrics(responses, ground_truth, cutoff)\n",
    "        performance_table.append((model_name, cutoff, precision, recall, f1_score, cg, ndcg))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9366cf1-dd71-4df5-96e2-b0ab654e9994",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Create DataFrame\n",
    "df = pd.DataFrame(performance_table, columns=['Model', 'Cutoff', 'Precision', 'Recall', 'F1 Score', 'CG','NDCG'])\n",
    "\n",
    "# Format the DataFrame for better readability (optional)\n",
    "df['Precision'] = df['Precision'].map('{:.2f}'.format)\n",
    "df['Recall'] = df['Recall'].map('{:.2f}'.format)\n",
    "df['NDCG'] = df['NDCG'].map('{:.2f}'.format)\n",
    "df['F1 Score'] = df['F1 Score'].map('{:.2f}'.format)\n",
    "\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a1510323",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing with model: all-mpnet-base-v2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 1/2001 [00:00<07:26,  4.48it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composition\", \"MgO\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"SiO2\", \"Other\"], [\"Content (%)\", \"90.42\", \"2.39\", \"1.39\", \"1.51\", \"3.16\", \"1.13\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 2/2001 [00:00<07:00,  4.75it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"OPC\", \"SBA\", \"BFS\", \"FA\"], [\"Chemical composition (% by mass)\", \"Chemical composition (% by mass)\", \"Chemical composition (% by mass)\", \"Chemical composition (% by mass)\", \"Chemical composition (% by mass)\"], [\"Silicon dioxide (SiO2)\", \"20.8\", \"53.2\", \"36.61\", \"46.01\"], [\"Aluminum oxide (Al2O3)\", \"4.7\", \"6.89\", \"12.92\", \"37.21\"], [\"Ferric oxide (Fe2O3)\", \"3.13\", \"3\", \"0.37\", \"4.69\"], [\"Calcium oxide (CaO)\", \"63.2\", \"3.451\", \"42.1\", \"2.88\"], [\"Magnesium oxide (MgO)\", \"3.33\", \"2.821\", \"6.6\", \"1.99\"], [\"Sodium oxide (SO3)\", \"2.01\", \"-\", \"0.51\", \"0.71\"], [\"Potassium oxide (K2O)\", \"0.51\", \"7.076\", \"-\", \"1.16\"], [\"Sodium oxide (Na2O)\", \"0.21\", \"0.662\", \"-\", \"0.22\"], [\"Loss on ignition (LOI)\", \"2.11\", \"22.9\", \"0.89\", \"5.13\"], [\"\", \"\", \"\", \"\", \"\"], [\"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\"], [\"Specific gravity\", \"3.15\", \"2.02\", \"2.8\", \"2.2\"], [\"Fineness (g/cm2)\", \"3530\", \"4010\", \"4550\", \"4050\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 3/2001 [00:10<2:36:45,  4.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"a)\", \"a)\", \"a)\", \"a)\", \"b)\", \"b)\", \"b)\", \"b)\"], [\"Chemical analysis XRF\", \"Chemical analysis XRF\", \"Mineralogical composition - XRD/Rietveld analysis\", \"Mineralogical composition - XRD/Rietveld analysis\", \"Chemical analysis -XRF\", \"Chemical analysis -XRF\", \"Mineralogical composition - XRD/Rietveld analysis\", \"Mineralogical composition - XRD/Rietveld analysis\"], [\"\", \"g/100 g\", \"\", \"g/100 g\", \"\", \"g/100 g\", \"\", \"g/100 g\"], [\"SiO2\", \"19.88\", \"Alite\", \"66.7\", \"SiO2\", \"36.11\", \"Amorphous\", \"96.7\"], [\"Al2O3\", \"4.47\", \"Belite\", \"8.4\", \"Al2O3\", \"9.97\", \"Gypsum\", \"2.3\"], [\"Fe2O3\", \"3.96\", \"Aluminate\", \"6.2\", \"Fe2O3\", \"0.43\", \"Anhydrite\", \"0.2\"], [\"CaO\", \"63.49\", \"Ferrite\", \"9.6\", \"CaO\", \"42.25\", \"Merwinite\", \"0.8\"], [\"MgO\", \"1.77\", \"Arcanite\", \"1.6\", \"MgO\", \"7.26\", \"\", \"\"], [\"K2O\", \"0.86\", \"Free Lime\", \"0.1\", \"K2O\", \"0.41\", \"\", \"\"], [\"Na2O\", \"0.17\", \"Portlandite\", \"0.5\", \"Na2O\", \"0.28\", \"\", \"\"], [\"TiO2\", \"0.32\", \"Periclase\", \"0.5\", \"TiO2\", \"0.61\", \"\", \"\"], [\"Mn2O3\", \"0.05\", \"Gypsum\", \"1.2\", \"Mn2O3\", \"0.35\", \"\", \"\"], [\"P2O5\", \"0.22\", \"Hemihydrate\", \"2.2\", \"P2O5\", \"0.01\", \"\", \"\"], [\"SrO\", \"0.05\", \"Calcite\", \"3.1\", \"SrO\", \"0.07\", \"\", \"\"], [\"Cl\", \"0.03\", \"Anhydrite\", \"0.1\", \"BaO\", \"0.08\", \"\", \"\"], [\"F\", \"<0.1\", \"\", \"\", \"Cl\", \"<0.005\", \"\", \"\"], [\"ZnO\", \"0.02\", \"\", \"\", \"F\", \"<0.1\", \"\", \"\"], [\"Cr2O3\", \"0.01\", \"\", \"\", \"SO3\", \"3.3\", \"\", \"\"], [\"SO3\", \"2.96\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"c)\", \"c)\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Chemical Analysis - XRF\", \"Chemical Analysis - XRF\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"\", \"g/100 g\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"SiO2\", \"98.7\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Al2O3\", \"0.3\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Fe2O3\", \"0.02\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"CaO\", \"0.15\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"MgO\", \"0.04\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"K2O\", \"0.3\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Na2O\", \"0.09\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"TiO2\", \"0.39\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Mn2O3\", \"0.01\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"P2O5\", \"0.02\", \"\", \"\", \"\", \"\", \"\", \"\"]]\n",
      "1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, \n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 4/2001 [00:10<1:37:29,  2.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical analysis (percentage by mass)\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"K2O\", \"Na2O\", \"SO3\", \"Loss of ignition\"], [\"CPA CEMI 52.5 PM ES CP2\", \"21.26\", \"3.57\", \"4.36\", \"64.61\", \"0.98\", \"0.24\", \"0.12\", \"2.7\", \"1.11\"], [\"CPA CEMI 52.5 CP2\", \"20.72\", \"4.52\", \"2.98\", \"64.63\", \"1.87\", \"0.91\", \"0.08\", \"3.46\", \"0.70\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 5/2001 [00:11<1:07:34,  2.03s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Materials\", \"SiO2\", \"Al2O3\", \"CaO\", \"Fe2O3\", \"MgO\", \"Na2O\", \"TiO2\"], [\"CG\", \"56.56\", \"36.78\", \"0.62\", \"1.95\", \"0.22\", \"0.42\", \"2.10\"], [\"SG\", \"30.58\", \"14.04\", \"38.43\", \"0.35\", \"10.57\", \"0.57\", \"1.93.\"], [\"OPC\", \"20.31\", \"4.68\", \"63.47\", \"4.61\", \"0.87\", \"0.06\", \"-\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 6/2001 [00:11<49:37,  1.49s/it]  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxides\", \"POC powder\", \"Cement\"], [\"Na2O\", \"-\", \"0.24\"], [\"Mn2O3\", \"-\", \"0.12\"], [\"TiO2\", \"0.29\", \"0.12\"], [\"K2O\", \"15.10\", \"0.17\"], [\"P2O5\", \"3.47\", \"0.07\"], [\"MgO\", \"3.30\", \"3.13\"], [\"Al2O3\", \"3.89\", \"5.37\"], [\"Fe2O3\", \"6.93\", \"2.94\"], [\"SO3\", \"0.39\", \"2.61\"], [\"SiO2\", \"59.90\", \"20.29\"], [\"CaO\", \"6.37\", \"64.00\"], [\"Others\", \"0.36\", \"0.94\"], [\"Loss on ignition\", \"1.89\", \"1.40\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 7/2001 [00:12<38:17,  1.15s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Na2O\", \"MgO\", \"Al2O3\", \"SiO2\", \"K2O\", \"CaO\", \"TiO2\", \"MnO\", \"Fe2O3\"], [\"Cement\", \"1.07\", \"0.78\", \"3.47\", \"22.63\", \"0.42\", \"62.57\", \"0.23\", \"0.10\", \"3.29\"], [\"NA\", \"4.39\", \"2.43\", \"16.87\", \"58.40\", \"0.68\", \"7.46\", \"0.97\", \"0.17\", \"10.32\"], [\"RA\", \"2.69\", \"1.83\", \"12.52\", \"62.56\", \"1.30\", \"12.01\", \"0.62\", \"0.12\", \"5.82\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 8/2001 [00:12<31:19,  1.06it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical composition\", \"OPC\", \"Clinoptilolite blended cements\", \"Clinoptilolite blended cements\", \"Clinoptilolite blended cements\", \"Clinoptilolite blended cements\"], [\"\", \"\", \"5C\", \"10C\", \"20C\", \"40C\"], [\"SiO2\", \"20.30\", \"22.89\", \"25.49\", \"30.67\", \"41.04\"], [\"Al2O3\", \"4.55\", \"4.83\", \"5.11\", \"5.68\", \"6.81\"], [\"Fe2O3\", \"4.65\", \"4.48\", \"4.31\", \"3.97\", \"3.28\"], [\"CaO\", \"61.96\", \"58.99\", \"56.02\", \"50.08\", \"38.19\"], [\"MgO\", \"1.67\", \"1.65\", \"1.62\", \"1.58\", \"1.48\"], [\"Na2O\", \"0.59\", \"0.59\", \"0.58\", \"0.58\", \"0.57\"], [\"K2O\", \"0.15\", \"0.25\", \"0.35\", \"0.55\", \"0.95\"], [\"SO3\", \"3.13\", \"2.98\", \"2.83\", \"2.52\", \"1.91\"], [\"Mn2O3\", \"0.01\", \"0.01\", \"0.01\", \"0.01\", \"0.01\"], [\"P2O5\", \"0.00\", \"0.00\", \"0.00\", \"0.01\", \"0.01\"], [\"Cr2O3\", \"0.00\", \"0.00\", \"0.00\", \"0.00\", \"0.00\"], [\"TiO2\", \"0.10\", \"0.09\", \"0.09\", \"0.09\", \"0.09\"], [\"Cl-\", \"0.00\", \"0.00\", \"0.00\", \"0.00\", \"0.00\"], [\"L.O.I.\", \"2.74\", \"2.96\", \"3.42\", \"4.02\", \"5.43\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 9/2001 [00:12<26:16,  1.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material\", \"Limestone\", \"Quartzite\"], [\"CaO\", \"54.93\", \"0.48\"], [\"SiO2\", \"0.34\", \"93.95\"], [\"Al2O3\", \"0.24\", \"2.38\"], [\"Fe2O3\", \"0.25\", \"1.96\"], [\"SO3\", \"0.06\", \"0.03\"], [\"MgO\", \"0.13\", \"0.32\"], [\"LOI\", \"43.31\", \"0.36\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 11/2001 [00:13<19:03,  1.74it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxides (%)\", \"OPC\", \"FA\", \"GGBS\", \"GP\"], [\"Na2O\", \"-\", \"1.29\", \"1.01\", \"12.74\"], [\"MgO\", \"1.48\", \"4.07\", \"4.69\", \"1.25\"], [\"Al2O3\", \"4.31\", \"19.10\", \"13.16\", \"0.73\"], [\"SiO2\", \"20.57\", \"43.16\", \"44.84\", \"73.50\"], [\"P2O5\", \"-\", \"-\", \"-\", \"-\"], [\"SO3\", \"2.43\", \"1.95\", \"1.32\", \"-\"], [\"K2O\", \"0.69\", \"1.68\", \"-\", \"0.68\"], [\"CaO\", \"65.51\", \"11.88\", \"33.76\", \"10.48\"], [\"TiO2\", \"0.27\", \"1.09\", \"-\", \"0.09\"], [\"Fe2O3\", \"3.62\", \"11.71\", \"0.90\", \"0.38\"], [\"MnO\", \"0.06\", \"0.17\", \"-\", \"-\"], [\"L.O.I\", \"1.08\", \"3.91\", \"0.32\", \"-\"], [\"\", \"\", \"\", \"\", \"\"], [\"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\"], [\"Density (kg/m3)\", \"3150\", \"2315\", \"2985\", \"2510\"], [\"Blaine fineness (cm2/g)\", \"3800\", \"2900\", \"3200\", \"2800\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"Properties\", \"OPC\", \"CSF\"], [\"Oxide composition (wt.%)\", \"Oxide composition (wt.%)\", \"Oxide composition (wt.%)\"], [\"CaO\", \"62.8\", \"3.68\"], [\"SiO2\", \"21.6\", \"85.49\"], [\"Al2O3\", \"5.5\", \"0.13\"], [\"Fe2O3\", \"3.5\", \"0.45\"], [\"SO3\", \"2.2\", \"0.05\"], [\"MgO\", \"1.3\", \"1.55\"], [\"K2O\", \"0.53\", \"0.19\"], [\"Na2O\", \"0.05\", \"0.23\"], [\"Loss on ignition (%)\", \"1.0\", \"3.02\"], [\"Blaine fineness (m2/kg)\", \"345\", \"-\"], [\"BET SSA (m2/g)\", \"-\", \"25.06\"], [\"Density (kg/m3)\", \"3.1\", \"2.3\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 12/2001 [00:13<15:12,  2.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide\", \"Portland cement\", \"Fly-ash (Class F)\", \"Blast furnace slag\", \"Attapulgite clay\"], [\"SiO2\", \"22.17\", \"46.13\", \"37.0\", \"59.71\"], [\"Al2O3\", \"3.24\", \"25.02\", \"8.0\", \"9.05\"], [\"Fe2O3\", \"4.24\", \"7.25\", \"0.2\", \"3.17\"], [\"CaO\", \"64.48\", \"8.02\", \"39.0\", \"3.13\"], [\"MgO\", \"1.13\", \"1.81\", \"11.0\", \"11.21\"], [\"K2O\", \"0.52\", \"0.63\", \"0.4\", \"0.83\"], [\"Na2O\", \"0.15\", \"4.74\", \"0.3\", \"0.07\"], [\"TiO2\", \"0.23\", \"4.70\", \"0.4\", \"0.42\"], [\"P2O5\", \"0.12\", \"0.42\", \"0.01\", \"1.47\"], [\"MnO\", \"0.06\", \"0.03\", \"0.5\", \"0.05\"], [\"SO3\", \"2.14\", \"0.12\", \"2.8\", \"<0.1\"], [\"LOI\", \"1.20\", \"0.53\", \"0.58\", \"10.64\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 14/2001 [00:14<12:23,  2.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Compounds\", \"SiO2\", \"CaO\", \"Al2O3\", \"Fe2O3\", \"MgO\", \"Na2O\", \"SO3\", \"Loss\"], [\"%\", \"22.65\", \"60.44\", \"5.44\", \"2.86\", \"3.75\", \"0.19\", \"2.47\", \"2.15\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"CaO\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"SO3\", \"P2O5\", \"Na2O\", \"K2O\", \"others\"], [\"55.02\", \"20.32\", \"7.83\", \"2.79\", \"4.74\", \"5.23\", \"0.33\", \"0.42\", \"3.32\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 16/2001 [00:15<10:59,  3.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material\", \"Na2O\", \"MgO\", \"Al2O3\", \"SiO2\", \"K2O\", \"CaO\", \"TiO2\", \"MnO\", \"Fe2O3\"], [\"Cement\", \"1.07\", \"0.78\", \"3.47\", \"22.63\", \"0.42\", \"62.57\", \"0.23\", \"0.10\", \"3.29\"], [\"SF\", \"1.13\", \"1.11\", \"3.04\", \"94.05\", \"0.92\", \"0.31\", \"0.01\", \"0.11\", \"1.61\"], [\"NA\", \"4.39\", \"2.43\", \"16.87\", \"58.40\", \"0.68\", \"7.46\", \"0.97\", \"0.17\", \"10.32\"], [\"RCA\", \"2.69\", \"1.83\", \"12.52\", \"62.56\", \"1.30\", \"12.01\", \"0.62\", \"0.12\", \"5.82\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"\", \"CCFA\", \"GBFS\"], [\"CaO\", \"26.79\", \"29.02\"], [\"MgO\", \"2.28\", \"13.50\"], [\"SiO2\", \"42.47\", \"35.84\"], [\"Fe2O3\", \"8.43\", \"1.98\"], [\"Al2O3\", \"15.51\", \"18.99\"], [\"SO3\", \"0.26\", \"-\"], [\"LOI\", \"2.18\", \"-\"], [\"\", \"\", \"\"], [\"S\", \"97.92\", \"99.33\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 17/2001 [00:15<09:50,  3.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Loss on ignition\", \"SiO3\", \"Al2O3\", \"Fe2O3\", \"MgO\", \"CaO\", \"SO3\", \"Na2O\", \"K2O\", \"Insoluble residue\"], [\"CEM I 42.5N/SR\", \"2.55\", \"20.30\", \"6.05\", \"2.20\", \"0.16\", \"62.39\", \"2.81\", \"0.27\", \"0.73\", \"0.74\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 18/2001 [00:15<11:14,  2.94it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical composition\", \"(%)\"], [\"SiO2\", \"19.8\"], [\"Al2O3\", \"4.7\"], [\"Fe2O3\", \"2.9\"], [\"CaO\", \"62.1\"], [\"MgO\", \"2.7\"], [\"SO3\", \"3.8\"], [\"Loss on ignition (LOI)\", \"2.2\"], [\"Soluble residue\", \"0.67\"], [\"Bogue composition\", \"(%)\"], [\"C3S\", \"56\"], [\"C2S\", \"15\"], [\"C3A\", \"8\"], [\"C4AF\", \"9\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 19/2001 [00:16<10:03,  3.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Component (in %)\", \"Cement\", \"SF\", \"MP\", \"GP\", \"MMGP\"], [\"SiO2\", \"21.0\", \"96.39\", \"2.72\", \"72.90\", \"52.50\"], [\"Al2O3\", \"6.1\", \"0.65\", \"0.46\", \"13.40\", \"9.95\"], [\"Fe2O3\", \"3.0\", \"0.33\", \"0.39\", \"1.08\", \"5.34\"], [\"CaO\", \"61.5\", \"0.62\", \"76.30\", \"1.25\", \"18.01\"], [\"MgO\", \"2.1\", \"0.04\", \"1.11\", \"1.58\", \"5.65\"], [\"K2O\", \"0.3\", \"0.37\", \"0.10\", \"3.64\", \"3.00\"], [\"Na2O\", \"-\", \"0.2\", \"0.34\", \"3.83\", \"2.62\"], [\"SO3\", \"2.5\", \"0.05\", \"0.32\", \"0.06\", \"0.39\"], [\"TiO2\", \"-\", \"-\", \"-\", \"0.14\", \"0.17\"], [\"P2O5\", \"-\", \"-\", \"0.09\", \"0.04\", \"0.07\"], [\"LOI\", \"2.4\", \"1.34\", \"17.90\", \"1.81\", \"2.01\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 20/2001 [00:16<11:30,  2.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composition\", \"CaO\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"SO3\", \"MgO\", \"Na2O\", \"Loss on ignition\"], [\"Content (%)\", \"61.13\", \"21.45\", \"5.24\", \"2.8\", \"2.5\", \"2.08\", \"0.77\", \"3.5\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 21/2001 [00:17<12:46,  2.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Compounds\", \"Values (%)\"], [\"SiO2\", \"19.26\"], [\"Al2O3\", \"5.73\"], [\"Fe2O3\", \"2.38\"], [\"CaO\", \"62.24\"], [\"Mn2O3\", \"0.16\"], [\"Na2O\", \"0.13\"], [\"MgO\", \"0.57\"], [\"K2O\", \"0.96\"], [\"SO3\", \"2.19\"], [\"TiO3\", \"0.28\"], [\"P2O5\", \"0.19\"], [\"Cl\", \"0.01\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 22/2001 [00:17<13:13,  2.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide composition (%)\", \"Oyster shell ash\", \"Mussel shell ash\"], [\"SiO2\", \"1.01\", \"0.73\"], [\"Al2O3\", \"0.14\", \"0.13\"], [\"Fe2O3\", \"0.07\", \"0.05\"], [\"CaO\", \"53.59\", \"53.38\"], [\"MgO\", \"0.46\", \"0.03\"], [\"K2O\", \"0.02\", \"0.02\"], [\"Na2O\", \"0.23\", \"0.44\"], [\"SO3\", \"0.75\", \"0.34\"], [\"Cl\", \"0.01\", \"0.02\"], [\"SO4\", \"0.43\", \"0.11\"], [\"CaCO3\", \"96.8\", \"95.6\"], [\"LOI\", \"42.83\", \"42.22\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|          | 23/2001 [00:17<11:24,  2.89it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Cement\", \"Obsidian (red)\", \"Obsidian (black)\", \"Fly ash\", \"Blast furnace slag\"], [\"CaO\", \"64.60\", \"0.88\", \"0.87\", \"4.5\", \"35.30\"], [\"SiO2\", \"19.30\", \"73.80\", \"74.10\", \"52.70\", \"38.60\"], [\"Al2O3\", \"5.17\", \"13.80\", \"13.80\", \"18.00\", \"11.40\"], [\"Fe2O3\", \"3.55\", \"1.57\", \"1.43\", \"12.60\", \"0.58\"], [\"MgO\", \"1.05\", \"0.16\", \"0.14\", \"4.79\", \"7.92\"], [\"K2O\", \"1.16\", \"4.86\", \"4.88\", \"1.87\", \"1.45\"], [\"Na2O\", \"0.46\", \"4.11\", \"4.08\", \"0.74\", \"0.29\"], [\"P2O5\", \"0.077\", \"0.017\", \"0.015\", \"0.126\", \"0.003\"], [\"SO3\", \"2.860\", \"0.006\", \"0.005\", \"1.64\", \"3.43\"], [\"TiO2\", \"0.14\", \"0.15\", \"0.14\", \"0.76\", \"0.44\"], [\"Sr\", \"0.009\", \"0.015\", \"0.014\", \"0.026\", \"0.058\"], [\"Cr2O3\", \"-\", \"0.09\", \"0.07\", \"0.10\", \"-\"], [\"MnO\", \"0.23\", \"0.06\", \"0.06\", \"0.15\", \"1.40\"], [\"LOI\", \"2.81\", \"0.21\", \"0.03\", \"1.47\", \"1.08\"], [\"Reactive SO2 content\", \"\", \"40.18\", \"40.13\", \"49.48\", \"40.74\"], [\"\", \"\", \"\", \"\", \"\", \"\"], [\"Total\", \"101.45\", \"99.40\", \"99.55\", \"99.56\", \"100.77\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 25/2001 [00:18<10:15,  3.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material\", \"Compound weight (%)\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Material\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"SO3\", \"Na2O\", \"K2O\", \"TiO2\", \"O.O.\", \"L+\"], [\"HA*\", \"20.44\", \"3.72\", \"2.76\", \"62.82\", \"4.14\", \"2.77\", \"0.28\", \"0.77\", \"0.22\", \"0.18\", \"2.43\"], [\"Type I\", \"21.01\", \"4.77\", \"2.45\", \"63.97\", \"3.15\", \"2.81\", \"0.75\", \"\", \"\", \"\", \"\"], [\"ASA**\", \"81.46\", \"8.03\", \"1.99\", \"1.71\", \"0.25\", \"0.02\", \"1.86\", \"2.51\", \"0.26\", \"0.15\", \"1.19\"], [\"Quartzite\", \"83.98\", \"8.51\", \"1.53\", \"<0.05\", \"0.61\", \"0.17\", \"\", \"\", \"\", \"\", \"4.08\"], [\"Limestone\", \"5.89\", \"1.36\", \"0.12\", \"84.50\", \"6.59\", \"0.08\", \"\", \"\", \"\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"K2O\", \"Na2O\"], [\"52.07\", \"27.38\", \"5.12\", \"4.29\", \"1.87\", \"2.04\", \"0.77\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|▏         | 26/2001 [00:18<08:49,  3.73it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical compositions/wt.%\", \"Chemical compositions/wt.%\", \"Chemical compositions/wt.%\", \"Chemical compositions/wt.%\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"CaO\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"SO3\", \"MgO\", \"K2O\", \"TiO2\", \"MnO\", \"Na2O\", \"SrO\", \"P2O5\", \"NiO\", \"Loss\"], [\"65.01\", \"20.69\", \"5.71\", \"4.18\", \"2.52\", \"0.61\", \"0.61\", \"0.31\", \"0.16\", \"0.08\", \"0.05\", \"0.03\", \"0.03\", \"3.23\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|▏         | 27/2001 [00:18<10:37,  3.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Sample\", \"Content (mg/kg)\", \"Content (mg/kg)\", \"Content (mg/kg)\", \"Content (mg/kg)\", \"Content (mg/kg)\", \"Content (mg/kg)\"], [\"Sample\", \"As\", \"Cd\", \"Cu\", \"Pb\", \"Zn\", \"Fe\"], [\"Sun-shin tailing at raw state (SSR)\", \"282.4\", \"N.D.\", \"75.24\", \"195.90\", \"78.82\", \"325,441\"], [\"Sun-shin tailing microwaved (SSM)\", \"0.84\", \"N.D.\", \"70.11\", \"190.48\", \"70.11\", \"335,221\"], [\"Sang-dong tailing (Fine and coarse)\", \"225.4\", \"13.5\", \"N.D\", \"11.5\", \"93.5\", \"3154\"], [\"Cement\", \"1.13\", \"0.12\", \"3.15\", \"6.11\", \"N.D\", \"35.19\"], [\"Silica fume\", \"0.84\", \"0.09\", \"1.16\", \"0.11\", \"N.D\", \"1325.60\"], [\"Silica powder\", \"0.04\", \"0.01\", \"N.D\", \"N.D\", \"N.D\", \"10.23\"], [\"Silica sand A and B\", \"0.14\", \"0.04\", \"N.D\", \"0.85\", \"N.D\", \"19.11\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|▏         | 28/2001 [00:19<11:02,  2.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error code: 400 - {'error': {'message': \"This model's maximum context length is 4097 tokens. However, your messages resulted in 4763 tokens. Please reduce the length of the messages.\", 'type': 'invalid_request_error', 'param': 'messages', 'code': 'context_length_exceeded'}}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|▏         | 29/2001 [00:19<12:04,  2.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Materials\", \"Ca\", \"Si\", \"O\", \"C\"], [\"Calcium hydroxide\", \"23.2\", \"-\", \"56.1\", \"14.9\"], [\"Ettringite\", \"14.0\", \"-\", \"55.8\", \"11.6\"], [\"C-S-H\", \"14.0\", \"20.0\", \"56.3\", \"7.7\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  2%|▏         | 31/2001 [00:20<10:26,  3.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composition\", \"CaO\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CO2\", \"MgO\", \"K2O\", \"SO3\", \"Na2O\", \"P2O5\", \"MnO\"], [\"\", \"61.13\", \"21.45\", \"5.24\", \"2.89\", \"2.37\", \"2.08\", \"0.81\", \"2.50\", \"0.77\", \"0.07\", \"0.06\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"Composition (%)\", \"GU\", \"LA\"], [\"CaO\", \"63.7\", \"65.2\"], [\"SiO2\", \"19.9\", \"19.8\"], [\"Al2O3\", \"3.5\", \"3.4\"], [\"SO3\", \"3.8\", \"3.2\"], [\"Fe2O3\", \"2.7\", \"3.1\"], [\"MgO\", \"2.0\", \"1.6\"], [\"Na2O\", \"0.19\", \"0.13\"], [\"K2O\", \"0.78\", \"0.50\"], [\"Na2Oeq.\", \"0.71\", \"0.46\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 32/2001 [00:20<09:16,  3.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"PC\", \"LF\", \"\", \"FA\", \"SF\"], [\"Chemical comp. [%]\", \"\", \"\", \"Elemental comp. [%]\", \"\", \"\"], [\"SiO2\", \"19.5\", \"1.99\", \"Si\", \"23.56\", \"46.26\"], [\"Al2O3\", \"5.9\", \"1.05\", \"Al\", \"8.74\", \"0.35\"], [\"Fe2O3\", \"1.7\", \"0.46\", \"Fe\", \"6.92\", \"1.26\"], [\"CaO\", \"63.1\", \"54.16\", \"Ca\", \"3.70\", \"0.32\"], [\"MgO\", \"2.1\", \"0.63\", \"Mg\", \"0.50\", \"0.07\"], [\"SO3\", \"3.5\", \"-\", \"S\", \"0.20\", \"-\"], [\"K2O\", \"0.78\", \"0.10\", \"K\", \"0.55\", \"0.21\"], [\"Na2O\", \"0.35\", \"0.02\", \"Na\", \"-\", \"0.61\"], [\"Cl-\", \"0.02\", \"-\", \"P\", \"0.11\", \"-\"], [\"MnO\", \"-\", \"0.01\", \"Mn\", \"0.01\", \"0.04\"], [\"TiO2\", \"-\", \"0.05\", \"Ti\", \"0.28\", \"-\"], [\"Ignition loss\", \"2.96\", \"42.39\", \"\", \"1.68\", \"3.35\"], [\"Physical prop.\", \"\", \"\", \"\", \"\", \"\"], [\"Spec. surf. area (BET) [m2/g]\", \"1.10\", \"3.74\", \"\", \"1.56\", \"19.84\"], [\"Phase comp. [%]\", \"\", \"\", \"\", \"\", \"\"], [\"C3S\", \"65.4\", \"\", \"\", \"\", \"\"], [\"C2S\", \"10.6\", \"\", \"\", \"\", \"\"], [\"C3A\", \"12.3\", \"\", \"\", \"\", \"\"], [\"C4AF\", \"5.6\", \"\", \"\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 33/2001 [00:21<11:17,  2.91it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"SiO   2\", \"Al   2     O   3\", \"Fe   2     O   3\", \"CaO\", \"MgO\", \"Na   2   O\", \"K   2   O\"], [\"GGF (%)\", \"47.72\", \"10.36\", \"0.34\", \"19.62\", \"2.27\", \"0.67\", \"0.10\"], [\"Fly Ash (%)\", \"50.70\", \"25.10\", \"12.50\", \"3.30\", \"1.10\", \"0.51\", \"2.27\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 34/2001 [00:21<10:11,  3.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide component\", \"Phase assigned to\", \"Oxide component(s) adjusted\"], [\"SrO\", \"-\", \"-\"], [\"CaO(free)\", \"Lime (CaO)\", \"-\"], [\"MgO\", \"Periclase (MgO)\", \"-\"], [\"CO2\", \"Calcite (CaCO3)\", \"CaO\"], [\"Fe2O3\", \"Ferrite (C4AF)\", \"CaO, Al2O3\"], [\"Al2O3\", \"Aluminate (C3A)\", \"CaO\"], [\"Na2O\", \"Na2SO4, Na2O\", \"SO3\"], [\"K2O\", \"K2SO4, K2O\", \"SO3\"], [\"SO3\", \"Anhydrite (CaSO4)\", \"CaO\"], [\"CaO\", \"C3S, C2S\", \"CaO, SiO2\"], [\"SiO2\", \"C3S, C2S\", \"CaO, SiO2\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 35/2001 [00:21<09:10,  3.57it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Sample\", \"CaO\", \"SO3\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"K2O\", \"Na2O\", \"MgO\", \"P2O5\", \"s-P2O5\"], [\"Clinker\", \"42.33\", \"11.10\", \"8.04\", \"32.91\", \"2.85\", \"0.30\", \"0.16\", \"0.68\", \"0. 22\", \"-\"], [\"NG\", \"28.29\", \"39.92\", \"6.75\", \"1.51\", \"0.79\", \"0.75\", \"0.21\", \"3.03\", \"0.13\", \"-\"], [\"PG\", \"26.95\", \"38.44\", \"5.50\", \"0.55\", \"0.22\", \"0.33\", \"0.25\", \"1.89\", \"2.25\", \"1.77\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 36/2001 [00:21<10:36,  3.09it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide constituents (%)\", \"CaO\", \"SiO2\", \"Al2O3\", \"SO3\", \"Fe2O3\", \"MgO\", \"K2O\", \"TiO2\", \"P2O5\", \"Na2O\"], [\"Bentonite\", \"1.88\", \"76.17\", \"14.38\", \"0.91\", \"3.17\", \"1.11\", \"0.54\", \"0.60\", \"0.04\", \"1.06\"], [\"Cement\", \"63.00\", \"20.95\", \"5.39\", \"4.52\", \"3.21\", \"1.34\", \"0.77\", \"0.39\", \"0.19\", \"0.07\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 37/2001 [00:22<11:48,  2.77it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"PC\", \"SC\"], [\"Chemical composition (%)\", \"Chemical composition (%)\", \"Chemical composition (%)\"], [\"SiO2\", \"19.3\", \"28.9\"], [\"Al2O3\", \"5.6\", \"9.2\"], [\"Fe2O3\", \"3.5\", \"2.2\"], [\"CaO\", \"63.6\", \"47.4\"], [\"MgO\", \"0.9\", \"5.1\"], [\"Na2O\", \"0.1\", \"\"], [\"K2O\", \"0.8\", \"\"], [\"SO3\", \"2.9\", \"1.7\"], [\"Cl-\", \"0.013\", \"0.012\"], [\"Loss on ignition\", \"2.8\", \"0.4\"], [\"Insoluble residue\", \"0.4\", \"\"], [\"Free CaO (%)\", \"1.2\", \"\"], [\"Physical properties\", \"Physical properties\", \"Physical properties\"], [\"Specific gravity\", \"3.15\", \"2.96\"], [\"Initial setting time (min)\", \"119\", \"170\"], [\"Final setting time (min)\", \"210\", \"230\"], [\"Volume expansion (mm)\", \"1.00\", \"\"], [\"Specific surface (m2/kg)\", \"352\", \"496\"], [\"Compressive strength (MPa)\", \"Compressive strength (MPa)\", \"Compressive strength (MPa)\"], [\"2 days\", \"27.2\", \"18.0\"], [\"7 days\", \"42.4\", \"27.0\"], [\"28 days\", \"52.7\", \"48.0\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 38/2001 [00:22<12:26,  2.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Relative surface area\", \"Specific gravity\", \"CaO [%]\", \"SiO2 [%]\", \"Al2O3 [%]\"], [\"BF\", \"4360 cm2/g\", \"2.91\", \"42.6\", \"33.3\", \"15.1\"], [\"SF\", \"19.6 m2/g\", \"2.22\", \">0.3\", \"94.2\", \">0.3\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  2%|▏         | 40/2001 [00:23<11:05,  2.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Test project\", \"Specific gravity\", \"mean grain sizemm\", \"Bulk densityg/cm3\", \"specific surface aream2/g\", \"SiO2 %\", \"Al2O3 %\", \"MgO%\", \"Fe2O3%\", \"CaO%\", \"Na2O%\", \"SO3%\"], [\"SF\", \"1.6-1.7\", \"0.1-0.3\", \"0.67\", \"25\", \"98\", \"0.7\", \"0.6\", \"0.5\", \"0.2\", \"-\", \"-\"], [\"FA\", \"2.1\", \"7.1\", \"0.78\", \"0.33\", \"58\", \"30\", \"2.8\", \"4.3\", \"1.5\", \"3.2\", \"-\"], [\"OPC\", \"3.1\", \"-\", \"-\", \"0.35\", \"23.55\", \"5.64\", \"1.67\", \"2.85\", \"64.17\", \"0.26\", \"0.49\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"Material\", \"Form\", \"Application\", \"Mixture texture\"], [\"Crystalline\", \"Powder, gray (water added)\", \"Medium-hard brush\", \"Non-viscous lump free liquid\"], [\"Polymer\", \"2 components slurry white (liquid and powder)\", \"Medium-hard brush\", \"Viscous lump free slurry\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 41/2001 [00:23<10:41,  3.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"CaO\", \"SiO2\", \"Al2O3\", \"MgO\", \"Na2O\", \"K2O\", \"TiO2\", \"P2O5\", \"SO3\", \"SrO\", \"Cl\", \"LOI\"], [\"CEM I 52.5 R\", \"62.07\", \"19.39\", \"5.22\", \"1.38\", \"0.36\", \"0.89\", \"0.20\", \"0.07\", \"3.33\", \"0.81\", \"0.01\", \"0.72\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 42/2001 [00:24<11:41,  2.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide\", \"Weight percentage\"], [\"SiO2\", \"19.68\"], [\"Fe2O3\", \"3.42\"], [\"Al2O3\", \"5.38\"], [\"CaO\", \"63.50\"], [\"MgO\", \"1.86\"], [\"K2O\", \"0.88\"], [\"Na2O\", \"0.00\"], [\"SO3\", \"3.46\"], [\"LOI\", \"1.77\"], [\"IR\", \"0.00\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 43/2001 [00:24<12:30,  2.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mix\", \"A (reference)\", \"B (glass rich)\", \"C (slag rich)\"], [\"Formulation\", \"Contents (wt %)\", \"Contents (wt %)\", \"Contents (wt %)\"], [\"SL\", \"45\", \"54\", \"36\"], [\"MS\", \"45\", \"36\", \"54\"], [\"Kaolin clay\", \"10\", \"10\", \"10\"], [\"\", \"\", \"\", \"\"], [\"Oxides\", \"Contents (wt %)\", \"Contents (wt %)\", \"Contents (wt %)\"], [\"SiO2\", \"61.8\", \"63.3\", \"60.2\"], [\"Al2O3\", \"10.3\", \"9.4\", \"11.2\"], [\"Na2O\", \"13.0\", \"12.8\", \"13.1\"], [\"CaO\", \"11.2\", \"11\", \"11.4\"], [\"Fe2O3\", \"2.6\", \"2.1\", \"3.0\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 44/2001 [00:25<13:03,  2.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composition\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"SO3\", \"P2O5\", \"MnO\"], [\"Portland cement\", \"21.56\", \"4.44\", \"2.78\", \"63.83\", \"2.32\", \"3.14\", \"2.68\", \"2.57\"], [\"Steel slag powder\", \"15.45\", \"5.37\", \"25.49\", \"38.62\", \"7.68\", \"0.18\", \"1.62\", \"1.94\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  2%|▏         | 46/2001 [00:25<11:07,  2.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide (wt. %)\", \"Oxide (wt. %)\", \"Oxide (wt. %)\", \"Oxide (wt. %)\", \"Oxide (wt. %)\", \"Oxide (wt. %)\", \"Insol.\"], [\"SiO2\", \"Al2O3\", \"Fe2O3\", \"K2O\", \"CaO\", \"MgO\", \"Insol.\"], [\"58.6\", \"28.0\", \"6.1\", \"4.2\", \"1.6\", \"1.3\", \"0.2\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"\", \"CEM I 45.2R\", \"WGP\", \"Silica fume\"], [\"Chemical composition (% mass)\", \"Chemical composition (% mass)\", \"Chemical composition (% mass)\", \"Chemical composition (% mass)\"], [\"LOI\", \"2.61\", \"0.92\", \"\"], [\"Insoluble residue\", \"1.33\", \"\", \"\"], [\"SiO2\", \"20.36\", \"70\", \">99\"], [\"Al2O3\", \"5.1\", \"1.2\", \"\"], [\"Fe2O3\", \"3.12\", \"0.65\", \"\"], [\"CaO\", \"62.72\", \"8.7\", \"\"], [\"MgO\", \"1.81\", \"3.7\", \"\"], [\"Na2O\", \"\", \"16\", \"\"], [\"K2O\", \"\", \"0.35\", \"\"], [\"Na2O eq\", \"\", \"17\", \"\"], [\"SO3\", \"3.44\", \"<0.05\", \"\"], [\"Cl\", \"0012\", \"<0005\", \"\"], [\"Free lime\", \"1.62\", \"\", \"\"], [\"Pozzolanic activity\", \"\", \"Positive\", \"Positive\"], [\"\", \"\", \"\", \"\"], [\"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\"], [\"Specific gravity (g/cm3)\", \"3.16\", \"2.68\", \"2.20\"], [\"Soundness (mm)\", \"[?]0\", \"[?]0\", \"[?]0\"], [\"Initial setting time\", \"Initial setting time\", \"Initial setting time\", \"Initial setting time\"], [\"WGP10/WGP20\", \"\", \"2h, 20m/2h, 15m\", \"\"], [\"CTL\", \"2h, 30m\", \"\", \"\"], [\"Final setting time\", \"Final setting time\", \"Final setting time\", \"Final setting time\"], [\"WGP10/WGP20\", \"\", \"3h, 25m/3h, 25m\", \"\"], [\"CTL\", \"3h, 25m\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 47/2001 [00:26<12:31,  2.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Specific gravity\", \"pH\", \"Solid content (%)\", \"Main component\"], [\"1.08\", \"5.7\", \"40\", \"Polycarboxylic ether\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 48/2001 [00:26<13:08,  2.48it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Element\", \"OPC\", \"OPC\", \"OPA\", \"OPA\"], [\"\", \"Weight (%)\", \"Atomic (%)\", \"Weight (%)\", \"Atomic (%)\"], [\"Oxygen (O)\", \"43.83\", \"59.56\", \"56.30\", \"64.22\"], [\"Magnesium (Mg)\", \"ND\", \"ND\", \"2.27\", \"1.70\"], [\"Aluminium (Al)\", \"1.62\", \"1.30\", \"0.56\", \"0.38\"], [\"Silicone (Si)\", \"5.78\", \"4.48\", \"4.65\", \"3.02\"], [\"Potassium (K)\", \"0.68\", \"0.38\", \"16.04\", \"7.48\"], [\"Calcium (Ca)\", \"34.81\", \"18.89\", \"1.36\", \"0.62\"], [\"Iron (Fe)\", \"2.85\", \"1.11\", \"0.59\", \"0.19\"], [\"Zinc (Zn)\", \"0.29\", \"0.10\", \"0.33\", \"0.09\"], [\"Other\", \"10.14\", \"14.18\", \"17.90\", \"22.30\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 49/2001 [00:27<13:35,  2.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mineral\", \"Chemical composition\", \"Lurgi spent shale\", \"Coal fly ash source\", \"Coal fly ash source\", \"Portland cement   (wt%)\"], [\"\", \"\", \"\", \"Laramie River Power Plant\", \"Dave Johnston Power Plant\", \"\"], [\"Quartz\", \"SiO2\", \"X  , Y\", \"X\", \"X\", \"\"], [\"Periclase\", \"MgO\", \"X, Y\", \"X\", \"X\", \"\"], [\"Calcite\", \"CaCO3\", \"Y\", \"\", \"\", \"\"], [\"Feldspar\", \"K(AlSi3O8)\", \"Y\", \"\", \"\", \"\"], [\"Dolomite\", \"CaMg (CO3)2\", \"Y\", \"\", \"\", \"\"], [\"Gypsum\", \"CaSO4*2H2O\", \"Y\", \"\", \"\", \"\"], [\"Anhydrite\", \"CaSO4\", \"X\", \"X\", \"\", \"\"], [\"Merwinite\", \"Ca3Mg(SiO4)2\", \"\", \"X\", \"\", \"\"], [\"Ferrite Spinel\", \"(Mg,Fe) (Fe,Al)2O4\", \"\", \"X\", \"\", \"\"], [\"Lime\", \"CaO\", \"X\", \"X\", \"X\", \"\"], [\"Melilite\", \"(Ca,Na)2 (Mg,Al,Fe) (Si,Al)2O7\", \"\", \"X\", \"\", \"\"], [\"Brownmillerite\", \"Ca4Al2Fe2O10\", \"\", \"X\", \"\", \"6\"], [\"Mullite\", \"Al6Si2O13\", \"\", \"X\", \"X\", \"\"], [\"Hematite\", \"Fe2O3\", \"X\", \"X\", \"X\", \"\"], [\"Sodalite\", \"Ca2(Ca,Na)6 (Al,Si)12O24\", \"\", \"X\", \"\", \"\"], [\"Ca3SiO5\", \"\", \"\", \"\", \"\", \"54\"], [\"Ca2SiO4\", \"\", \"\", \"\", \"\", \"19\"], [\"Ca3Al2O6\", \"\", \"\", \"\", \"\", \"9\"], [\"Corundum\", \"Al2O3\", \"X\", \"\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|▏         | 50/2001 [00:28<19:08,  1.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Component type\", \"CaO\", \"SiO2\", \"MgO\", \"Al2O3\", \"S\", \"FeO or Fe2O3\", \"P2O5\", \"MnO\", \"Na2O\", \"KO\", \"SO3\"], [\"GBS (%)\", \"41.7\", \"35.6\", \"10.7\", \"8.4\", \"1.3\", \"0.8\", \"0.7\", \"0.5\", \"-\", \"-\", \"-\"], [\"Cement (%)\", \"65.67\", \"16.57\", \"1.31\", \"11.74\", \"-\", \"0.34\", \"-\", \"-\", \"0.44\", \"2.11\", \"1.47\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 51/2001 [00:28<17:37,  1.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"SO3\", \"Na2O\", \"K2O\", \"Cl-\"], [\"CEM I 42.5R\", \"20.2\", \"5.0\", \"2.6\", \"64.1\", \"1.58\", \"2.5\", \"0.2\", \"0.7\", \"0.06\"], [\"Quartz sand\", \"99.3\", \"0.10\", \"0.02\", \"0.01\", \"-\", \"-\", \"-\", \"-\", \"-\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 52/2001 [00:28<16:36,  1.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Ca content (%)\", \"Mg content (%)\", \"pH\", \"Average diameter (mm)\", \"Dry density (mg/m3)\", \"Average specific surface area (m2/g)\"], [\"Limestone\", \"36.2\", \"1.21\", \"6.62\", \"8.5\", \"1.54\", \"0.46\"], [\"Crushed concrete\", \"12.4\", \"2.73\", \"9.43\", \"8.5\", \"1.31\", \"0.54\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 53/2001 [00:29<15:40,  2.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Analyzed items\", \"MgO\", \"CaO\", \"Ignition loss\", \"125 mm sieve residue\"], [\"Content (%)\", \">=68\", \"<3\", \"<30\", \"<10%\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 54/2001 [00:29<15:22,  2.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Unit cell\", \"Computational results A\", \"Expt. A\"], [\"Ca12Al14O33\", \"12.20\", \"11.99 [38]\"], [\"CaO\", \"4.83\", \"4.81 [39]\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 55/2001 [00:30<14:58,  2.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Trial Mix#\", \"Natural pozzolan (NP), kg/m3\", \"Sodium Silicate (SS), kg/m3\", \"Sodium Hydroxide (SH), kg/m3\", \"Total Water, kg/m3\", \"Total Alkaline Activator, kg/m3\", \"SS/SH Ratio\", \"Fine Aggregate (FA), kg/m3\", \"Coarse Aggregate (CA), kg/m3\"], [\"M0-1\", \"400\", \"140\", \"70\", \"139.222\", \"210\", \"2.00\", \"650\", \"1206\"], [\"M0-2\", \"400\", \"150\", \"60\", \"139.51\", \"210\", \"2.50\", \"650\", \"1206\"], [\"M0-3\", \"400\", \"154\", \"56\", \"139.63\", \"210\", \"2.75\", \"650\", \"1206\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 56/2001 [00:30<15:01,  2.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Designation\", \"Size (um)\", \"Supplier\", \"Purity (%)\", \"Grade\"], [\"Fine WC\", \"0.1\", \"H.C. Starck\", \"99.0\", \"DN-4.0\"], [\"Medium WC\", \"0.9\", \"Wolfram Bergbau und Hutten AG\", \"99.0\", \"CRC 030-40\"], [\"Coarse WC\", \"10.0\", \"H.C. Starck\", \"99.0\", \"HC 1000\"], [\"Cobalt\", \"0.3\", \"Pobedit (Russia)\", \"99.3\", \"PK-1Y, GOST 9721-79\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 57/2001 [00:31<14:50,  2.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"Na2O\", \"K2O\", \"TiO2\"], [\"Chemical composition (%)\", \"46.18\", \"27.2\", \"23.41\", \"1.04\", \"0.02\", \"0.24\", \"0.2\", \"1.84\"], [\"Mineragical composition (%)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\", \"Kaolinite=55.1; quartz=21.2; goethite=21.3, hematite=2.4; ferrihydrite (traces)\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  3%|▎         | 59/2001 [00:31<11:56,  2.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Type of aggregate\", \"Density in SSD (kg/m3)\", \"Oven-dry density (kg/m3)\", \"Water absorption (%)\", \"Fineness modulus\", \"Maximum size (mm)\"], [\"Copper\", \"3.52\", \"3.50\", \"0.58\", \"2.49\", \"2.5\"], [\"BFS\", \"2.74\", \"2.72\", \"0.74\", \"2.53\", \"5.0\"], [\"Recycled\", \"2.48\", \"2.39\", \"4.26\", \"3.06\", \"5.0\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Ref. code\", \"1-OK\", \"1-FQ\", \"2-DU\", \"2-FG\", \"3-FG\"], [\"Al2O3\", \"7.07\", \"3.82\", \"4.80\", \"2.30\", \"2.66\"], [\"CaO\", \"7.58\", \"15.3\", \"7.70\", \"13.1\", \"23.5\"], [\"Cr2O3\", \"0.23\", \"0.12\", \"0.13\", \"0.06\", \"0.53\"], [\"Fe\", \"17.2\", \"24.9\", \"23.2\", \"23.3\", \"6.21\"], [\"FeO\", \"6.62\", \"3.47\", \"6.75\", \"21.5\", \"39.7\"], [\"K2O\", \"0.29\", \"0.11\", \"0.22\", \"0.23\", \"0.23\"], [\"MgO\", \"4.55\", \"2.52\", \"3.00\", \"2.50\", \"3.85\"], [\"MnO\", \"2.46\", \"3.00\", \"2.50\", \"3.30\", \"4.94\"], [\"Na2O\", \"0.41\", \"0.39\", \"0.51\", \"0.42\", \"0.92\"], [\"SiO2\", \"31.4\", \"37.3\", \"26.9\", \"6.00\", \"7.77\"], [\"As\", \"0.0141\", \"0.0141\", \"0.089\", \"0.0400\", \"0.0107\"], [\"Cd\", \"0.0007\", \"0.0011\", \"0.0002\", \"0.0015\", \"0.0015\"], [\"Cu\", \"0.49\", \"0.32\", \"0.40\", \"0.29\", \"0.32\"], [\"Pb\", \"1.07\", \"0.36\", \"1.55\", \"1.60\", \"4.22\"], [\"Zn\", \"2.38\", \"0.24\", \"3.77\", \"3.20\", \"0.35\"], [\"S\", \"2.03\", \"0.75\", \"0.80\", \"0.97\", \"1.12\"], [\"C\", \"5.33\", \"2.12\", \"7.60\", \"8.70\", \"5.85\"], [\"BI\", \"0.39\", \"0.48\", \"0.40\", \"2.60\", \"3.52\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 60/2001 [00:31<09:51,  3.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composition\", \"% by mass\"], [\"F  e 2   O 3\", \"69.34%\"], [\"S i  O 2\", \"26.91%\"], [\"A  l 2   O 3\", \"0.21%\"], [\"C a O\", \"0.17%\"], [\"L O I\", \"6.34%\"], [\"I n s o l u b l e r e s i d u e\", \"13.95%\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 61/2001 [00:32<15:33,  2.08it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Type of aggregate\", \"Relative density\", \"Moisture content (%)\", \"Fineness modulus\", \"Compacted bulk density (kg/m3)\", \"Loose bulk density (kg/m3)\"], [\"Natural fine aggregate (FA)\", \"2.60\", \"4.53\", \"2.9\", \"1441\", \"1200\"], [\"Natural coarse aggregate (NA)\", \"2.61\", \"5.13\", \"-\", \"1458\", \"1344\"], [\"Recycled coarse aggregate (RA)\", \"2.60\", \"5.32\", \"-\", \"1397\", \"1362\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 62/2001 [00:33<15:17,  2.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"(wt%)\", \"Na2O\", \"K2O\", \"NiO\", \"SiO2\", \"Al2O3\", \"CaO\", \"Fe2O3\", \"TiO2\", \"MgO\", \"V2O5\", \"MnO\", \"P2O5\", \"Loss on ignition\"], [\"Steel slag\", \"0.15\", \"0.12\", \"0\", \"19.13\", \"4.87\", \"37.42\", \"18.77\", \"1.62\", \"5.55\", \"0.98\", \"3.63\", \"0.65\", \"7.11\"], [\"Na,Ca-cem*\", \"4.01\", \"0.10\", \"0\", \"18.78\", \"3.36\", \"35.40\", \"15.99\", \"1.35\", \"3.21\", \"0.88\", \"3.05\", \"0.59\", \"13.28\"], [\"NH4-cem*\", \"0.09\", \"0.05\", \"0\", \"23.08\", \"3.84\", \"33.38\", \"17.92\", \"1.57\", \"3.71\", \"1.00\", \"3.42\", \"0.66\", \"11.28\"], [\"Ni,Ca-cem*\", \"0.06\", \"0.04\", \"6.95\", \"22.47\", \"3.73\", \"28.09\", \"17.62\", \"1.56\", \"3.61\", \"1.02\", \"3.38\", \"0.62\", \"10.85\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 63/2001 [00:33<14:45,  2.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Compound\", \"Type I cement\", \"Slag\"], [\"SiO2 (%)\", \"21.17\", \"37.31\"], [\"Al2O3 (%)\", \"5.34\", \"8.36\"], [\"Fe2O3 (%)\", \"2.28\", \"0.45\"], [\"CaO (%)\", \"63.92\", \"38.85\"], [\"MgO (%)\", \"3.91\", \"10.59\"], [\"SO3 (%)\", \"2.32\", \"2.85\"], [\"Na2O (%)\", \"0.47\", \"0.26\"], [\"K2O (%)\", \"-\", \"0.41\"], [\"TiO2 (%)\", \"-\", \"0.55\"], [\"P2O5 (%)\", \"-\", \"0.01\"], [\"Mn2O3 (%)\", \"-\", \"0.72\"], [\"SiO (%)\", \"-\", \"0.05\"], [\"ZnO (%)\", \"-\", \"0.01\"], [\"Loss on ignition (LOI)\", \"0.97\", \"0.029\"], [\"Blaine fineness (cm2/g)\", \"3606\", \"6000\"], [\"Grade\", \"\", \"100\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  3%|▎         | 65/2001 [00:34<10:38,  3.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"SiO2\", \"Na2O\", \"CaO\", \"MgO\", \"Al2O3\", \"K2O\", \"Fe2O3\", \"TiO2\", \"* L.O.I\"], [\"Clay\", \"51.4\", \"1.0\", \"3.1\", \"3.3\", \"21.7\", \"3.5\", \"4.0\", \"0.6\", \"10.7\"], [\"Waste glass\", \"68.7\", \"20.9\", \"4.4\", \"3.7\", \"1.4\", \"0.4\", \"0.1\", \"-\", \"0.2\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"Property\", \"Lactose\"], [\"Volume mean (mm)\", \"69.2\"], [\"d 10 (mm)\", \"7.8\"], [\"d 50 (mm)\", \"64.8\"], [\"d 90 (mm)\", \"131.2\"], [\"Density (g/cm3)\", \"1.54\"], [\"Loose packed porosity (-)\", \"0.6\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 66/2001 [00:34<08:49,  3.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Dry mattercontent/%\", \"Loss on ignition/%\", \"Water-soluble sulphates/%\", \"Silica content/%\", \"Chlorides content/%\", \"FCaO content/%\"], [\"99.3\", \"1.9\", \"0.45\", \"94.61\", \"0.01\", \"<0.1\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 67/2001 [00:34<10:36,  3.04it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Peak melting temperature\", \"110 degC\"], [\"Re-crystallisation temperature\", \"100 degC\"], [\"Decomposition temperature (onset)\", \"188 degC\"], [\"Viscosity at 180 degC, 1000 s-1\", \"305 Pa s\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  3%|▎         | 69/2001 [00:35<08:21,  3.85it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Property\", \"OPS aggregate\", \"Crushed stone aggregate\"], [\"Specific gravity (ssd)\", \"1.17\", \"2.61\"], [\"Water absorption (24 h), %\", \"23.32\", \"0.76\"], [\"Aggregate abrasion value (Los Angeles), %\", \"4.80\", \"24.00\"], [\"Bulk density (compacted), kg/m3\", \"592\", \"1472\"], [\"Fineness modulus\", \"6.24\", \"6.33\"], [\"Aggregate impact value (AIV), %\", \"7.86\", \"17.29\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Oxide composition\", \"OPC (%)\", \"PCC (%)\", \"SRC (%)\", \"Physical properties\", \"OPC\", \"PCC\", \"SRC\"], [\"SiO2\", \"20.31\", \"24.51\", \"21.31\", \"Specific gravity\", \"3.01\", \"2.94\", \"3.20\"], [\"Al2O3\", \"5.93\", \"7.15\", \"4.71\", \"Specific surface (cm2/g)\", \"4345\", \"4280\", \"3140\"], [\"Fe2O3\", \"2.82\", \"3.42\", \"4.31\", \"Retained on 90mm sieve (%)\", \"2.16\", \"2.09\", \"8.03\"], [\"CaO\", \"61.02\", \"54.36\", \"62.13\", \"Retained on 45mm sieve (%)\", \"15.84\", \"15.43\", \"32.96\"], [\"MgO\", \"1.15\", \"1.24\", \"1.26\", \"\", \"\", \"\", \"\"], [\"SO3\", \"2.95\", \"2.92\", \"2.88\", \"Compound composition\", \"Compound composition\", \"Compound composition\", \"Compound composition\"], [\"Na2O\", \"0.32\", \"0.53\", \"0.24\", \"C3S\", \"37.10\", \"-\", \"41.43\"], [\"K2O\", \"1.14\", \"1.38\", \"0.75\", \"C2S\", \"30.30\", \"-\", \"29.90\"], [\"Free CaO\", \"1.14\", \"-\", \"0.85\", \"C3A\", \"10.95\", \"-\", \"5.20\"], [\"Loss on ignition\", \"3.78\", \"3.75\", \"1.54\", \"C4AF\", \"8.57\", \"-\", \"13.10\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|▎         | 70/2001 [00:35<07:25,  4.34it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxide\", \"Percentage by mass\"], [\"Al2O3\", \"4.09\"], [\"Fe2O3\", \"2.26\"], [\"SiO2\", \"67.20\"], [\"CaO\", \"9.98\"], [\"MgO\", \"5.80\"], [\"MnO\", \"0.01\"], [\"Na2O\", \"0.08\"], [\"K2O\", \"0.11\"], [\"P2O5\", \"0.48\"], [\"SO2\", \"0.45\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▎         | 71/2001 [00:35<09:57,  3.23it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"SO3\", \"Polymorphic form\", \"SiO2\", \"Na2O\", \"K2O\", \"MgO\", \"BaO\", \"Al2O3\", \"Fe2O3\", \"P2O5\", \"\"], [\"\", \"73.65\", \"26.35\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"T1\"], [\"\", \"73.65\", \"26.35\", \"\", \"\", \"\", \"\", \"0.2\", \"\", \"\", \"T1\"], [\"\", \"73.65\", \"26.35\", \"\", \"\", \"\", \"\", \"0.5\", \"\", \"\", \"T1\"], [\"\", \"73.65\", \"26.35\", \"\", \"\", \"\", \"\", \"\", \"0.4\", \"\", \"T1\"], [\"\", \"71.60\", \"25.57\", \"\", \"\", \"\", \"\", \"1.0\", \"\", \"\", \"T3\"], [\"\", \"71.60\", \"25.57\", \"\", \"\", \"\", \"\", \"\", \"1.0\", \"\", \"T3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"\", \"\", \"1\", \"0.7\", \"0.1\", \"T3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"\", \"0.7\", \"0.1\", \"T3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"0.5\", \"0.7\", \"0.1\", \"M3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"1\", \"0.7\", \"0.1\", \"M3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"1\", \"0\", \"0.1\", \"M3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"1\", \"0.2\", \"0.1\", \"M3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"1\", \"0.4\", \"0.1\", \"M3\"], [\"0.1\", \"71.60\", \"25.57\", \"0.1\", \"0.1\", \"1.1\", \"\", \"1\", \"1.0\", \"0.1\", \"M3\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▎         | 72/2001 [00:36<11:10,  2.88it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"C4A3     S   -\", \"C2S\", \"C    S   -\", \"C4AF\", \"C12A7\", \"CT\", \"CaMg(CO3)2\", \"MgO\", \"Amorphous\"], [\"35.4\", \"26.4\", \"14.3\", \"4.6\", \"3.1\", \"1.0\", \"1.5\", \"1.9\", \"11.7\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▎         | 73/2001 [00:36<09:51,  3.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Constituent\", \"Cement\"], [\"Chemical composition (% of mass)\", \"Chemical composition (% of mass)\"], [\"SiO2\", \"20,12\"], [\"CaO\", \"58,55\"], [\"Al2O3\", \"5,36\"], [\"Fe2O3\", \"2,23\"], [\"MgO\", \"2,13\"], [\"MnO\", \"0,13\"], [\"Na2O\", \"0,21\"], [\"K2O\", \"0,68\"], [\"SO3\", \"3,03\"], [\"Cl-\", \"0,001\"], [\"Loss on ignition\", \"7,56\"], [\"\", \"\"], [\"Physical properties\", \"Physical properties\"], [\"Density, kg/m3\", \"3000\"], [\"Blaine surface, m2g-1\", \"0,36\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▎         | 74/2001 [00:36<11:05,  2.89it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Properties\", \"Cement\", \"Pumice\", \"Silica fume\"], [\"Calcium oxide (CaO) %\", \"63.68\", \"5.44\", \"1.6\"], [\"Silica (SiO2) %\", \"20.74\", \"63.4\", \"92.3\"], [\"Iron oxide (Fe2O3) %\", \"3.78\", \"3.1\", \"1\"], [\"Alumina (Al2O3) %\", \"4.52\", \"18.45\", \"1.3\"], [\"Calcium oxide (CaO) %\", \"63.68\", \"5.44\", \"1.6\"], [\"Sulfur trioxide (SO3) %\", \"2.69\", \"-\", \"0.11\"], [\"Magnesium oxide (MgO) %\", \"1.5\", \"15\", \"0.9\"], [\"Sodium oxide (Na2O) %\", \"0.59\", \"3.00\", \"0.25\"], [\"Potassium oxide (K2O) %\", \"0.51\", \"2.06\", \"0.79\"], [\"Specific Weight (kg/m3)\", \"3140\", \"2710\", \"2200\"], [\"Surface area (cm2/g)\", \"3230\", \"3900\", \"200000\"], [\"Loss on ignition %\", \"1.53\", \"2.88\", \"1.53\"], [\"Abbreviation\", \"C\", \"P\", \"SF\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▎         | 75/2001 [00:37<12:01,  2.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Sample designation\", \"Cement\", \"Water\", \"Sand\", \"Nanomaterial\", \"Nanoparticles, cement mass, %\"], [\"R\", \"519\", \"257\", \"1546\", \"-\", \"-\"], [\"nSiO2\", \"519\", \"257\", \"1546\", \"15.6\", \"3\"], [\"mSiO2/TiO2\", \"519\", \"257\", \"1546\", \"15.6\", \"3\"], [\"P25 *\", \"519\", \"257\", \"1546\", \"15.6\", \"3\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 76/2001 [00:37<12:26,  2.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Castable (C)\", \"CaO content (%)\", \"Weight of cement (%)\", \"Water to cement ratio\", \"Density (kg m-3)\", \"Volume of aggregates   (%)\"], [\"Conventional C\", \">2.5\", \">10\", \"0.5\", \"2450\", \"65\"], [\"Low cement C\", \"1-2.5\", \"4-10\", \"1\", \"2900\", \"65\"], [\"Ultra low cement C\", \"<1\", \"<2\", \"2.3\", \"2900\", \"65\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 77/2001 [00:38<12:59,  2.47it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Species\", \"Ceramic body (firing temperature 900 degC/1000 degC)Results mg/kg\", \"Ceramic body (firing temperature 900 degC/1000 degC)Results mg/kg\", \"Ceramic body (firing temperature 900 degC/1000 degC)Results mg/kg\", \"Ceramic body (firing temperature 900 degC/1000 degC)Results mg/kg\", \"Ceramic body (firing temperature 900 degC/1000 degC)Results mg/kg\", \"2003/33/EC\", \"2003/33/EC\"], [\"Species\", \"PS0\", \"PS5\", \"PS10\", \"PS15\", \"PS20\", \"Inert limit, mg/kg\", \"Non-hazardous limit, mg/kg\"], [\"Cadmium\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"0.04\", \"1.0\"], [\"Chromium\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"0.5\", \"10.0\"], [\"Copper\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"2.0\", \"50.0\"], [\"Nickel\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"0.4\", \"10.0\"], [\"Lead\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"0.5\", \"10.0\"], [\"Zinc\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"0.08/0.10\", \"0.11/0.1\", \"4.0\", \"50.0\"], [\"Mercury\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"n.d/n.d\", \"0.01\", \"0.2\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 78/2001 [00:38<13:09,  2.44it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical Composition%\", \"PC\", \"FA\"], [\"SiO2\", \"19.5\", \"57\"], [\"Al2O3\", \"5.1\", \"21\"], [\"Fe2O3\", \"2.92\", \"4.2\"], [\"MgO\", \"2.5\", \"1.8\"], [\"CaO\", \"61.8\", \"9.8\"], [\"Na2O\", \"0.30\", \"2.2\"], [\"K2O\", \"1.11\", \"1.5\"], [\"Loss on Ignition\", \"2.5\", \"1.3\"], [\"SiO2 + Al2O3 + Fe2O3\", \"27.52\", \"82.2\"], [\"Physical Properties\", \"Physical Properties\", \"Physical Properties\"], [\"Specific Gravity\", \"3.1\", \"2.6\"], [\"Blaine Fineness (m2/kg)\", \"408\", \"325\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 79/2001 [00:38<13:34,  2.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Crystalline phases\", \"SEV1\", \"SEV2\", \"SEV3\", \"SEV3\", \"SEV3\", \"SEV4\", \"SEV6\", \"SEV7\", \"SEV8\", \"\"], [\"Crystalline phases\", \"SEV1\", \"SEV2\", \"INT\", \"IM\", \"EXT\", \"SEV4\", \"SEV6\", \"SEV7\", \"INT\", \"EXT\"], [\"Quartz\", \"+++\", \"+++\", \"+++\", \"+++\", \"+++\", \"+++\", \"+++\", \"+++\", \"+++\", \"+++\"], [\"Feldspar\", \"+/++\", \"++\", \"++\", \"++\", \"++\", \"++\", \"++\", \"+/++\", \"++\", \"++\"], [\"Mica\", \"+\", \"+\", \"+/++\", \"+/++\", \"+/++\", \"+/++\", \"+/++\", \"+++\", \"+\", \"+\"], [\"Chlorite\", \"-\", \"-\", \"vtg/?\", \"?/vtg\", \"?/vtg\", \"+\", \"vtg\", \"+\", \"-\", \"vtg\"], [\"Amphiboles\", \"vtg/+\", \"vtg\", \"vtg/+\", \"vtg/+\", \"vtg/+\", \"vtg/+\", \"-\", \"-\", \"vtg/+\", \"vtg/+\"], [\"Zeolitic mineral\", \"vtg\", \"vtg\", \"-\", \"-\", \"-\", \"vtg\", \"-\", \"-\", \"-\", \"-\"], [\"Halite\", \"-\", \"vtg\", \"-\", \"-\", \"-\", \"?\", \"-\", \"-\", \"vtg\", \"-\"], [\"Kaolinite\", \"-\", \"-\", \"-\", \"-\", \"-\", \"?/vtg\", \"-\", \"-\", \"-\", \"?\"], [\"Calcite\", \"++\", \"+/++\", \"++\", \"++\", \"++\", \"++\", \"++\", \"+\", \"+/++\", \"+/++\"], [\"Magnesite\", \"vtg\", \"vtg\", \"+\", \"+\", \"+\", \"+\", \"-\", \"-\", \"vtg\", \"vtg\"], [\"Dolomite\", \"?/vtg\", \"vtg\", \"-\", \"-\", \"-\", \"vtg\", \"-\", \"-\", \"vtg\", \"vtg\"], [\"Hydromagnesite\", \"+\", \"vtg\", \"-\", \"-\", \"-\", \"?/vtg\", \"-\", \"-\", \"vtg\", \"+\"], [\"Aragonite\", \"-\", \"vtg/+\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\"], [\"Olivine\", \"-\", \"?/vtg\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\"], [\"Gypsum\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"vtg\", \"vtg\"], [\"Brucite\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"-\", \"vtg\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 80/2001 [00:39<13:37,  2.35it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Materials\", \"Relative density (oven dry) (g/cm3)\", \"Relative density (saturated surface-dry) (g/cm3)\", \"Apparent relative density (g/cm3)\", \"Absorption (%)\"], [\"Coarse aggregate\", \"2.641\", \"2.638\", \"2.637\", \"0.05%\"], [\"Fine aggregate\", \"2.51\", \"2.39\", \"2.32\", \"3.3%\"], [\"Silica sand A\", \"2.57\", \"Oven dried sand and aggregate are used for polymer type binder\", \"Oven dried sand and aggregate are used for polymer type binder\", \"Oven dried sand and aggregate are used for polymer type binder\"], [\"Silica sand B\", \"2.77\", \"Oven dried sand and aggregate are used for polymer type binder\", \"Oven dried sand and aggregate are used for polymer type binder\", \"Oven dried sand and aggregate are used for polymer type binder\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 81/2001 [00:39<11:29,  2.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"CaO\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"MgO\", \"SO3\", \"Na2O\", \"P2O5\", \"MnO\", \"TiO2\", \"P2O5\", \"CaO free\", \"Ignition loss\"], [\"Cement\", \"55.85%\", \"22.91%\", \"7.12%\", \"3.36%\", \"3.28%\", \"2.30%\", \"0.22%\", \"0.19%\", \"-\", \"-\", \"-\", \"1.25%\", \"1.44%\"], [\"Steel slag\", \"46.73%\", \"14.77%\", \"5.52%\", \"18.42%\", \"6.27%\", \"-\", \"-\", \"-\", \"2.76\", \"1.18\", \"1.67\", \"7.52%\", \"3.04%\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 82/2001 [00:40<12:09,  2.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Points\", \"Chemical element contents, wt.%\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Points\", \"Al\", \"C\", \"Ca\", \"Cu\", \"Fe\", \"Mg\", \"Na\", \"P\", \"Si\", \"Pb\", \"K\"], [\"1\", \"0.67\", \"36.74\", \"32.03\", \"1.00\", \"3.27\", \"1.64\", \"2.52\", \"21.42\", \"0.71\", \"-\", \"-\"], [\"2\", \"4.89\", \"37.31\", \"23.02\", \"0.75\", \"1.99\", \"1.02\", \"3.54\", \"16.13\", \"6.62\", \"0.51\", \"4.22\"], [\"3\", \"1.29\", \"34.45\", \"31.43\", \"0.70\", \"5.04\", \"1.78\", \"3.89\", \"19.72\", \"1.70\", \"-\", \"-\"], [\"4\", \"1.51\", \"37.77\", \"32.52\", \"0.82\", \"1.62\", \"1.45\", \"2.14\", \"20.57\", \"1.59\", \"-\", \"-\"], [\"5\", \"2.11\", \"40.27\", \"25.96\", \"0.70\", \"6.25\", \"1.53\", \"3.19\", \"18.01\", \"1.99\", \"-\", \"-\"], [\"6\", \"1.48\", \"42.94\", \"28.38\", \"0.94\", \"1.90\", \"1.45\", \"2.51\", \"19.09\", \"1.29\", \"-\", \"-\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 83/2001 [00:40<10:26,  3.06it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Ages (days)\", \"F0\", \"F13\", \"F14\", \"F15\"], [\"3\", \"5.7\", \"2.0\", \"3.0\", \"4.9\"], [\"7\", \"6.2\", \"1.9\", \"4.7\", \"4.9\"], [\"28\", \"8.3\", \"1.2\", \"4.1\", \"5.8\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 84/2001 [00:40<11:19,  2.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Type of aggregate\", \"Nominal size (mm)\", \"Density (kg/dm3)\", \"Water absorption (%)\", \"Friability index (%)\", \"Acid soluble sulphate (%)\"], [\"Natural\", \"4\", \"2.63\", \"1.49\", \"21\", \"0.05\"], [\"Recycled\", \"2\", \"2.01\", \"13.1\", \"29\", \"1.03\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 85/2001 [00:40<10:08,  3.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Properties\", \"Properties\", \"Limestone powder\", \"Requirements\"], [\"Specific gravity (gcm-3)\", \"Specific gravity (gcm-3)\", \"2.704\", \">2.50\"], [\"Absorption (%)\", \"Absorption (%)\", \"0.9\", \"-\"], [\"Hydrophilic coefficient\", \"Hydrophilic coefficient\", \"0.67\", \"<1.00\"], [\"Percent passing (%)\", \"0.6mm\", \"100\", \"100\"], [\"\", \"0.15mm\", \"93\", \"90-100\"], [\"\", \"0.075mm\", \"85.9\", \"80-100\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 86/2001 [00:41<11:43,  2.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical composition (%)\", \"Chemical composition (%)\", \"Chemical composition (%)\", \"Chemical composition (%)\", \"Chemical composition (%)\", \"Chemical composition (%)\", \"Chemical composition (%)\"], [\"Component (%)\", \"Cement\", \"FA\", \"GBFS\", \"LP\", \"BP\", \"MP\"], [\"SiO2\", \"19.10\", \"47.09\", \"40.98\", \"4.93\", \"54.62\", \"0.70\"], [\"AI2O3\", \"4.85\", \"17.41\", \"10.82\", \"0.82\", \"9.60\", \"0.29\"], [\"Fe2O3\", \"3.24\", \"8.34\", \"1.95\", \"0.58\", \"4.14\", \"0.12\"], [\"CaO\", \"61.86\", \"13.98\", \"34.85\", \"51.97\", \"12.80\", \"55.49\"], [\"MgO\", \"2.02\", \"1.85\", \"8.24\", \"0.58\", \"4.66\", \"0.23\"], [\"SO3\", \"2.63\", \"4.65\", \"0.80\", \"-\", \"0.66\", \"-\"], [\"Loss ignition\", \"2.90\", \"1.79\", \"-\", \"40.40\", \"9.94\", \"42.83\"], [\"CI-\", \"-\", \"-\", \"0.017\", \"-\", \"-\", \"-\"], [\"Na2O\", \"-\", \"2.44\", \"0.36\", \"-\", \"0.84\", \"2.44\"], [\"K2O\", \"-\", \"1.80\", \"1.13\", \"-\", \"1.62\", \"1.80\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\", \"Physical properties\"], [\"Specific gravity\", \"3.08\", \"2.17\", \"2.92\", \"2.79\", \"2.76\", \"2.71\"], [\"Blaine (cm2/g)\", \"3996\", \"2469\", \"2610\", \"2500\", \"6284\", \"8889\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Mechanical properties\", \"Mechanical properties\", \"Mechanical properties\", \"Mechanical properties\", \"Mechanical properties\", \"Mechanical properties\", \"Mechanical properties\"], [\"Compressive strength (MPa)\", \"Compressive strength (MPa)\", \"Compressive strength (MPa)\", \"Compressive strength (MPa)\", \"Compressive strength (MPa)\", \"Compressive strength (MPa)\", \"Compressive strength (MPa)\"], [\"2days\", \"28.3\", \"\", \"\", \"\", \"\", \"\"], [\"7days\", \"41.9\", \"\", \"\", \"\", \"\", \"\"], [\"28days\", \"48.3\", \"\", \"\", \"\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 87/2001 [00:41<12:13,  2.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Properties\", \"Coarse aggregate\", \"Sand\", \"WOS sand\"], [\"Specific gravity\", \"2.65\", \"2.61\", \"2.1\"], [\"Water absorption (%)\", \"1.2\", \"2.2\", \"7.66\"], [\"Maximum size (mm)\", \"19\", \"-\", \"-\"], [\"Fineness modulus (FM)\", \"-\", \"3.02\", \"2.0\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 88/2001 [00:42<12:51,  2.48it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Major oxides (wt.%)\", \"Major oxides (wt.%)\", \"Minor oxides (wt.%)\", \"Minor oxides (wt.%)\", \"Minerals (wt.%)\", \"Minerals (wt.%)\"], [\"SiO2\", \"36.52\", \"SO3\", \"0.16\", \"Garnet\", \"88.14\"], [\"CaO\", \"28.02\", \"TiO2\", \"0.12\", \"Amphibole\", \"5.46\"], [\"Fe2O3\", \"11.71\", \"K2O\", \"0.05\", \"Chlorite\", \"4.27\"], [\"Al2O3\", \"8.70\", \"Cr2O3\", \"0.03\", \"Quartz\", \"2.13\"], [\"MnO\", \"2.56\", \"WO3\", \"0.03\", \"\", \"\"], [\"MgO\", \"1.12\", \"ZnO\", \"0.02\", \"\", \"\"], [\"LOI\", \"2.30\", \"V2O5\", \"0.02\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|▍         | 89/2001 [00:42<13:15,  2.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material\", \"Reference\", \"5% CS\", \"10% CS\", \"15% CS\", \"20% CS\"], [\"CEM I 52.5 N HS/NA\", \"1358.3\", \"1294.5\", \"1230.4\", \"1165.8\", \"1100.8\"], [\"Copper slag (QCS)_\", \"0.0\", \"68.1\", \"136.7\", \"205.7\", \"275.2\"], [\"Silica fume (undensified)\", \"426.0\", \"427.3\", \"428.7\", \"430.1\", \"431.5\"], [\"Glenium ACE 30\", \"52.7\", \"52.9\", \"53.0\", \"53.2\", \"53.4\"], [\"Water Total\", \"330.3\", \"331.4\", \"332.5\", \"333.6\", \"334.6\"], [\"Water Glenium\", \"34.2\", \"34.3\", \"34.5\", \"34.6\", \"34.7\"], [\"Water Compensated\", \"296.1\", \"297.1\", \"298.0\", \"299.0\", \"300.0\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  5%|▍         | 91/2001 [00:43<11:09,  2.85it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Temperature (degC)\", \"Durations (h)\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Temperature (degC)\", \"Durations (h)\", \"SiO2\", \"P2O5\", \"CaO\", \"K2O\", \"Al2O3\", \"SO3\", \"MgO\", \"Fe2O3\", \"Na2O\", \"LOI\"], [\"600\", \"1\", \"64.9\", \"4.7\", \"1.9\", \"1.9\", \"0.5\", \"0.6\", \"0.7\", \"1.5\", \"0.1\", \"1.8\"], [\"600\", \"2\", \"74.8\", \"6.2\", \"2.1\", \"2.6\", \"2.2\", \"0.7\", \"1.2\", \"0.4\", \"0.3\", \"0.5\"], [\"600\", \"3\", \"71.5\", \"8.3\", \"3.0\", \"3.4\", \"0.6\", \"0.8\", \"1.4\", \"1.4\", \"0.5\", \"0.2\"], [\"700\", \"1\", \"65.9\", \"7.4\", \"2.6\", \"2.7\", \"1.4\", \"0.7\", \"1.0\", \"1.8\", \"0.3\", \"0.2\"], [\"700\", \"2\", \"72.0\", \"5.9\", \"2.2\", \"2.5\", \"1.0\", \"1.0\", \"1.2\", \"1.4\", \"0.2\", \"0.2\"], [\"700\", \"3\", \"84.8\", \"6.0\", \"2.2\", \"2.6\", \"1.2\", \"1.0\", \"1.2\", \"0.4\", \"0.3\", \"0.2\"], [\"800\", \"1\", \"84.1\", \"7.3\", \"2.5\", \"2.5\", \"0.9\", \"0.5\", \"1.2\", \"0.4\", \"0.3\", \"0.2\"], [\"800\", \"2\", \"84.3\", \"5.6\", \"1.9\", \"2.9\", \"1.1\", \"0.5\", \"1.4\", \"1.7\", \"0.3\", \"0.1\"], [\"800\", \"3\", \"82.9\", \"5.1\", \"2.0\", \"2.3\", \"1.6\", \"0.3\", \"1.2\", \"3.4\", \"0.2\", \"0.1\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"Raw material\", \"Elemental analysis (%)\", \"Elemental analysis (%)\", \"Elemental analysis (%)\", \"Elemental analysis (%)\", \"Elemental analysis (%)\", \"Cellulose (%)\", \"Lignin (%)\", \"Proteins (%)\", \"Ash content (%)\", \"Moisture content (%)\", \"Density (kg m-3)\"], [\"Raw material\", \"C\", \"O\", \"S\", \"N\", \"H\", \"Cellulose (%)\", \"Lignin (%)\", \"Proteins (%)\", \"Ash content (%)\", \"Moisture content (%)\", \"Density (kg m-3)\"], [\"Plum stones\", \"45.6\", \"46.5\", \"n.d.\", \"0.3\", \"6.7\", \"22.9\", \"25.4\", \"3.0\", \"0.8\", \"2.3\", \"550\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 92/2001 [00:43<09:35,  3.32it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Rock - fracture\", \"High pH (ref. case)\", \"High pH (high SO4)\"], [\"T (degC)\", \"25\", \"25\", \"25\"], [\"pH\", \"6.92\", \"12.46 charge bal.\", \"12.45 charge bal.\"], [\"SiO2\", \"1.85e-4 Chalcedony\", \"7.28e-7 CSH-1667\", \"7.11e-7 CSH-1667\"], [\"Ca2+\", \"2.97e-3 Calcite\", \"1.98e-2 Portlandite\", \"2.24e-2 Portlandite\"], [\"Mg2+\", \"1.96e-4 Dolomite\", \"4.71e-9 Brucite\", \"5.69e-9 Brucite\"], [\"Na+\", \"2.13e-3\", \"2.05e-3\", \"2.05e-3\"], [\"K+\", \"3.18e-4 Muscovite\", \"3.40e-4\", \"3.40e-4\"], [\"Cl-\", \"1.79e-3\", \"1.66e-3\", \"1.66e-3\"], [\"SO4 2-\", \"7.65e-4\", \"8.50e-5\", \"2.97e-3\"], [\"HCO3 -\", \"6.70e-3 charge bal.\", \"8.01e-6 Calcite\", \"7.99e-6 Calcite\"], [\"Al3+\", \"2.22e-9 Kaolinite\", \"8.68e-8 EtTh-Et10\", \"4.00e-9 EtTh-Et10\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 93/2001 [00:43<10:45,  2.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Stone\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"MgO\", \"CaO\", \"LOI\"], [\"AT\", \"0.00\", \"0.00\", \"0.05\", \"0.31\", \"55.33\", \"43.46\"], [\"BD\", \"1.03\", \"0.49\", \"0.38\", \"17.63\", \"34.34\", \"45.48\"], [\"FL\", \"1.80\", \"0.33\", \"0.54\", \"0.57\", \"53.28\", \"43.05\"], [\"SPL\", \"2.93\", \"0.06\", \"0.37\", \"0.31\", \"52.53\", \"43.20\"], [\"US\", \"47.80\", \"3.43\", \"1.80\", \"0.59\", \"24.73\", \"20.40\"], [\"VS\", \"94.74\", \"2.23\", \"0.29\", \"0.08\", \"0.03\", \"0.46\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  5%|▍         | 95/2001 [00:44<09:45,  3.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Constituent\", \"Wt.%\"], [\"SiO2\", \"19.92\"], [\"Al2O3\", \"6.54\"], [\"Fe2O3\", \"2.09\"], [\"CaO\", \"64.70\"], [\"MgO\", \"1.84\"], [\"SO3\", \"2.61\"], [\"K2O\", \"0.56\"], [\"Na2O\", \"0.28\"], [\"L.O.I.\", \"0.73\"], [\"C3S\", \"55.90\"], [\"C2S\", \"19.00\"], [\"C3A\", \"7.50\"], [\"C4AF\", \"9.80\"]]\n",
      "1\n",
      "[1]\n",
      "[[\"Aggregate type\", \"Specific gravity (g/cm3)\", \"Water absorption (%)\"], [\"Marble coarse aggregates\", \"2.72\", \"1.40\"], [\"Granite coarse aggregates\", \"2.65\", \"1.50\"], [\"River sand fine aggregates\", \"2.60\", \"2.40\"], [\"GBFS fine aggregates\", \"2.10\", \"8.78\"], [\"Crushed limestone\", \"2.71\", \"2.30\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 96/2001 [00:44<08:44,  3.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical composition, %\", \"Fly ash\", \"Cement\"], [\"SiO2\", \"55.93\", \"19.68\"], [\"Al2O3\", \"26.52\", \"5.23\"], [\"CaO\", \"1.24\", \"60.57\"], [\"Fe2O3\", \"5.82\", \"2.47\"], [\"MgO\", \"2.74\", \"1.12\"], [\"Na2O\", \"1.18\", \"0.22\"], [\"K2O\", \"1.20\", \"1.25\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 97/2001 [00:54<1:38:36,  3.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"5A zeolite powder\", \"5A zeolite powder\"], [\"Chemical formula\", \"Ca4,5Na3[(A1O2)12(SiO2)12]*zH2O\"], [\"Nominal pore diameter\", \"0.5 nm\"], [\"Hydrated particle density\", \"2030 kg/m3\"], [\"Activated particle density\", \"1570 kg/m3\"], [\"Particle diameter\", \"<10 mm (agglomorate particle size). Average crystal size is 0.1 to 4.0 mm.\"], [\"Crystal structure\", \"Cubic\"], [\"Heat adsorption (max.)\", \"4186 kJ/kg H2O\"], [\"Equilibrium H2O capacity\", \"28 wt.% (kg H2O/100 kg activated adsorbent at 23.3 hPa, 25degC).\"], [\"\", \"\"], [\"Na-bentonite powder\", \"Na-bentonite powder\"], [\"Major mineral constituent\", \"Sodium Montmorillonite, A12O3*5SiO2*7H2O\"], [\"Swelling power\", \"Not less than 24 ml (2 g of bentonite added slowly to 100 ml of water).\"], [\"Particle size\", \"10%<2.7 mm; 90%<9.7 mm, max. particle size is 74 mm.\"], [\"Moisture content (105degC)\", \"12.49 wt.%\"], [\"Bulk density\", \"900 kg/m3\"], [\"Melting point\", \"600degC\"], [\"\", \"\"], [\"Ball clay (Hyplus 71)\", \"Ball clay (Hyplus 71)\"], [\"Mineralogical composition\", \"Kaolinite: 40 wt.%, Micaceous material: 22 wt.%. Quartz: 37 wt.%, Carbonaceous material:>1 wt.%\"], [\"Particle size distribution\", \"70%<5 mm, 1%>125mm\"], [\"\", \"\"], [\"Hydroxyethyl-cellulose\", \"Hydroxyethyl-cellulose\"], [\"Viscosity\", \"~4000 MPa s (5% in water, 20degC) 75-125 MPa s (2% in water, 20degC)\"]]\n",
      "0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, \n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 98/2001 [00:54<1:10:59,  2.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mixture name\", \"Activator concentration\", \"Flexural strength (MPa)\", \"Flexural strength (MPa)\", \"Flexural strength (MPa)\", \"Flexural strength (MPa)\"], [\"Mixture name\", \"Activator concentration\", \"7-Days\", \"28-Days\", \"90-Days\", \"180-Days\"], [\"Control\", \"-\", \"5.1\", \"4.8\", \"5.5\", \"6.0\"], [\"GGBS20\", \"4% Na, Ms = 0.75\", \"2.0\", \"3.1\", \"3.5\", \"3.6\"], [\"GGBS20\", \"6% Na, Ms = 0.75\", \"1.7\", \"2.7\", \"2.8\", \"3.0\"], [\"GGBS20\", \"8% Na, Ms = 0.75\", \"1.6\", \"2.5\", \"3.0\", \"3.5\"], [\"GGBS40\", \"4% Na, Ms = 0.75\", \"1.8\", \"2.2\", \"4.2\", \"4.2\"], [\"GGBS40\", \"6% Na, Ms = 0.75\", \"1.9\", \"2.6\", \"4.2\", \"4.3\"], [\"GGBS40\", \"8% Na, Ms = 0.75\", \"2.0\", \"2.8\", \"4.4\", \"4.4\"], [\"GGBS60\", \"4% Na, Ms = 0.75\", \"1.9\", \"2.4\", \"2.8\", \"2.9\"], [\"GGBS60\", \"6% Na, Ms = 0.75\", \"2.7\", \"2.4\", \"4.1\", \"4.2\"], [\"GGBS60\", \"8% Na, Ms = 0.75\", \"3.0\", \"3.4\", \"5.3\", \"5.3\"], [\"GGBS80\", \"4% Na, Ms = 0.75\", \"2.7\", \"2.8\", \"3.1\", \"4.8\"], [\"GGBS80\", \"6% Na, Ms = 0.75\", \"4.5\", \"5.9\", \"6.2\", \"6.6\"], [\"GGBS80\", \"8% Na, Ms = 0.75\", \"6.4\", \"6.7\", \"6.8\", \"7.0\"], [\"GGBS100\", \"4% Na, Ms = 0.75\", \"3.0\", \"3.2\", \"3.1\", \"3.7\"], [\"GGBS100\", \"6% Na, Ms = 0.75\", \"5.9\", \"6.1\", \"6.2\", \"6.3\"], [\"GGBS100\", \"8% Na, Ms = 0.75\", \"5.9\", \"6.2\", \"6.4\", \"6.5\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 99/2001 [00:55<53:42,  1.69s/it]  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Type of CNT\", \"Diameter (nm)\", \"Diameter (nm)\", \"Length (mm)\", \"Elements (wt.%)\", \"Elements (wt.%)\", \"Impurity (%)\"], [\"Type of CNT\", \"Diameter (nm)\", \"Diameter (nm)\", \"Length (mm)\", \"C\", \"O\", \"Impurity (%)\"], [\"SWCNT\", \"1-2\", \"1-2\", \"5-30\", \"91.1\", \"5.0\", \"3.9\"], [\"f-SWCNT\", \"1-2\", \"1-2\", \"5-30\", \"88.4\", \"11.6\", \"0\"], [\"MWCNT\", \"2-5nm (inner)\", \"<8nm (outer)\", \"10-30\", \"92.1\", \"7.9\", \"0\"], [\"f-MWCNT\", \"2-5 (inner)\", \"<8nm (outer)\", \"10-30\", \"88.2\", \"11.8\", \"0\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▍         | 100/2001 [00:55<39:29,  1.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Sample\", \"Activity index (28days)\", \"Blaine (m2/kg)\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Sample\", \"Activity index (28days)\", \"Blaine (m2/kg)\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"K2O\", \"Na2O\", \"SO3\"], [\"OPC\", \"-\", \"339\", \"21.06\", \"5.51\", \"2.69\", \"65.47\", \"1.66\", \"0.40\", \"0.24\", \"1.91\"], [\"CFB\", \"89\", \"839\", \"48.80\", \"19.30\", \"4.25\", \"18.21\", \"1.99\", \"1.02\", \"0.77\", \"3.35\"], [\"FA\", \"99\", \"377\", \"69.90\", \"15.20\", \"2.81\", \"1.62\", \"1.85\", \"0.93\", \"0.43\", \"0.20\"], [\"BFS4000\", \"-\", \"403\", \"34.12\", \"16.07\", \"0.38\", \"42.06\", \"6.21\", \"-\", \"-\", \"-\"], [\"BFS6000\", \"-\", \"607\", \"33.67\", \"16.24\", \"0.59\", \"42.14\", \"5.35\", \"-\", \"-\", \"-\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 101/2001 [00:55<31:56,  1.01s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composites\", \"EPVC/S (%) *\", \"Sand Mix (g)\", \"Sand Mix (g)\", \"SP (%) **\", \"Cement (g)\", \"W/C\", \"Consistency (%) ASTM C 1437\"], [\"Composites\", \"EPVC/S (%) *\", \"EPVC\", \"Sand\", \"SP (%) **\", \"Cement (g)\", \"W/C\", \"Consistency (%) ASTM C 1437\"], [\"NWM\", \"0\", \"0.0\", \"1350.0\", \"1.00\", \"450\", \"0.5\", \"70\"], [\"LMEPVC15\", \"15\", \"26.9\", \"1148.0\", \"0.90\", \"450\", \"0.5\", \"75\"], [\"LMEPVC25\", \"25\", \"44.9\", \"1012.5\", \"0.80\", \"450\", \"0.5\", \"70\"], [\"LMEPVC50\", \"50\", \"89.9\", \"675.0\", \"0.60\", \"450\", \"0.5\", \"65\"], [\"LMEPVC75\", \"75\", \"134.7\", \"337.5\", \"0.45\", \"450\", \"0.5\", \"65\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 102/2001 [00:56<26:44,  1.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Pure components\", \"Calcium hydroxide content\"], [\"Limestone filler\", \"0%\"], [\"\", \"\"], [\"Dugny hydrated lime\", \"94.7%\"], [\"Dugny hydrated lime\", \"(sd: 0.2%)\"], [\"\", \"\"], [\"Flandersbach hydrated lime\", \"94.5%\"], [\"Flandersbach hydrated lime\", \"(sd: 0.3%)\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 103/2001 [00:56<22:48,  1.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"D 50 (mm)\", \"Mineral composition (%)\", \"Mineral composition (%)\", \"Mineral composition (%)\", \"Mineral composition (%)\", \"Mineral composition (%)\", \"Mineral composition (%)\", \"Mineral composition (%)\"], [\"D 50 (mm)\", \"C3S\", \"C3S\", \"C2S\", \"C2S\", \"C3A\", \"C4AF\", \"CaSO4*2H2O\"], [\"D 50 (mm)\", \"Bogue\", \"Q-XRD\", \"Bogue\", \"Q-XRD\", \"Bogue\", \"Bogue\", \"Bogue\"], [\"Original cement\", \"56.20\", \"52.25\", \"19.61\", \"21.87\", \"6.54\", \"8.97\", \"3.50\"], [\"36.37\", \"54.64\", \"51.54\", \"22.78\", \"25.27\", \"6.32\", \"9.36\", \"2.30\"], [\"21.48\", \"55.58\", \"52.23\", \"20.78\", \"23.86\", \"6.71\", \"9.00\", \"3.06\"], [\"13.19\", \"56.97\", \"52.12\", \"18.06\", \"21.05\", \"6.88\", \"8.36\", \"4.27\"], [\"8.24\", \"57.28\", \"54.08\", \"16.37\", \"18.33\", \"7.00\", \"8.24\", \"4.68\"], [\"3.98\", \"59.99\", \"57.16\", \"9.87\", \"12.31\", \"6.45\", \"8.42\", \"7.50\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 104/2001 [00:57<19:59,  1.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Property\", \"Natural sand\", \"Rubber ash\", \"Natural coarse aggregate\"], [\"Specific gravity\", \"2.56\", \"1.33\", \"2.59\"], [\"Water absorption (%)\", \"0.5\", \"0.3\", \"0.5\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 105/2001 [00:57<16:01,  1.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Sl. No.\", \"Characteristics\", \"CCRs\", \"Jarosite\", \"Copper slag\", \"Red mud\", \"Marble dust\", \"Sand\", \"Clay (Kaolinite)\"], [\"1\", \"Particle size (mm) (D80)\", \"130-260\", \"14-23\", \"<150\", \"<2.0\", \"43.9-103.1\", \"300-600\", \"<15\"], [\"1\", \"Bulk density (g/cc)\", \"0.96-1.25\", \"0.97-1.0\", \"1.44-1.62\", \"1.36-1.6\", \"1.87\", \"1.59\", \"1.48\"], [\"2\", \"Specific gravity\", \"2.08-2.3\", \"2.92-3.0\", \"2.8-3.8\", \"2.6-3.4\", \"2.51-2.76\", \"2.64\", \"2.37-2.56\"], [\"3\", \"Porosity (%)\", \"37.45-37.5\", \"66.5-67.7\", \"--\", \"49.26-54.66\", \"39.65-49.0\", \"68.41\", \"36.31\"], [\"4\", \"pH\", \"6.98-7.03\", \"6.7-6.85\", \"<5.70\", \"11-12.5\", \"8.36-9.5\", \"8.18\", \"7.64\"], [\"5\", \"EC (mmohs/cm)\", \"491.65-504.24\", \"13260-14090\", \"500.56\", \"495-766.48\", \"276.94-500.\", \"246.11\", \"6506.67\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 106/2001 [00:57<15:22,  2.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Formula\", \"K 0T  (GPa)\", \"Formula\", \"K 0T  (GPa)\", \"Me IR* (A)\"], [\"MgO\", \"160 (+-2)\", \"Mg(OH)2\", \"43 (+-5)\", \"0.720\"], [\"CaO\", \"111 (+-3)\", \"Ca(OH)2\", \"32 (+-3)\", \"1.000\"], [\"MnO\", \"149 (+-9)\", \"Mn(OH)2\", \"41 (+-3)\", \"0.820\"], [\"CoO\", \"182 (+-3)\", \"Co(OH)2\", \"48 (+-1), 73.3(+-9.5)\", \"0.735\"], [\"NiO\", \"196 (+-14)\", \"Ni(OH)2\", \"51.8, 88 (+-7)\", \"0.700\"], [\"CdO\", \"141 (+-18)\", \"Cd(OH)2\", \"37.6 (+-2.2)\", \"0.950\"], [\"FeO**\", \"176 (+-4)\", \"\", \"\", \"0.770\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 107/2001 [00:58<14:57,  2.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Size (mm)\", \"Apparent density (kg/m3)\", \"Bulk density (kg/m3)\", \"Cylinder compressive strength *  (MPa)\", \"Water absorption in 1h (%)\", \"Water absorption in 24h (%)\"], [\"5-16\", \"1773\", \"994\", \"11.8\", \"3.8\", \"5.3\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 108/2001 [00:58<12:33,  2.51it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Materials\", \"C\", \"Si\", \"Mn\", \"Cr\", \"Ni\", \"S\", \"P\", \"Fe\"], [\"316LN\", \"0.014\", \"0.624\", \"1.576\", \"17.34\", \"10.84\", \"<0.001\", \"0.026\", \"Bal.\"], [\"SA508\", \"0.170\", \"0.210\", \"1.360\", \"0.16\", \"0.80\", \"0.001\", \"0.006\", \"Bal.\"], [\"52 Mb\", \"0.019\", \"0.110\", \"0.810\", \"29.77\", \"59.20\", \"<0.0005\", \"0.003\", \"8.73\"], [\"52 Mw\", \"0.023\", \"0.110\", \"0.900\", \"29.76\", \"58.80\", \"<0.0005\", \"0.003\", \"8.74\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Materials\", \"N\", \"Mo\", \"Co\", \"Cu\", \"Al\", \"Ti\", \"B\", \"Zr\"], [\"316LN\", \"0.116\", \"2.210\", \"<0.050\", \"-\", \"-\", \"-\", \"-\", \"-\"], [\"SA508\", \"-\", \"0.490\", \"-\", \"0.04\", \"-\", \"-\", \"-\", \"-\"], [\"52 Mb\", \"0.006\", \"0.008\", \"0.010\", \"0.03\", \"0.11\", \"0.17\", \"0.0007\", \"0.010\"], [\"52 Mw\", \"0.006\", \"0.100\", \"0.006\", \"0.02\", \"0.11\", \"0.19\", \"0.0005\", \"0.003\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 109/2001 [00:58<12:50,  2.46it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Physical properties\", \"Physical properties\", \"Natural sand (0-5 mm)\", \"Crushed stone (5-20 mm)\"], [\"Apparent density (kg/m3)\", \"\", \"2693\", \"2713\"], [\"Bulk density (kg/m3)\", \"Loose\", \"1495\", \"1543\"], [\"\", \"Close\", \"1625\", \"1647\"], [\"Crushed index (%)\", \"\", \"-\", \"9.0\"], [\"Mud content (%, by mass)\", \"\", \"1.5\", \"0.3\"], [\"Content of needle-pieces (%)\", \"\", \"-\", \"6.0\"], [\"Fineness module\", \"\", \"1.9\", \"-\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|▌         | 110/2001 [00:59<13:23,  2.35it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Constituent part\", \"Energy consumption (MJ/t)\", \"CO2 emissions (kg/t)\"], [\"Portland cement\", \"2986\", \"829\"], [\"Sodium silicate - pure\", \"5462\", \"1514\"], [\"Sodium hydroxide - pure\", \"6965\", \"1930\"], [\"Waste brick powder\", \"135\", \"28\"], [\"Mixing\", \"21\", \"12\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 111/2001 [00:59<11:25,  2.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxides (%)\", \"Portland-based MC\", \"Portland-based MC\", \"Portland-based MC\", \"Slag-blended MC\", \"Slag-blended MC\", \"Slag-blended MC\", \"Portland cements\", \"Portland cements\"], [\"Oxides (%)\", \"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\", \"H\"], [\"SiO2\", \"19.90\", \"20.2\", \"22.40\", \"30.50\", \"30.60\", \"30.8\", \"21.20\", \"20.10\"], [\"Al2O3\", \"3.60\", \"5.5\", \"4.20\", \"9.60\", \"12.40\", \"10.2\", \"4.30\", \"4.80\"], [\"Fe2O3\", \"5.20\", \"2.2\", \"4.90\", \"1.50\", \"1.10\", \"1.5\", \"3.10\", \"2.40\"], [\"CaO total\", \"64.50\", \"65.3\", \"64.00\", \"45.80\", \"48.40\", \"45.70\", \"62.80\", \"62.60\"], [\"MgO\", \"2.00\", \"0.9\", \"*\", \"6.60\", \"5.80\", \"6.40\", \"2.50\", \"2.50\"], [\"SO3\", \"3.30\", \"3.1\", \"1.90\", \"2.00\", \"0.80\", \"3.20\", \"3.20\", \"4.20\"], [\"TiO2\", \"*\", \"*\", \"*\", \"0.50\", \"*\", \"0.5\", \"0.22\", \"0.18\"], [\"P2O5\", \"*\", \"*\", \"0.25\", \"0.00\", \"*\", \"0.00\", \"0.23\", \"0.14\"], [\"SrO\", \"*\", \"*\", \"*\", \"*\", \"*\", \"*\", \"*\", \"0.44\"], [\"Na2O\", \"0.18\", \"0.23\", \"*\", \"0.50\", \"*\", \"0.5\", \"0.32\", \"0.33\"], [\"K2O\", \"0.35\", \"0.57\", \"*\", \"0.30\", \"*\", \"0.3\", \"0.83\", \"0.56\"], [\"Mn2O3\", \"*\", \"*\", \"*\", \"*\", \"*\", \"*\", \"*\", \"0.05\"], [\"MnO\", \"*\", \"*\", \"*\", \"0.20\", \"*\", \"0.2\", \"*\", \"*\"], [\"Total (%)\", \"99.03\", \"98.00\", \"97.65\", \"97.50\", \"99.10\", \"99.30\", \"98.7\", \"98.30\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 112/2001 [00:59<12:01,  2.62it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material\", \"C\", \"Cr\", \"W\", \"Al\", \"Ti\", \"Y\", \"O\", \"N\", \"Ar\", \"Hf\", \"Y2O3\"], [\"SOC-16\", \"0.043\", \"14.54\", \"1.93\", \"3.01\", \"0.13\", \"0.28\", \"0.17\", \"0.006\", \"0.0064\", \"0.62\", \"0.36\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 113/2001 [01:00<12:27,  2.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"C3S\", \"C2S\", \"C3A\", \"C4AF\", \"R2O\", \"CA\", \"CA2\", \"CT\", \"C2F\", \"C2AS\", \"MA\", \"SUM\"], [\"PC\", \"60.30\", \"13.93\", \"7.96\", \"10.00\", \"0.51\", \"\", \"\", \"\", \"\", \"\", \"\", \"92.70\"], [\"CAC\", \"\", \"\", \"\", \"\", \"\", \"36.38\", \"14.08\", \"4.69\", \"3.26\", \"37.71\", \"2.97\", \"99.09\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 114/2001 [01:00<11:16,  2.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Type\", \"Designation\", \"Mixture Proportion (kg/m3 )\", \"Mixture Proportion (kg/m3 )\", \"Mixture Proportion (kg/m3 )\", \"Mixture Proportion (kg/m3 )\", \"Mixture Proportion (kg/m3 )\", \"Mixture Proportion (kg/m3 )\", \"Mixture Proportion (kg/m3 )\"], [\"Type\", \"Designation\", \"Fly Ash\", \"Silica Fume\", \"Na2OSiO2\", \"NaOH solution\", \"River Sand\", \"Steel Fibre\", \"PP Fibre\"], [\"Single fibre\", \"Plain Geopolymer\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"-\", \"-\"], [\"Single fibre\", \"0.5SFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"39.0\", \"-\"], [\"Single fibre\", \"1.0SFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"78.0\", \"-\"], [\"Single fibre\", \"0.5PFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"-\", \"4.5\"], [\"Single fibre\", \"1.0PFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"-\", \"9.0\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Hybrid fibre (Replacement) r-HyFRG\", \"1.0PFRG (repeat)\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"-\", \"9.0\"], [\"Hybrid fibre (Replacement) r-HyFRG\", \"0.8P/0.2S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"15.6\", \"7.2\"], [\"Hybrid fibre (Replacement) r-HyFRG\", \"0.6P/0.4S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"31.2\", \"5.4\"], [\"Hybrid fibre (Replacement) r-HyFRG\", \"0.4P/0.6S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"46.8\", \"3.6\"], [\"Hybrid fibre (Replacement) r-HyFRG\", \"0.2P/0.8S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"62.4\", \"1.8\"], [\"Hybrid fibre (Replacement) r-HyFRG\", \"1.0SFRG (repeat)\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"78.0\", \"-\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Hybrid fibre (Addition) a-HyFRG\", \"1.0PFRG (repeat)\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"-\", \"9.0\"], [\"Hybrid fibre (Addition) a-HyFRG\", \"1.0P/0.2S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"15.6\", \"9.0\"], [\"Hybrid fibre (Addition) a-HyFRG\", \"1.0P/0.4S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"31.2\", \"9.0\"], [\"Hybrid fibre (Addition) a-HyFRG\", \"1.0P/0.6S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"46.8\", \"9.0\"], [\"Hybrid fibre (Addition) a-HyFRG\", \"1.0P/0.8S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"62.4\", \"9.0\"], [\"Hybrid fibre (Addition) a-HyFRG\", \"1.0P/1.0S-HyFRG\", \"343\", \"38\", \"147\", \"59\", \"1613\", \"78.0\", \"9.0\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 115/2001 [01:01<11:50,  2.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Component (mass % as oxide)\", \"Component (mass % as oxide)\", \"Component (mass % as oxide)\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"SiO2\", \"CaO\", \"Al2O3\", \"MgO\", \"MnO\", \"Fe2O3\", \"TiO2\", \"Na2O\", \"K2O\", \"P2O5\", \"SO3\", \"CO2\", \"LOI\"], [\"37.49\", \"36.22\", \"11.58\", \"8.61\", \"0.50\", \"0.16\", \"1.80\", \"0.64\", \"0.95\", \"0.01\", \"2.00\", \"-\", \"-\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 116/2001 [01:01<12:22,  2.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Size (mm)\", \"Clay dosage (%)\", \"Bulk Density (kg*m-3)\", \"Apparent density (kg*m-3)\", \"Water absorption (%)\", \"Index of crushing (%)\"], [\"RCA\", \"5.0-31.5\", \"1.4\", \"1416\", \"2500\", \"6.9\", \"11.73\"], [\"NCA\", \"5.0-31.5\", \"-\", \"1562\", \"2580\", \"1.2\", \"8.82\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 117/2001 [01:01<10:46,  2.92it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Element [%]\", \"Cement\", \"Fly ash\", \"Slag\", \"Limestone\"], [\"SiO2\", \"20.23\", \"50.00\", \"35.90\", \"0.3\"], [\"Al2O3\", \"4.29\", \"29.00\", \"11.20\", \"-\"], [\"Fe2O3\", \"2.35\", \"8.50\", \"00.30\", \"-\"], [\"TiO2\", \"0.25\", \"1.00\", \"00.70\", \"-\"], [\"MnO\", \"0.02\", \"0.50\", \"00.40\", \"-\"], [\"CaO\", \"63.67\", \"3.00\", \"42.30\", \"-\"], [\"MgO\", \"3.88\", \"3.00\", \"08.00\", \"-\"], [\"SO3\", \"2.80\", \"0.60\", \"00.20\", \"-\"], [\"K2O\", \"0.69\", \"0.8-0.4\", \"-\", \"-\"], [\"Na2O\", \"0.14\", \"0.60\", \"00.70\", \"0.01\"], [\"P2O5\", \"0.31\", \"0.25\", \"-\", \"-\"], [\"CI\", \"0.02\", \"0.04\", \"0.01\", \"0.001\"], [\"SO4\", \"-\", \"-\", \"-\", \"0.011\"], [\"CaO3\", \"-\", \"-\", \"-\", \"98.8\"], [\"LOI\", \"1.63\", \"2-7\", \"-\", \"-\"], [\"Specific density\", \"3.13\", \"2.06-2.80\", \"2.91\", \"2.7\"], [\"Fineness (cm2/g)\", \"3590\", \"2300 to >4000\", \"4500+-300\", \"4360\"], [\"Compactness without superplasticizer\", \"0.54\", \"0.49\", \"0.58\", \"0.62\"], [\"Compactness with superplasticizer [SP1]\", \"0.59\", \"0.56\", \"0.61\", \"0.71\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 118/2001 [01:02<11:35,  2.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Type\", \"Bulk density (kg/m3)\", \"Water absorption (%)\", \"Initial moisture content (%)\", \"Abrasion resistance (LA)\"], [\"Natural sand\", \"2550\", \"1.7\", \"1.2\", \"-\"], [\"4/12mm natural aggregate\", \"2670\", \"2.2\", \"0.7\", \"LA20\"], [\"8/22mm natural aggregate\", \"2670\", \"2.0\", \"0.8\", \"LA20\"], [\"\", \"\", \"\", \"\", \"\"], [\"4/12mm recycled aggregate\", \"2370\", \"7.4\", \"3.4\", \"LA35\"], [\"8/22mm recycled aggregate\", \"2380\", \"5.1\", \"2.9\", \"LA30\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  6%|▌         | 120/2001 [01:02<10:06,  3.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Coating type\", \"Natural corrosion\", \"No. of specimens\", \"Accelerated corrosion\", \"No. of specimens\", \"Chloride penetration\", \"No. of specimens\"], [\"Bare steel (uncoated)\", \"NCBS\", \"2\", \"ACBS\", \"4\", \"PBS\", \"2\"], [\"Epoxy coating\", \"NCEP\", \"2\", \"ACEP\", \"4\", \"PEP\", \"2\"], [\"Red oxide primer\", \"NCRP\", \"2\", \"ACRP\", \"4\", \"PRP\", \"2\"], [\"Zinc primer\", \"NCZP\", \"2\", \"ACZP\", \"4\", \"PZP\", \"2\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Constituent\", \"Bottom ash\", \"Combined ash\"], [\"Silica\", \"16.8-20.6\", \"13.8-20.5\"], [\"Calcium\", \"7.15-7.69\", \"5.38-8.03\"], [\"Iron\", \"2.11-9.35\", \"2.88-7.85\"], [\"Magnesium\", \"1.05-1.18\", \"0.90-1.84\"], [\"Potassium\", \"0.84-1.02\", \"0.84-1.15\"], [\"Aluminium\", \"4.77-5.55\", \"3.26-5.44\"], [\"Sodium\", \"3.51-4.10\", \"2.00-4.62\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 121/2001 [01:03<11:16,  2.78it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Oxides\", \"RHPC from PPC Hercules (%)\", \"Processed fly ash (pfa) from Lethabo (%)\", \"Pozz-fill from Lethabo (%)\"], [\"CaO\", \"61.7\", \"4.7\", \"5.0\"], [\"SiO2\", \"21.2\", \"53.9\", \"54.8\"], [\"Al2O3\", \"4.6\", \"33.5\", \"31.7\"], [\"Fe2O3\", \"1.8\", \"3.7\", \"3.8\"], [\"Na2O\", \"0.1\", \"0.7\", \"0.8\"], [\"K2O\", \"0.7\", \"0.7\", \"0.8\"], [\"MgO\", \"4.3\", \"1.3\", \"1.11\"], [\"SO3\", \"2.0\", \"0.1\", \"0.3\"], [\"CO2\", \"2.6\", \"\", \"\"], [\"Free CaO\", \"1.2\", \"\", \"\"], [\"Loss on ignition\", \"\", \"0.8\", \"0.8\"], [\"Blaine surface area (m2/kg)\", \"431\", \"350\", \"280\"], [\"Particles >45 mm (%)\", \"\", \"8\", \"39\"], [\"Calculated surface area (m2/kg)\", \"\", \"408\", \"540\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 122/2001 [01:03<11:57,  2.62it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"PC\", \"GB\", \"MK1\", \"MK2\"], [\"Specific gravity (g/cm3)\", \"3.10\", \"2.65\", \"2.65\", \"2.57\"], [\"BET surface area (m2/g)\", \"-\", \"19.0\", \"22.6\", \"40.7\"], [\"% passing on 45mm sieve\", \"80\", \"62\", \"100\", \"100\"], [\"\", \"\", \"\", \"\", \"\"], [\"Chemical composition (wt%)\", \"Chemical composition (wt%)\", \"Chemical composition (wt%)\", \"Chemical composition (wt%)\", \"Chemical composition (wt%)\"], [\"SiO2\", \"19.98\", \"63.89\", \"51.20\", \"52.46\"], [\"Fe2O3\", \"3.12\", \"7.73\", \"4.00\", \"2.06\"], [\"Al2O3\", \"3.70\", \"25.49\", \"35.30\", \"44.24\"], [\"CaO\", \"62.80\", \"0.29\", \"2.62\", \"Traces\"], [\"MgO\", \"3.10\", \"0.04\", \"0.40\", \"Traces\"], [\"Na2O\", \"0.07\", \"Traces\", \"Traces\", \"Traces\"], [\"K2O\", \"0.80\", \"0.95\", \"0.97\", \"Traces\"], [\"Ti2O\", \"Traces\", \"Traces\", \"0.41\", \"1.28\"], [\"MnO\", \"Traces\", \"Traces\", \"0.16\", \"Traces\"], [\"Insoluble residue (%)\", \"1.50\", \"Traces\", \"Traces\", \"Traces\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 123/2001 [01:04<12:22,  2.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Basic compounds (%)\", \"Cement\", \"Fly ash\"], [\"CaO\", \"63.56\", \"26.96\"], [\"SiO2\", \"19.30\", \"42.14\"], [\"Al2O3\", \"5.57\", \"19.38\"], [\"Fe2O3\", \"3.46\", \"4.64\"], [\"MgO\", \"0.86\", \"1.78\"], [\"Na2O\", \"0.13\", \"-\"], [\"K2O\", \"0.80\", \"1.13\"], [\"SO3\", \"2.91\", \"2.43\"], [\"Cl\", \"0.013\", \"0.001\"], [\"Loss on ignition\", \"2.78\", \"1.34\"], [\"Free CaO\", \"1.22\", \"4.34\"], [\"\", \"\", \"\"], [\"Specific surface (m2/kg)\", \"3.40\", \"339\"], [\"Specific gravity\", \"3.12\", \"2.20\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 124/2001 [01:04<13:02,  2.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Properties\", \"Standard ASTM\", \"Natural aggregates\", \"Recycled aggregates\", \"Specification limit\"], [\"Coarse aggregate\", \"Coarse aggregate\", \"Coarse aggregate\", \"Coarse aggregate\", \"Coarse aggregate\"], [\"Los Angeles abrasion value (%)\", \"C131\", \"18\", \"27\", \"25\"], [\"Percentage of fractured particles in one side\", \"D5821\", \"97\", \"96\", \"95\"], [\"Percentage of fractured particles in two sides\", \"D5821\", \"94\", \"92\", \"90\"], [\"Bulk specific gravity (gr/cm3)\", \"C127\", \"2.67\", \"2.15\", \"-\"], [\"Apparent specific gravity (gr/cm3)\", \"C127\", \"2.75\", \"2.22\", \"-\"], [\"Water absorption (%)\", \"C127\", \"0.78\", \"6.95\", \"2.5\"], [\"\", \"\", \"\", \"\", \"\"], [\"Fine aggregate\", \"Fine aggregate\", \"Fine aggregate\", \"Fine aggregate\", \"Fine aggregate\"], [\"Bulk specific gravity (gr/cm3)\", \"C128\", \"2.63\", \"2.1\", \"-\"], [\"Apparent specific gravity (gr/cm3)\", \"C128\", \"2.77\", \"2.25\", \"-\"], [\"Water absorption (%)\", \"C128\", \"3.1\", \"14.19\", \"2.5\"], [\"Sand equivalent (SE)\", \"D2419\", \"78\", \"62\", \"50\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▌         | 125/2001 [01:05<18:30,  1.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Composition\", \"Al2O3\", \"SiO2\", \"Fe2O3\", \"CaO\", \"MgO\", \"TiO2\"], [\"Content\", \"52.65 +- 0.31\", \"38.17 +- 0.25\", \"1.25 +- 0.11\", \"2.49 +- 0.13\", \"0.34 +- 0.04\", \"1.86 +- 0.07\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▋         | 126/2001 [01:05<17:05,  1.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Cement\", \"Fly Ash\", \"Fine Aggregate\", \"SIL-5\", \"SIL-40\"], [\"SiO2, %\", \"20.0\", \"38.7\", \"99.7\", \"98.5\", \"99.5\"], [\"Al2O3, %\", \"4.8\", \"19.2\", \"0.1\", \"1.00\", \"0.3\"], [\"Fe2O3, %\", \"2.9\", \"6.5\", \"0.02\", \"0.1\", \"0.02\"], [\"CaO, %\", \"63.3\", \"23.5\", \"<0.01\", \"0.04\", \"0.02\"], [\"MgO, %\", \"1.5\", \"5.3\", \"<0.01\", \"0.02\", \"0.01\"], [\"SO3, %\", \"3.3\", \"1.4\", \"-\", \"-\", \"-\"], [\"K2O, %\", \"0.4\", \"0.6\", \"<0.01\", \"0.04\", \"0.01\"], [\"Na2O, %\", \"0.3\", \"1.6\", \"<0.01\", \"0.02\", \"0.01\"], [\"Loss on Ignition,  %\", \"2.9\", \"0.3\", \"0.1\", \"0.4\", \"0.1\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▋         | 127/2001 [01:06<15:50,  1.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Appearance\", \"Black, glassy, more vesicular when granulated\"], [\"Unit weight\", \"2800-3800(kg/m3)\"], [\"Absorption, %\", \"0.13\"], [\"Bulk density\", \"144-162 lbs per cubic feet\"], [\"Conductivity\", \"500 ms/cm\"], [\"Sp. gravity\", \"2.8-3.8\"], [\"Hardness\", \"6-7 Moh\"], [\"Moisture\", \"<5%\"], [\"Water soluble chloride\", \"<50 ppm\"], [\"Abrasion loss, %\", \"24.1\"], [\"Sodium sulphate soundness loss, %\", \"0.90\"], [\"Angle of internal friction\", \"40-53\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▋         | 128/2001 [01:06<16:19,  1.91it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error code: 400 - {'error': {'message': \"This model's maximum context length is 4097 tokens. However, your messages resulted in 5868 tokens. Please reduce the length of the messages.\", 'type': 'invalid_request_error', 'param': 'messages', 'code': 'context_length_exceeded'}}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▋         | 129/2001 [01:07<15:54,  1.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Alloy\", \"Component\", \"Melting temperature (degC)\", \"Casting temperature (degC)\", \"Mould temperature (degC)\", \"Observations\"], [\"Tin/lead/bismuth\", \"Insert\", \"104\", \"120\", \"85-90\", \"Brittle but hard and dense\"], [\"Tin/lead\", \"Outer mould\", \"138\", \"150\", \"150\", \"Hard dense material\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|▋         | 130/2001 [01:07<15:12,  2.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Blaine (cm2/g)\", \"Chemical compositions (wt.%)\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"Blaine (cm2/g)\", \"SiO2\", \"Al2O3\", \"Fe2O3\", \"CaO\", \"MgO\", \"Na2O\", \"K2O\", \"SO3\", \"LOI\", \"\"], [\"OPC\", \"20.7\", \"6.8\", \"3.1\", \"62.4\", \"3.3\", \"0.2\", \"0.7\", \"1.7\", \"0.9\", \"3230\"], [\"CKD\", \"12.1\", \"4.4\", \"2.2\", \"38.5\", \"1.5\", \"0.7\", \"10.5\", \"8.2\", \"21.8\", \"7260\"], [\"QSA\", \"5.3\", \"19.1\", \"0.5\", \"48.7\", \"1.2\", \"0.2\", \"0.2\", \"18.1\", \"6.7\", \"5230\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 131/2001 [01:08<14:43,  2.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mineralogical composition (%)\", \"Mineralogical composition (%)\", \"Mineralogical composition (%)\", \"Mineralogical composition (%)\", \"Physical properties\", \"Physical properties\", \"Physical properties\", \"28-Day strength (MPa)\", \"28-Day strength (MPa)\"], [\"C3S\", \"C2S\", \"C3A\", \"C4AF\", \"Initial setting time (h:min)\", \"Final setting time (h:min)\", \"Specific surface area (m2/kg)\", \"Compressive strength\", \"Flexural strength\"], [\"52.6\", \"24.4\", \"7.9\", \"10.6\", \"2:04\", \"2:58\", \"300\", \"63.9\", \"10.5\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 132/2001 [01:08<15:08,  2.06it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Source\", \"Source\", \"Martin Marietta (Ames)\", \"Martin Marietta (Ames)\", \"Oldcastle Materials Group (Johnston)\", \"Hallet (Ames)\", \"Martin Marietta (Ames)\", \"Martin Marietta (Ames)\", \"Blend\"], [\"Aggregate\", \"Aggregate\", \"12.5mm Limestone\", \"9.5mm Limestone\", \"Quartize\", \"Natural Sand\", \"Manuf. Sand\", \"Agg Lime\", \"\"], [\"U.S. Sieve\", \"Sieve, mm\", \"29%\", \"16%\", \"15%\", \"13%\", \"15%\", \"12%\", \"100%\"], [\"U.S. Sieve\", \"Sieve, mm\", \"% Passing\", \"% Passing\", \"% Passing\", \"% Passing\", \"% Passing\", \"% Passing\", \"% Passing\"], [\"3/4''\", \"19\", \"100.0\", \"100.0\", \"100.0\", \"100.0\", \"100.0\", \"100.0\", \"100.0\"], [\"1/2''\", \"12.5\", \"79.7\", \"100.0\", \"100.0\", \"100.0\", \"100.0\", \"100.0\", \"94.1\"], [\"3/8''\", \"9.5\", \"65.8\", \"90.1\", \"71.5\", \"100.0\", \"100.0\", \"100.0\", \"84.2\"], [\"#4\", \"4.75\", \"37.2\", \"20.5\", \"5.1\", \"96.8\", \"95.2\", \"99.0\", \"53.6\"], [\"#8\", \"2.36\", \"18.1\", \"2.1\", \"2.2\", \"64.2\", \"65.5\", \"97.0\", \"35.7\"], [\"#16\", \"1.18\", \"12.5\", \"0.7\", \"2.0\", \"33.7\", \"36.3\", \"75.0\", \"22.9\"], [\"#30\", \"0.60\", \"9.5\", \"0.4\", \"1.9\", \"11.4\", \"17.4\", \"53.0\", \"13.6\"], [\"#50\", \"0.30\", \"7.5\", \"0.3\", \"1.9\", \"0.9\", \"6.5\", \"38.0\", \"8.2\"], [\"#100\", \"0.15\", \"6.2\", \"0.3\", \"1.5\", \"0.1\", \"1.9\", \"29.0\", \"5.8\"], [\"#200\", \"0.075\", \"5.2\", \"0.3\", \"1.2\", \"0.0\", \"0.8\", \"22.3\", \"4.5\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 133/2001 [01:09<14:37,  2.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Constituent oxide%\", \"Magnesite\", \"Sand dunes\"], [\"SiO2\", \"1.20\", \"93.88\"], [\"Al2O3\", \"0.10\", \"3.76\"], [\"Fe2O3\", \"1.28\", \"0.68\"], [\"CaO\", \"2.35\", \"0.55\"], [\"MgO\", \"81.74\", \"0.37\"], [\"Na2O\", \"0.01\", \"0.21\"], [\"K2O\", \"0.01\", \"0.09\"], [\"SO3\", \"0.43\", \"0.02\"], [\"TiO2\", \"0.02\", \"0.10\"], [\"P2O5\", \"0.01\", \"0.01\"], [\"L.O.I\", \"12.82\", \"0.23\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 134/2001 [01:09<14:13,  2.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mixtures\", \"Compositions\"], [\"MS1\", \"co-calcined 10% sludge containing kaolin mixture\"], [\"MS2\", \"co-calcined 20% sludge containing kaolin mixture\"], [\"MS3\", \"co-calcined 30% sludge containing kaolin mixture\"], [\"MS4\", \"co-calcined 40% sludge containing kaolin mixture\"], [\"Control\", \"NPC\"], [\"CM\", \"20% MK in NPC\"], [\"CMS1\", \"20% cocalcined 10% sludge containing kaolin mixtures in NPC\"], [\"CMS2\", \"20% cocalcined 20% sludge containing kaolin mixtures in NPC\"], [\"CMS3\", \"20% cocalcined 30% sludge containing kaolin mixtures in NPC\"], [\"CMS4\", \"20% cocalcined 40% sludge containing kaolin mixtures in NPC\"], [\"CS\", \"20% SA in NPC\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 135/2001 [01:10<14:15,  2.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Cement\", \"SB\", \"WB\"], [\"Specific gravity (g/cm3)\", \"3.12\", \"2.70\", \"2.67\"], [\"Blaine fineness (cm2/g)\", \"3421\", \"4260\", \"5059\"], [\"Chemical analysis (%)\", \"\", \"\", \"\"], [\"SiO2\", \"21.33\", \"66.94\", \"64.54\"], [\"Al2O3\", \"4.99\", \"16.28\", \"16.88\"], [\"Fe2O3\", \"3.65\", \"5.44\", \"6.62\"], [\"CaO\", \"62.48\", \"4.92\", \"4.24\"], [\"SO3\", \"2.60\", \"0.21\", \"0.46\"], [\"MgO\", \"1.16\", \"3.00\", \"2.73\"], [\"Na2O\", \"0.38\", \"1.82\", \"1.03\"], [\"K2O\", \"0.65\", \"2.65\", \"2.41\"], [\"Na2Oeq\", \"0.81\", \"3.56\", \"2.62\"], [\"LOI\", \"2.70\", \"0.86\", \"1.80\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  7%|▋         | 137/2001 [01:10<11:27,  2.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Apparent density(kg/m3)\", \"Bulk density(kg/m3)\", \"Porosity(%)\", \"Water absorption(%)\"], [\"2660\", \"1532\", \"42.4\", \"0.2\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Sample\", \"STotal (m2 g-1)\", \"Smeso (m2 g-2)\", \"Smicro (m2 g-2)\", \"Vtotal (cm3 g-1)\", \"Vmeso (cm3 g-1)\", \"Vmicro (cm3 g-1)\", \"APD (nm)\"], [\"Si/TiOx/C\", \"130.93\", \"127.5\", \"3.43\", \"0.4704\", \"0.47\", \"0.0004\", \"3.8\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 138/2001 [01:11<12:17,  2.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mineral\", \"Formula\", \"Label\", \"Proportion\", \"Proportion\"], [\"Mineral\", \"Formula\", \"Label\", \"E\", \"Aged E\"], [\"Ingesonite\", \"Ca2SiO4\", \"In\", \"-\", \"Medium\"], [\"Periclase\", \"MgO\", \"M\", \"Medium\", \"Traces\"], [\"Fluorite\", \"CaF2\", \"F\", \"Minor\", \"Minor\"], [\"Portlandite\", \"Ca(OH)2\", \"P\", \"Medium\", \"Mayor\"], [\"Calcium-Olivine\", \"Ca2SiO4\", \"O\", \"Major\", \"Medium\"], [\"Brucite\", \"Mg(OH)2\", \"Br\", \"-\", \"Medium\"], [\"Calcite\", \"CaCO3\", \"C\", \"Medium\", \"Medium\"], [\"Mayenite\", \"Ca12Al14O33\", \"My\", \"Medium\", \"-\"], [\"Aluminates\", \"A3C5\", \"A\", \"Traces\", \"-\"], [\"Jasmundite\", \"Ca11(SiO4)4O2S\", \"J\", \"Minor\", \"Minor\"], [\"Hydrated calcium aluminates\", \"Ca3Al2[(OH)4]3\", \"K\", \"Traces\", \"Medium\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 139/2001 [01:11<12:55,  2.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Mix designation\", \"Coarse total aggregate ratio (c/t)\", \"Water binder ratio (w/b)\", \"Weight in kg of constituents per cubic meter of concrete\", \"Weight in kg of constituents per cubic meter of concrete\", \"Weight in kg of constituents per cubic meter of concrete\", \"Weight in kg of constituents per cubic meter of concrete\", \"Type of coarse aggregate\"], [\"Mix designation\", \"Coarse total aggregate ratio (c/t)\", \"Water binder ratio (w/b)\", \"Water\", \"Cement\", \"Fine aggregate\", \"Coarse aggregate\", \"Type of coarse aggregate\"], [\"Q65/35\", \"0.65\", \"0.35\", \"186\", \"530\", \"585\", \"920\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q65/45\", \"0.65\", \"0.45\", \"186\", \"415\", \"620\", \"975\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q65/55\", \"0.65\", \"0.55\", \"186\", \"340\", \"645\", \"1110\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q55/35\", \"0.55\", \"0.35\", \"186\", \"530\", \"755\", \"780\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q55/45\", \"0.55\", \"0.45\", \"186\", \"415\", \"800\", \"825\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q55/55\", \"0.55\", \"0.55\", \"186\", \"340\", \"825\", \"855\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q45/35\", \"0.45\", \"0.35\", \"186\", \"530\", \"920\", \"640\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q45/45\", \"0.45\", \"0.45\", \"186\", \"415\", \"975\", \"675\", \"Cold bonded quarry dust aggregate (Q)\"], [\"Q45/55\", \"0.45\", \"0.55\", \"186\", \"340\", \"1110\", \"700\", \"Cold bonded quarry dust aggregate (Q)\"], [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"], [\"F65/35\", \"0.65\", \"0.35\", \"186\", \"530\", \"585\", \"795\", \"Cold bonded fly ash aggregate (F)\"], [\"F65/45\", \"0.65\", \"0.45\", \"186\", \"415\", \"620\", \"840\", \"Cold bonded fly ash aggregate (F)\"], [\"F65/55\", \"0.65\", \"0.55\", \"186\", \"340\", \"645\", \"870\", \"Cold bonded fly ash aggregate (F)\"], [\"F55/35\", \"0.55\", \"0.35\", \"186\", \"530\", \"755\", \"675\", \"Cold bonded fly ash aggregate (F)\"], [\"F55/45\", \"0.55\", \"0.45\", \"186\", \"415\", \"800\", \"715\", \"Cold bonded fly ash aggregate (F)\"], [\"F55/55\", \"0.55\", \"0.55\", \"186\", \"340\", \"825\", \"740\", \"Cold bonded fly ash aggregate (F)\"], [\"F45/35\", \"0.45\", \"0.35\", \"186\", \"530\", \"920\", \"550\", \"Cold bonded fly ash aggregate (F)\"], [\"F45/45\", \"0.45\", \"0.45\", \"186\", \"415\", \"975\", \"585\", \"Cold bonded fly ash aggregate (F)\"], [\"F45/55\", \"0.45\", \"0.55\", \"186\", \"340\", \"1110\", \"605\", \"Cold bonded fly ash aggregate (F)\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  7%|▋         | 141/2001 [01:12<09:43,  3.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Phase\", \"Temperature ranges of weight/endothermic/exothermic change\"], [\"CSH\", \"* 106 +- 4 degC due to first loss of water [22]    * 129 +- 4 degC due to second loss of water [22]    * 120 degC [23]    * 50-200 degC [24]    * 90-110 degC [25]\"], [\"Ettringite\", \"* 110-150 degC [20]    * 80-130 degC [22]\"], [\"Gypsum\", \"* 80-220 degC (max. 167 degC) via transformation to anhydrite [26]    * 100-200 degC due to dehydration [27]\"], [\"Hydrotalcite\", \"* Endotherms at 285 degC and 440 degC (for samples with Mg/Al = 2.0, an additional smaller endotherm at 390 degC was observed) [20]    * 330-400 degC [25]\"], [\"Stratlingite\", \"* 180 degC [23]    * 180-200 degC [28]\"], [\"Calcite\", \"* 665-800 degC [27]    * 750 degC [23]\"], [\"Calcium hydroxide\", \"* 450 degC [23]\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Component\", \"Material\", \"E (GPa)\", \"n\", \"sc  [MPa]\", \"Gc  [N/m]\"], [\"Matrix\", \"Cement mortar\", \"24\", \"0.20\", \"15\", \"40\"], [\"Inclusion\", \"Expanded clay\", \"4.8\", \"0.08\", \"-\", \"10\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 142/2001 [01:12<08:44,  3.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Property\", \"OPC\"], [\"Chemical composition, %\", \"Chemical composition, %\"], [\"SiO2\", \"20.56\"], [\"Al2O3\", \"5.59\"], [\"Fe2O3\", \"2.65\"], [\"CaO\", \"63.13\"], [\"MgO\", \"1.94\"], [\"Na2O\", \"0.22\"], [\"K2O\", \"0.6\"], [\"SO3\", \"2.61\"], [\"\", \"\"], [\"Bogue compounds, %\", \"Bogue compounds, %\"], [\"C3S\", \"61\"], [\"C2S\", \"12.7\"], [\"C3A\", \"8\"], [\"C4AF\", \"9.1\"], [\"\", \"\"], [\"b - physical properties\", \"b - physical properties\"], [\"Initial setting time, min\", \"135\"], [\"Final setting time, min\", \"300\"], [\"Specific surface, m2/kg\", \"370\"], [\"Soundness, mm\", \"2\"], [\"\", \"\"], [\"c - compressive strength, kg/cm2\", \"c - compressive strength, kg/cm2\"], [\"3days\", \"250\"], [\"7days\", \"350\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 143/2001 [01:12<10:08,  3.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\", \"Chemical analysis\"], [\"CaO (%)\", \"SiO2 (%)\", \"Al2O3 (%)\", \"Fe2O3 (%)\", \"MgO (%)\", \"Na2O (%)\", \"SO3 (%)\", \"Ignition loss (%)\", \"Insoluble Residue (%)\"], [\"60.68\", \"18.83\", \"4.43\", \"2.64\", \"4.98\", \"0.61\", \"2.83\", \"5.05\", \"1.78\"], [\"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\", \"Physical and mechanical characteristics\"], [\"Setting time\", \"Setting time\", \"Normal consistency (%)\", \"Blaine's specific surface area (cm2/g)\", \"Residue on\", \"Residue on\", \"Compressive strength\", \"Compressive strength\", \"Compressive strength\"], [\"Initial (h)\", \"Final (h)\", \"Normal consistency (%)\", \"Blaine's specific surface area (cm2/g)\", \"# 200 (%)\", \"# 325 (%)\", \"3days (MPa)\", \"7days (MPa)\", \"28days (MPa)\"], [\"03:35\", \"04:00\", \"26.4\", \"3140\", \"3.00\", \"14.70\", \"26.90\", \"32.50\", \"41.30\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 144/2001 [01:13<11:16,  2.74it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Parameter\", \"Raw waste\", \"Raw waste\", \"Raw waste\", \"\", \"\", \"Concrete mixtures 5/2/98 M.D. leaching test\", \"Concrete mixtures 5/2/98 M.D. leaching test\", \"Concrete mixtures 5/2/98 M.D. leaching test\"], [\"\", \"Chemical composition (mg kg-1)\", \"Chemical composition (mg kg-1)\", \"Chemical composition (mg kg-1)\", \"Acetic acid leaching test (mg l-1)\", \"Acetic acid leaching test (mg l-1)\", \"\", \"\", \"\"], [\"\", \"FA-A\", \"FA-B\", \"FA-C\", \"FA-A\", \"FA-B\", \"Natural\", \"Mix.4\", \"Limits\"], [\"pH\", \"n.a.\", \"n.a.\", \"n.a.\", \"9.20\", \"11.2\", \"6-11.2\", \"6.1-11.4\", \"5.5-12\"], [\"Lead\", \"2601\", \"3537\", \"1160\", \"0.44\", \"0.70\", \"<28.5\", \"15.54\", \"50 mg/l\"], [\"Copper\", \"5.9\", \"606\", \"350\", \"1.40\", \"0.10\", \"<0.0083\", \"<0.0026\", \"0.05 mg/l\"], [\"Cadmium\", \"134\", \"124\", \"6\", \"<0.01\", \"<0.05\", \"<3.06\", \"<4.62\", \"5 mg/l\"], [\"Chromium\", \"76\", \"105\", \"70\", \"0.55\", \"2.00\", \"<6.46\", \"<3.89\", \"50 mg/l\"], [\"Chromium VI\", \"23\", \"14\", \"n.a.\", \"0.55\", \"0.70\", \"n.a.\", \"n.a.\", \"n.a.\"], [\"Arsenic\", \"4.6\", \"<20\", \"<10\", \"0.12\", \"0.05\", \"<7.08\", \"<11.25\", \"50 mg/l\"], [\"Selenium\", \"12\", \"<7\", \"<5\", \"0.21\", \"0.36\", \"<9.54\", \"<7.4\", \"10 mg/l\"], [\"Mercury\", \"109\", \"<1.7\", \"60\", \"<0.005\", \"<0.005\", \"<9.6\", \"<9.6\", \"1 mg/l\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 145/2001 [01:13<11:39,  2.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Sample code\", \"Acr\", \"Na2HPO4\", \"(NH4)2S2O8\", \"PAA-NH4\"], [\"a-TCP\", \"-\", \"2.5\", \"-\", \"-\"], [\"a-TCP DS\", \"10\", \"2.5\", \"0.01\", \"1.0\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  7%|▋         | 147/2001 [01:14<10:08,  3.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"(C)\", \"(CP)\"], [\"Cement (kg/m3)\", \"400.0\", \"1218.0\"], [\"Limestone sand (0/4mm) (kg/m3)\", \"858.0\", \"-\"], [\"Limestone gravel 4/12.5mm (kg/m3)\", \"945.0\", \"-\"], [\"Super plasticizer (kg/m3)\", \"10.0\", \"-\"], [\"Total water (kg/m3)\", \"178.0\", \"609.0\"], [\"Porosity (%)\", \"12.3\", \"45\"], [\"Dry density (kg/m3)\", \"2349.0\", \"1451.0\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Component\", \"Composition (weight %)\"], [\"Food waste\", \"49\"], [\"Paper\", \"6\"], [\"Plastic\", \"12\"], [\"Glass\", \"9\"], [\"Metal\", \"8\"], [\"Wood waste\", \"8\"], [\"Textile\", \"8\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  7%|▋         | 149/2001 [01:14<09:21,  3.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"\", \"Sm\", \"Fe\", \"Cu\", \"Al\"], [\"Region 1\", \"48.6\", \"1.2\", \"41.7\", \"8.5\"], [\"Region 2\", \"90.3\", \"1.8\", \"5.6\", \"2.4\"], [\"Region 3\", \"89.9\", \"6.2\", \"0.0\", \"4.0\"], [\"Region 4\", \"62.0\", \"11.4\", \"16.5\", \"10.1\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"Mix designation\", \"Description\", \"\"], [\"M30\", \"100% Natural coarse aggregates (4.75-20mm)\", \"Series 1, w/c=0.44\"], [\"M31\", \"Natural coarse aggregates replaced in size range 10-20mm by RCA\", \"Series 1, w/c=0.44\"], [\"M32\", \"100% Recycled coarse aggregates (4.75-20mm)\", \"Series 1, w/c=0.44\"], [\"M40\", \"100% Natural coarse aggregates (4.75-20mm)\", \"Series 2, w/c=0.38\"], [\"M41\", \"Natural coarse aggregates replaced in size range 10-20mm by RCA\", \"Series 2, w/c=0.38\"], [\"M42\", \"100% Recycled coarse aggregates (4.75-20mm)\", \"Series 2, w/c=0.38\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|▋         | 150/2001 [01:15<10:25,  2.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Property\", \"Mix with cement type\", \"Mix with cement type\", \"Mix with cement type\"], [\"Property\", \"CEM I 42.5R (series no:60)\", \"CEM II/B-S 42.5N (series no:63)\", \"CEM III/A 42.5N-HSR/NA (series no:66)\"], [\"Slump, mm\", \"160\", \"150\", \"150\"], [\"Air content-pressure method, %\", \"6.8\", \"5.0\", \"6.5\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  8%|▊         | 151/2001 [01:15<09:22,  3.29it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"HGM\", \"Density (kg/m3)\", \"Particle mean size (um)\", \"Particle size distribution (um)\", \"Maximum working pressure (MPa)\"], [\"110P8\", \"490\", \"15\", \"2-25\", \"68.95\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  8%|▊         | 152/2001 [01:15<10:31,  2.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Components (wt%)\", \"SCcont\", \"SCisf\", \"SClbf\", \"Components (wt%)\", \"SBcont\", \"SBisf\", \"SBlbf\"], [\"Calcareous sand 0-6 mm\", \"94.5\", \"46.5\", \"46.5\", \"Calcareous sand 0-4 mm\", \"70\", \"47\", \"47\"], [\"\", \"\", \"\", \"\", \"Calcareous sand 1-3 mm\", \"30\", \"-\", \"-\"], [\"Slags ISF/LBF\", \"-\", \"47\", \"47\", \"Calcareous filler\", \"-\", \"3\", \"3\"], [\"Binding material\", \"\", \"\", \"\", \"Slags ISF /LBF\", \"-\", \"50\", \"50\"], [\"\", \"5.5\", \"5.5\", \"5.5\", \"Bitumen 20/30\", \"4.5\", \"4.5\", \"4.5\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  8%|▊         | 154/2001 [01:16<10:41,  2.88it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Test items\", \"\", \"Specimen dimensions (mm)\", \"Referenced standard\", \"Age\"], [\"Mechanical properties\", \"Compressive strength test\", \"ph 100 x 200\", \"ASTM C39\", \"7, 28, 56, 91\"], [\"\", \"Splitting strength test\", \"ph 100 x 200\", \"ASTM C496\", \"7, 28, 56\"], [\"Permeability\", \"Resistivity\", \"ph 100 x 200\", \"Wenner four-electrode method\", \"7, 14, 28, 56\"], [\"\", \"Absorption test\", \"ph 100 x 200\", \"ASTM C642\", \"7, 14, 28, 56\"], [\"\", \"Initial surface absorption tests\", \"ph 100 x 50\", \"BS 1881\", \"56\"], [\"Pore-structure observations\", \"SEM observation\", \"1 x 1 x 1\", \"ASTM C1723\", \"7, 28, 56\"], [\"\", \"MIP test\", \"10 x 10 x 3\", \"ASTM D4404\", \"7, 28\"]]\n",
      "0\n",
      "[0]\n",
      "[[\"\", \"Al\", \"Mg\", \"Steel\", \"Ti\"], [\"Density (kg dm-3)\", \"2.8\", \"1.74\", \"7.83\", \"4.5\"], [\"Young modulus (Gpa)\", \"70\", \"45\", \"210\", \"110\"], [\"Tensile strength (Mpa)\", \"150-680\", \"100-380\", \"300-1200\", \"910-1190\"], [\"Specific strength = tensile strength/density (106 Nmm kg-1)\", \"52-243\", \"57-218\", \"38-153\", \"202-264\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  8%|▊         | 155/2001 [01:16<09:23,  3.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"CFA\", \"CFA\", \"CF\", \"CF\"], [\"Component\", \"% (w/w)\", \"Parameter\", \"Value\"], [\"SiO2\", \"44.9\", \"Residue at 105 degC (wt.%)\", \"91.7\"], [\"Al2O3\", \"27.2\", \"Residue at 600 degC (wt.%)\", \"39.1\"], [\"Fe2O3\", \"10.6\", \"Lead (mg/kg)\", \"7315\"], [\"CaO\", \"7.3\", \"Zinc (mg/kg)\", \"465\"], [\"MgO\", \"1.3\", \"Cadmium (mg/kg)\", \"12\"], [\"Na2O + K2O\", \"1.4\", \"Copper (mg/kg)\", \"3683\"], [\"SO3\", \"1.7\", \"\", \"\"], [\"L.O.I. (1100 degC)\", \"5.6\", \"\", \"\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  8%|▊         | 156/2001 [01:17<08:51,  3.47it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Chemical composition (%)\", \"SiO2\", \"CaO\", \"Al2O3\", \"MgO\", \"Fe2O3\", \"K2O/Na2O\", \"Mn2O3\", \"SO3\", \"TiO2\", \"P2O5\"], [\"calcium silicate residue\", \"50.4\", \"15.4\", \"12.2\", \"4.3\", \"4\", \"2.6/0.7\", \"0.5\", \"0.1\", \"0.3\", \"1.5\"], [\"Portland cement clinker\", \"16-26\", \"58-67\", \"4-8\", \"1-5\", \"2-5\", \"0-1\", \"0-3\", \"0.1-2.5\", \"0-0.5\", \"0-1.5\"]]\n",
      "1\n",
      "[1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  8%|▊         | 157/2001 [01:17<10:08,  3.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[\"Material type\", \"Asbestos used\", \"Asbestos content rate\", \"Application\"], [\"Slate\", \"Chrysotile\", \"Within 10%\", \"Roof\"], [\"Fiber insulation board\", \"ChrysotileAmosite\", \"Within 10%Within 15%\", \"Ceiling\"], [\"Bam liteboard\", \"Chrysotile\", \"Within 10%\", \"Wall, ceiling\"], [\"Tile\", \"Chrysotileanthophyllite\", \"Within 5%Within 5%\", \"Floor\"], [\"Gasket\", \"Chrysotile\", \"20%-30%\", \"Pipeline\"], [\"Packing\", \"ChrysotileAmosite\", \"Above 90%Within 5%\", \"Duct\"], [\"Spray\", \"ChrysotileAmosite\", \"Within 10%Within 1%\", \"Steel frame covering material\"]]\n",
      "0\n",
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  8%|▊         | 157/2001 [01:17<15:14,  2.02it/s]\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-79afa1bd79f9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     90\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     91\u001b[0m     \u001b[0;31m# Process documents\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 92\u001b[0;31m     \u001b[0mresponses\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprocess_docs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msampled_docs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclient\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     93\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     94\u001b[0m     \u001b[0;31m# You can add code here to analyze the responses and evaluate the model's performance\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-5-79afa1bd79f9>\u001b[0m in \u001b[0;36mprocess_docs\u001b[0;34m(docs, client)\u001b[0m\n\u001b[1;32m     42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m             \u001b[0;31m# Query GPT-3.5 Turbo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m             response = client.chat.completions.create(\n\u001b[0m\u001b[1;32m     45\u001b[0m                 \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"gpt-3.5-turbo\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m                 messages=[\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/openai/_utils/_utils.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    270\u001b[0m                         \u001b[0mmsg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34mf\"Missing required argument: {quote(missing[0])}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    271\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 272\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    273\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    274\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m  \u001b[0;31m# type: ignore\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/openai/resources/chat/completions.py\u001b[0m in \u001b[0;36mcreate\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, presence_penalty, response_format, seed, stop, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m    643\u001b[0m         \u001b[0mtimeout\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfloat\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0mhttpx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTimeout\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0mNotGiven\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNOT_GIVEN\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    644\u001b[0m     ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 645\u001b[0;31m         return self._post(\n\u001b[0m\u001b[1;32m    646\u001b[0m             \u001b[0;34m\"/chat/completions\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    647\u001b[0m             body=maybe_transform(\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/openai/_base_client.py\u001b[0m in \u001b[0;36mpost\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1086\u001b[0m             \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"post\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjson_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfiles\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mto_httpx_files\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiles\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1087\u001b[0m         )\n\u001b[0;32m-> 1088\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mResponseT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcast_to\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstream\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstream\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstream_cls\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstream_cls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1089\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1090\u001b[0m     def patch(\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/openai/_base_client.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    851\u001b[0m         \u001b[0mstream_cls\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0m_StreamT\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    852\u001b[0m     ) -> ResponseT | _StreamT:\n\u001b[0;32m--> 853\u001b[0;31m         return self._request(\n\u001b[0m\u001b[1;32m    854\u001b[0m             \u001b[0mcast_to\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcast_to\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    855\u001b[0m             \u001b[0moptions\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/openai/_base_client.py\u001b[0m in \u001b[0;36m_request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    875\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    876\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 877\u001b[0;31m             response = self._client.send(\n\u001b[0m\u001b[1;32m    878\u001b[0m                 \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    879\u001b[0m                 \u001b[0mauth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcustom_auth\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpx/_client.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m    913\u001b[0m         \u001b[0mauth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_build_request_auth\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    914\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 915\u001b[0;31m         response = self._send_handling_auth(\n\u001b[0m\u001b[1;32m    916\u001b[0m             \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    917\u001b[0m             \u001b[0mauth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mauth\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpx/_client.py\u001b[0m in \u001b[0;36m_send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m    941\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    942\u001b[0m             \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 943\u001b[0;31m                 response = self._send_handling_redirects(\n\u001b[0m\u001b[1;32m    944\u001b[0m                     \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    945\u001b[0m                     \u001b[0mfollow_redirects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfollow_redirects\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpx/_client.py\u001b[0m in \u001b[0;36m_send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m    978\u001b[0m                 \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    979\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 980\u001b[0;31m             \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_send_single_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    981\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    982\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_event_hooks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"response\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpx/_client.py\u001b[0m in \u001b[0;36m_send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m   1014\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1015\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mrequest_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1016\u001b[0;31m             \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtransport\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandle_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1017\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1018\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstream\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSyncByteStream\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpx/_transports/default.py\u001b[0m in \u001b[0;36mhandle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    229\u001b[0m         )\n\u001b[1;32m    230\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mmap_httpcore_exceptions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 231\u001b[0;31m             \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pool\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandle_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    232\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    233\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstream\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtyping\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/connection_pool.py\u001b[0m in \u001b[0;36mhandle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    266\u001b[0m                 \u001b[0;32mwith\u001b[0m \u001b[0mShieldCancellation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    267\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresponse_closed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstatus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 268\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    269\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    270\u001b[0m                 \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/connection_pool.py\u001b[0m in \u001b[0;36mhandle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 251\u001b[0;31m                 \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconnection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandle_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    252\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mConnectionNotAvailable\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    253\u001b[0m                 \u001b[0;31m# The ConnectionNotAvailable exception is a special case, that\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/connection.py\u001b[0m in \u001b[0;36mhandle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    101\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mConnectionNotAvailable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    102\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 103\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_connection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandle_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    104\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    105\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_connect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mRequest\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mNetworkStream\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/http11.py\u001b[0m in \u001b[0;36mhandle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    131\u001b[0m                 \u001b[0;32mwith\u001b[0m \u001b[0mTrace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"response_closed\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mtrace\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_response_closed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 133\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    135\u001b[0m     \u001b[0;31m# Sending the request...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/http11.py\u001b[0m in \u001b[0;36mhandle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    109\u001b[0m                     \u001b[0mreason_phrase\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    110\u001b[0m                     \u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 111\u001b[0;31m                 ) = self._receive_response_headers(**kwargs)\n\u001b[0m\u001b[1;32m    112\u001b[0m                 trace.return_value = (\n\u001b[1;32m    113\u001b[0m                     \u001b[0mhttp_version\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/http11.py\u001b[0m in \u001b[0;36m_receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    174\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m         \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 176\u001b[0;31m             \u001b[0mevent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_receive_event\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh11\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mResponse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    178\u001b[0m                 \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_sync/http11.py\u001b[0m in \u001b[0;36m_receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    210\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mevent\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mh11\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNEED_DATA\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 212\u001b[0;31m                 data = self._network_stream.read(\n\u001b[0m\u001b[1;32m    213\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mREAD_NUM_BYTES\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    214\u001b[0m                 )\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/httpcore/_backends/sync.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, max_bytes, timeout)\u001b[0m\n\u001b[1;32m    124\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mmap_exceptions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexc_map\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    125\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msettimeout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 126\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_bytes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    127\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    128\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtyping\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/ssl.py\u001b[0m in \u001b[0;36mrecv\u001b[0;34m(self, buflen, flags)\u001b[0m\n\u001b[1;32m   1224\u001b[0m                     \u001b[0;34m\"non-zero flags not allowed in calls to recv() on %s\"\u001b[0m \u001b[0;34m%\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1225\u001b[0m                     self.__class__)\n\u001b[0;32m-> 1226\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbuflen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1227\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1228\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbuflen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/ssl.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m   1099\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1100\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1101\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1102\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mSSLError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1103\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mSSL_ERROR_EOF\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msuppress_ragged_eofs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "from transformers import AutoModel, AutoTokenizer\n",
    "from tqdm import tqdm\n",
    "\n",
    "# Assuming the Chroma and embedding classes are already defined\n",
    "# and the OpenAI API client is configured\n",
    "def get_relevance_scores(response):\n",
    "    \"\"\"\n",
    "    Extract relevance scores from responses.\n",
    "\n",
    "    :param responses: List of responses\n",
    "    :return: List of relevance scores (1 or 0)\n",
    "    \"\"\"\n",
    "    return 1 if response.strip() == '1' else 0\n",
    "\n",
    "# Define your models and corresponding directories\n",
    "models = [\n",
    "    {\"name\": \"all-mpnet-base-v2\", \"directory\": \"data/chroma/etmpnet\", \"type\": \"sentence-transformer\"},\n",
    "    {\"name\": \"all-MiniLM-L6-v2\", \"directory\": \"data/chroma/etsminilm\", \"type\": \"sentence-transformer\"},\n",
    "    {\"name\": \"m3rg-iitd/matscibert\", \"directory\": \"data/chroma/etscibert\", \"type\": \"huggingface\", \"device\": \"cuda\"}\n",
    "]\n",
    "\n",
    "# Function to initialize embeddings based on model type\n",
    "def init_embeddings(model_info):\n",
    "    if model_info[\"type\"] == \"sentence-transformer\":\n",
    "        return SentenceTransformerEmbeddings(model_name=model_info[\"name\"])\n",
    "    elif model_info[\"type\"] == \"huggingface\":\n",
    "        model_kwargs = {'device': model_info.get(\"device\", \"cuda\")}\n",
    "        return HuggingFaceEmbeddings(model_name=model_info[\"name\"], model_kwargs=model_kwargs)\n",
    "    else:\n",
    "        raise ValueError(\"Unknown model type\")\n",
    "\n",
    "# Function to process documents\n",
    "def process_docs(docs, client):\n",
    "    responses = []\n",
    "    unrelated_count = 0\n",
    "    for table in tqdm(docs):\n",
    "        try:\n",
    "            # Extract table details\n",
    "            caption = table.page_content\n",
    "            actual_table = table.metadata['table']\n",
    "            doi = table.metadata['doi']\n",
    "\n",
    "            # Query GPT-3.5 Turbo\n",
    "            response = client.chat.completions.create(\n",
    "                model=\"gpt-3.5-turbo\",\n",
    "                messages=[\n",
    "                    {\"role\": \"system\", \"content\": \"Check if the table below contains chemical compositions or oxides of materials, such as sio2, al2o3, fe2o3 content. If it is related, respond with 1 only, if not, respond with 0 only.\"},\n",
    "                    {\"role\": \"user\", \"content\": f\"{caption} {actual_table}\"}\n",
    "                ],\n",
    "                temperature=0.1,\n",
    "                max_tokens=600,\n",
    "                top_p=1\n",
    "            )\n",
    "            \n",
    "            print(actual_table)\n",
    "            # Process response\n",
    "            RR = response.choices[0].message.content\n",
    "            print(RR)\n",
    "\n",
    "            RR = get_relevance_scores(RR) \n",
    "            print(RR)\n",
    "\n",
    "            responses.append((RR, caption, doi))\n",
    "        except Exception as e:\n",
    "            print(e)\n",
    "            responses.append((0, caption, doi))\n",
    "    return responses\n",
    "\n",
    "\n",
    "def save_responses(model_name, responses):\n",
    "    model_name = model_name.replace(\"/\", \"_\").replace(\"\\\\\", \"_\")\n",
    "    \n",
    "    filename = f\"responses_{model_name}.json\"\n",
    "    with open(filename, 'w') as file:\n",
    "        json.dump(responses, file)\n",
    "    print(f\"Responses saved for model {model_name}\")\n",
    "    \n",
    "# Main loop\n",
    "for model_info in models:\n",
    "    print(f\"Processing with model: {model_info['name']}\")\n",
    "\n",
    "    # Initialize embeddings and Chroma DB\n",
    "    embeddings = init_embeddings(model_info)\n",
    "    tvdb = Chroma(persist_directory=model_info[\"directory\"], embedding_function=embeddings)\n",
    "\n",
    "    # Perform similarity search\n",
    "    question = \"What are the major oxide or chemical compositions, such as CaO, SiO2, MgO, Al2O3, of materials?\"\n",
    "    docs = tvdb.similarity_search(question, k=100000)\n",
    "    sampled_docs = docs[::50]  # This will take every 50th document from the list\n",
    "\n",
    "    # Process documents\n",
    "    responses = process_docs(sampled_docs, client)\n",
    "\n",
    "    # You can add code here to analyze the responses and evaluate the model's performance\n",
    "\n",
    "    print(f\"Completed processing for model: {model_info['name']}_sampled\")\n",
    "\n",
    "    # Save responses\n",
    "    save_responses(model_info['name']+'_sampled', responses)\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e1417148",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No sentence-transformers model found with name /home/synthesisproject/.cache/torch/sentence_transformers/m3rg-iitd_matscibert. Creating a new one with MEAN pooling.\n",
      "Some weights of BertModel were not initialized from the model checkpoint at /home/synthesisproject/.cache/torch/sentence_transformers/m3rg-iitd_matscibert and are newly initialized: ['bert.pooler.dense.bias', 'bert.pooler.dense.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
      "100%|██████████| 2000/2000 [12:33<00:00,  2.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Completed processing for model: No embedding_sampled\n",
      "Responses saved for model No embedding_sampled\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from transformers import AutoModel, AutoTokenizer\n",
    "from tqdm import tqdm\n",
    "\n",
    "# Assuming the Chroma and embedding classes are already defined\n",
    "# and the OpenAI API client is configured\n",
    "def get_relevance_scores(response):\n",
    "    \"\"\"\n",
    "    Extract relevance scores from responses.\n",
    "\n",
    "    :param responses: List of responses\n",
    "    :return: List of relevance scores (1 or 0)\n",
    "    \"\"\"\n",
    "    return [1 if response.strip() == '1' else 0]\n",
    "\n",
    "# Define your models and corresponding directories\n",
    "model = [\n",
    "    {\"name\": \"No embedding\", \"directory\": \"\", \"type\": \"\"},\n",
    "]\n",
    "\n",
    "# Function to initialize embeddings based on model type\n",
    "def init_embeddings(model_info):\n",
    "    if model_info[\"type\"] == \"sentence-transformer\":\n",
    "        return SentenceTransformerEmbeddings(model_name=model_info[\"name\"])\n",
    "    elif model_info[\"type\"] == \"huggingface\":\n",
    "        model_kwargs = {'device': model_info.get(\"device\", \"cuda\")}\n",
    "        return HuggingFaceEmbeddings(model_name=model_info[\"name\"], model_kwargs=model_kwargs)\n",
    "    else:\n",
    "        raise ValueError(\"Unknown model type\")\n",
    "\n",
    "# Function to process documents\n",
    "def process_docs(docs, client):\n",
    "    responses = []\n",
    "    unrelated_count = 0\n",
    "    for table in tqdm(docs):\n",
    "        try:\n",
    "            # Extract table details\n",
    "            caption = table.page_content\n",
    "            actual_table = table.metadata['table']\n",
    "            doi = table.metadata['doi']\n",
    "\n",
    "            # Query GPT-3.5 Turbo\n",
    "            response = client.chat.completions.create(\n",
    "                model=\"gpt-3.5-turbo\",\n",
    "                messages=[\n",
    "                    {\"role\": \"system\", \"content\": \"Check if the table below contains chemical compositions or oxides of materials, such as sio2, al2o3, fe2o3 content. If it is related, respond with 1 only, if not, respond with 0 only.\"},\n",
    "                    {\"role\": \"user\", \"content\": f\"{caption} {actual_table}\"}\n",
    "                ],\n",
    "                temperature=0.1,\n",
    "                max_tokens=10,\n",
    "                top_p=1\n",
    "            )\n",
    "\n",
    "            # Process response\n",
    "            RR = response.choices[0].message.content\n",
    "            RR = get_relevance_scores(RR) \n",
    "            responses.append((RR, caption, doi))\n",
    "        except Exception as e:\n",
    "            responses.append((0, caption, doi))\n",
    "    return responses\n",
    "\n",
    "\n",
    "def save_responses(model_name, responses):\n",
    "    model_name = model_name.replace(\"/\", \"_\").replace(\"\\\\\", \"_\")\n",
    "    \n",
    "    filename = f\"responses_{model_name}.json\"\n",
    "    with open(filename, 'w') as file:\n",
    "        json.dump(responses, file)\n",
    "    print(f\"Responses saved for model {model_name}\")\n",
    "    \n",
    "# Main loop\n",
    "for model_info in model:\n",
    "    embeddings = init_embeddings(model_info)\n",
    "\n",
    "    # Initialize embeddings and Chroma DB\n",
    "    tvdb = Chroma(persist_directory=model_info[\"directory\"], embedding_function=embeddings)\n",
    "\n",
    "    # Perform similarity search\n",
    "    question = \"What are the major oxide or chemical compositions, such as CaO, SiO2, MgO, Al2O3, of materials?\"\n",
    "    docs = tvdb.similarity_search(question, k=100000)\n",
    "    sampled_docs = random.sample(docs, 2000)\n",
    "\n",
    "    # Process documents\n",
    "    responses = process_docs(sampled_docs, client)\n",
    "\n",
    "    # You can add code here to analyze the responses and evaluate the model's performance\n",
    "\n",
    "    print(f\"Completed processing for model: {model_info['name']}_sampled\")\n",
    "\n",
    "    # Save responses\n",
    "    save_responses('No embedding'+'_sampled', responses)\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bec0f807",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "keywords = {\"al2o3\", \"fe2o3\", \"cao\", \"mgo\", \"so3\", \"tio2\", \"mno\", \"k2o\", \"na2o\", \"loi\", \"loss of ignition\", \"ignition loss\"}\n",
    "responses_cleaned = []\n",
    "\n",
    "\n",
    "\n",
    "  \n",
    "\n",
    "        \n",
    "def plot_cumulative_ones(responses, model_name):\n",
    "    # Extract relevance scores from responses\n",
    "    relevance_scores = []\n",
    "    for (score, table, doi) in responses:\n",
    "        # Check if score is a list\n",
    "        if isinstance(score, list):\n",
    "            # Further check if the list is non-empty and contains an integer\n",
    "            if score and isinstance(score[0], int):\n",
    "                relevance_scores.append(score[0])\n",
    "            else:\n",
    "                print(\"Found a list, but it's either empty or does not contain an integer:\", score)\n",
    "                relevance_scores.append(0)\n",
    "        # Check if score is an integer\n",
    "        elif isinstance(score, int):\n",
    "            relevance_scores.append(score)\n",
    "        else:\n",
    "            print(\"Score is neither a list nor an integer:\", score)\n",
    "            relevance_scores.append(0)\n",
    "    \n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "    # Calculate cumulative sum\n",
    "    cumulative_ones = np.cumsum(relevance_scores)\n",
    "    # Prepare x-values for plotting (every 50th document)\n",
    "    x_values = np.arange(0, len(cumulative_ones) * 50, 50)\n",
    "    \n",
    "    # Plot cumulative counts\n",
    "    plt.plot(x_values, cumulative_ones*50, label=model_name,marker='o',markersize=2)\n",
    "\n",
    "# Loop through the models and plot\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "\n",
    "# Define your models and corresponding directories\n",
    "models = [\n",
    "    {\"name\": \"all-mpnet-base-v2\", \"directory\": \"data/chroma/etmpnet\", \"type\": \"sentence-transformer\"},\n",
    "    {\"name\": \"all-MiniLM-L6-v2\", \"directory\": \"data/chroma/etsminilm\", \"type\": \"sentence-transformer\"},\n",
    "    {\"name\": \"m3rg-iitd/matscibert\", \"directory\": \"data/chroma/etscibert\", \"type\": \"huggingface\", \"device\": \"cuda\"},\n",
    "    {\"name\": \"No embedding\", \"directory\": \"\", \"type\": \"\"},\n",
    "    #{\"name\": \"Okapi BM25 + all-MiniLM-L6-v2\", \"directory\": \"\", \"type\": \"\"},\n",
    "\n",
    "]\n",
    "\n",
    "for model_info in models:\n",
    "    model_name = model_info['name'].replace(\"/\", \"_\").replace(\"\\\\\", \"_\")\n",
    "    filename = f\"responses_{model_name}_sampled.json\"\n",
    "\n",
    "    if os.path.exists(filename):\n",
    "        with open(filename, 'r') as file:\n",
    "            responses = json.load(file)\n",
    "        for score, table, doi in responses:\n",
    "        # Check if any keyword is in table (case insensitive)\n",
    "            if any(keyword in str(table).lower() for keyword in keywords):\n",
    "                responses_cleaned.append((score, table, doi))\n",
    "\n",
    "        # Determine the number of elements to pad\n",
    "        num_to_pad = len(responses) - len(responses_cleaned)\n",
    "\n",
    "        # Create padding tuples, here using (None, None, None) as placeholders\n",
    "        padding = [(0, 0, 0) for _ in range(num_to_pad)]\n",
    "\n",
    "        # Extend responses_cleaned with the padding\n",
    "        responses_cleaned.extend(padding)        \n",
    "        \n",
    "        plot_cumulative_ones(responses, model_info['name'])\n",
    "        if model_info['name']==\"No embedding\":\n",
    "            plot_cumulative_ones(responses_cleaned, \"Keyword filtering\")\n",
    "    else:\n",
    "        print(f\"File {filename} does not exist.\")\n",
    "\n",
    "        \n",
    "        \n",
    "        \n",
    "\n",
    "\n",
    "        \n",
    "        \n",
    "plt.xlim(0, 100000)\n",
    "plt.ylim(0, 10000)\n",
    "plt.xlabel('Top-k value')\n",
    "plt.ylabel('Sampled cumulative gain')\n",
    "plt.legend(loc=2)\n",
    "plt.grid(True)\n",
    "\n",
    "plt.savefig('filename.pdf')\n",
    "!pdftoppm -png -r 300 filename.pdf filename\n",
    "\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "soroush2",
   "language": "python",
   "name": "soroush2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}