diff --git a/load_market_data.sh b/load_market_data.sh
new file mode 100755
index 0000000..74ff49b
--- /dev/null
+++ b/load_market_data.sh
@@ -0,0 +1,57 @@
+#!/usr/bin/env bash
+
+date=${1}
+if [ "${date}" == "" ] ; then
+    date="yesterday"
+fi
+
+SourceHost=cryptoval3.cvtt.vpn
+SourceUser=cvtt
+SourceRootDir=/localdisk/cvtt/archive/md_archive
+SourceFile=$(date -d ${date} "+%Y%m%d.mktdata.db")
+SourceFileZip="${SourceFile}.gz"
+SourceFilePath=$(date -d ${date} "+${SourceRootDir}/%Y/%m/${SourceFileZip}")
+
+TargetDir="/opt/jupyter_gpu/data/crypto_md"
+TargetFile=$(date -d ${date} "+%Y%m%d.mktdata.ohlcv.db")
+TargetFilePath="${TargetDir}/${TargetFile}"
+
+echo ${SourceFile}
+tmp_dir=$(mktemp -d)
+
+function cleanup {
+    cd ${HOME}
+    rm -rf ${tmp_dir}
+}
+trap cleanup EXIT
+
+function download_file {
+
+    Cmd="rsync"
+    Cmd="${Cmd} -ahv"
+    if tty -s; then    
+        Cmd="${Cmd} --progress=info2"
+    fi
+    Cmd="${Cmd} ${SourceUser}@${SourceHost}:${SourceFilePath} ${tmp_dir}/"
+    echo ${Cmd}
+    eval ${Cmd}
+    ls -lh ${tmp_dir}
+    Cmd="gunzip ${tmp_dir}/${SourceFileZip}"
+    echo ${Cmd} && eval ${Cmd}
+    ls -lh ${tmp_dir}
+
+    rm -f ${TargetFilePath}
+    touch ${TargetFilePath}
+
+    for table in bnbfut_ohlcv_1min bnbspot_ohlcv_1min coinbase_ohlcv_1min
+    do
+        Cmd="sqlite3 ${tmp_dir}/${SourceFile} \".dump ${table}\" | sqlite3 ${TargetFilePath}"
+        echo ${Cmd}
+        eval ${Cmd}
+    done
+    chmod 600 ${TargetFilePath}
+    ls -lh ${TargetFilePath}
+
+
+}
+download_file
diff --git a/tensorflow/.env b/tensorflow/.env
new file mode 100644
index 0000000..267b92a
--- /dev/null
+++ b/tensorflow/.env
@@ -0,0 +1,2 @@
+ROOT_DIR=/opt/jupyter_gpu/tensorflow
+JUPYTER_PORT=9999
diff --git a/tensorflow/Dockerfile b/tensorflow/Dockerfile
new file mode 100644
index 0000000..97776b9
--- /dev/null
+++ b/tensorflow/Dockerfile
@@ -0,0 +1,31 @@
+# Use the official TensorFlow image with GPU support
+FROM tensorflow/tensorflow:latest-gpu-jupyter
+
+# Install necessary packages
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential \
+    curl \
+    ca-certificates \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN useradd -m -s /bin/bash oleg
+
+RUN mkdir -p /workspace/tf_cache
+
+# Install packages
+RUN pip install tensorflow-gpu
+RUN pip install jupyterlab
+RUN pip install plotly
+
+# Install additional applications
+RUN apt update
+RUN apt-get install graphviz -y
+
+# Set the working directory
+WORKDIR /workspace
+
+# Expose the port for JupyterLab
+EXPOSE ${JUPYTER_PORT}
+
+# Command to run JupyterLab
+CMD ["jupyter-lab", "--ip=0.0.0.0", "--port=9999", "--no-browser", "--allow-root", "--NotebookApp.token=''"]
diff --git a/tensorflow/docker-compose.yml b/tensorflow/docker-compose.yml
new file mode 100644
index 0000000..bc67f84
--- /dev/null
+++ b/tensorflow/docker-compose.yml
@@ -0,0 +1,25 @@
+version: '3.8'
+
+#==================================================
+# Relies on the file `.env` content for varables:
+#    ROOT_DIR
+#    JUPYTER_PORT
+#==================================================
+
+services:
+  jupyter:
+    user: "oleg"
+    build: ${ROOT_DIR}
+    image: cvtt/jupyter_gpu_tf:v1.0.2
+    container_name: jupyter_gpu_tf
+    runtime: nvidia
+    environment:
+      - JUPYTER_ENABLE_LAB=yes
+      - TF_CACHE_DIR=/workspace/tf_cache
+    volumes:
+      - ${ROOT_DIR}/notebooks:/workspace
+      - ${ROOT_DIR}/jupyter_settings/user-settings:/home/oleg/.jupyter/lab/user-settings
+      - ${ROOT_DIR}/jupyter_settings/workspaces:/home/oleg/.jupyter/lab/workspaces
+    ports:
+      - "${JUPYTER_PORT}:${JUPYTER_PORT}"
+    shm_size: "8gb"
diff --git a/tensorflow/notebooks/Loading Market Data Example.ipynb b/tensorflow/notebooks/Loading Market Data Example.ipynb
new file mode 100644
index 0000000..10b7165
--- /dev/null
+++ b/tensorflow/notebooks/Loading Market Data Example.ipynb	
@@ -0,0 +1,1221 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89251b34-9738-4fa3-b2db-7d6a7dde7d48",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sqlite3\n",
+    "import pandas as pd\n",
+    "from datetime import datetime\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ecd2b95-b212-44a4-ac15-ff7aa4f032f9",
+   "metadata": {},
+   "source": [
+    "### Here you the database file containing 1 day of 1min data\n",
+    "The name of the file contains the date."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eb24b805-ee73-4db4-b1de-0c43bea7d86f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mktdata_db_file = \"/workspace/data/crypto_md/20240602.mktdata.ohlcv.db\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2b7808c-1c78-49cb-9081-bde325b4f30a",
+   "metadata": {},
+   "source": [
+    "### Simple query that gets everything into DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "8dcb0ec1-4e55-4d13-91fc-57c24fac6460",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tstamp</th>\n",
+       "      <th>exchange_id</th>\n",
+       "      <th>instrument_id</th>\n",
+       "      <th>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>vwap</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1717286400000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67719.2900</td>\n",
+       "      <td>67721.7300</td>\n",
+       "      <td>67708.1100</td>\n",
+       "      <td>67719.9600</td>\n",
+       "      <td>1.888240</td>\n",
+       "      <td>67713.845756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1717286460000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67714.1600</td>\n",
+       "      <td>67717.3500</td>\n",
+       "      <td>67707.6800</td>\n",
+       "      <td>67709.8800</td>\n",
+       "      <td>0.655358</td>\n",
+       "      <td>67712.153017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1717286520000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67709.8800</td>\n",
+       "      <td>67709.8800</td>\n",
+       "      <td>67689.7000</td>\n",
+       "      <td>67691.3100</td>\n",
+       "      <td>1.001506</td>\n",
+       "      <td>67697.965852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1717286580000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67692.3300</td>\n",
+       "      <td>67713.0600</td>\n",
+       "      <td>67691.2200</td>\n",
+       "      <td>67713.0600</td>\n",
+       "      <td>5.652547</td>\n",
+       "      <td>67695.441479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1717286640000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67713.0600</td>\n",
+       "      <td>67721.3300</td>\n",
+       "      <td>67710.7700</td>\n",
+       "      <td>67715.0500</td>\n",
+       "      <td>2.997525</td>\n",
+       "      <td>67715.683416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5755</th>\n",
+       "      <td>1717372500000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5136</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5136</td>\n",
+       "      <td>2505.022090</td>\n",
+       "      <td>0.513596</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5756</th>\n",
+       "      <td>1717372560000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>5612.821763</td>\n",
+       "      <td>0.513489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5757</th>\n",
+       "      <td>1717372620000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>5503.452073</td>\n",
+       "      <td>0.513377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5758</th>\n",
+       "      <td>1717372680000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>3925.979599</td>\n",
+       "      <td>0.513428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5759</th>\n",
+       "      <td>1717372740000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>21244.669839</td>\n",
+       "      <td>0.513309</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5760 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   tstamp exchange_id instrument_id        open        high  \\\n",
+       "0     1717286400000000000    COINBASE  PAIR-BTC-USD  67719.2900  67721.7300   \n",
+       "1     1717286460000000000    COINBASE  PAIR-BTC-USD  67714.1600  67717.3500   \n",
+       "2     1717286520000000000    COINBASE  PAIR-BTC-USD  67709.8800  67709.8800   \n",
+       "3     1717286580000000000    COINBASE  PAIR-BTC-USD  67692.3300  67713.0600   \n",
+       "4     1717286640000000000    COINBASE  PAIR-BTC-USD  67713.0600  67721.3300   \n",
+       "...                   ...         ...           ...         ...         ...   \n",
+       "5755  1717372500000000000    COINBASE  PAIR-XRP-USD      0.5135      0.5136   \n",
+       "5756  1717372560000000000    COINBASE  PAIR-XRP-USD      0.5135      0.5135   \n",
+       "5757  1717372620000000000    COINBASE  PAIR-XRP-USD      0.5134      0.5135   \n",
+       "5758  1717372680000000000    COINBASE  PAIR-XRP-USD      0.5133      0.5135   \n",
+       "5759  1717372740000000000    COINBASE  PAIR-XRP-USD      0.5135      0.5135   \n",
+       "\n",
+       "             low       close        volume          vwap  \n",
+       "0     67708.1100  67719.9600      1.888240  67713.845756  \n",
+       "1     67707.6800  67709.8800      0.655358  67712.153017  \n",
+       "2     67689.7000  67691.3100      1.001506  67697.965852  \n",
+       "3     67691.2200  67713.0600      5.652547  67695.441479  \n",
+       "4     67710.7700  67715.0500      2.997525  67715.683416  \n",
+       "...          ...         ...           ...           ...  \n",
+       "5755      0.5134      0.5136   2505.022090      0.513596  \n",
+       "5756      0.5134      0.5134   5612.821763      0.513489  \n",
+       "5757      0.5133      0.5133   5503.452073      0.513377  \n",
+       "5758      0.5133      0.5134   3925.979599      0.513428  \n",
+       "5759      0.5133      0.5133  21244.669839      0.513309  \n",
+       "\n",
+       "[5760 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "db_conn = sqlite3.connect(mktdata_db_file)\n",
+    "\n",
+    "df = pd.read_sql_query(\"select * from coinbase_ohlcv_1min\", db_conn)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a01c3aad-7e84-41ce-a835-06f35bd65668",
+   "metadata": {},
+   "source": [
+    "### Timestamp is not very convenient, so we can make it look nicer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c00fce97-69d0-47d2-be97-410d8c826292",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tstamp</th>\n",
+       "      <th>exchange_id</th>\n",
+       "      <th>instrument_id</th>\n",
+       "      <th>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>vwap</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:00:00</th>\n",
+       "      <td>1717286400000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67719.2900</td>\n",
+       "      <td>67721.7300</td>\n",
+       "      <td>67708.1100</td>\n",
+       "      <td>67719.9600</td>\n",
+       "      <td>1.888240</td>\n",
+       "      <td>67713.845756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:01:00</th>\n",
+       "      <td>1717286460000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67714.1600</td>\n",
+       "      <td>67717.3500</td>\n",
+       "      <td>67707.6800</td>\n",
+       "      <td>67709.8800</td>\n",
+       "      <td>0.655358</td>\n",
+       "      <td>67712.153017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:02:00</th>\n",
+       "      <td>1717286520000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67709.8800</td>\n",
+       "      <td>67709.8800</td>\n",
+       "      <td>67689.7000</td>\n",
+       "      <td>67691.3100</td>\n",
+       "      <td>1.001506</td>\n",
+       "      <td>67697.965852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:03:00</th>\n",
+       "      <td>1717286580000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67692.3300</td>\n",
+       "      <td>67713.0600</td>\n",
+       "      <td>67691.2200</td>\n",
+       "      <td>67713.0600</td>\n",
+       "      <td>5.652547</td>\n",
+       "      <td>67695.441479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:04:00</th>\n",
+       "      <td>1717286640000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67713.0600</td>\n",
+       "      <td>67721.3300</td>\n",
+       "      <td>67710.7700</td>\n",
+       "      <td>67715.0500</td>\n",
+       "      <td>2.997525</td>\n",
+       "      <td>67715.683416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:55:00</th>\n",
+       "      <td>1717372500000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5136</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5136</td>\n",
+       "      <td>2505.022090</td>\n",
+       "      <td>0.513596</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:56:00</th>\n",
+       "      <td>1717372560000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>5612.821763</td>\n",
+       "      <td>0.513489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:57:00</th>\n",
+       "      <td>1717372620000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>5503.452073</td>\n",
+       "      <td>0.513377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:58:00</th>\n",
+       "      <td>1717372680000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>3925.979599</td>\n",
+       "      <td>0.513428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:59:00</th>\n",
+       "      <td>1717372740000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>21244.669839</td>\n",
+       "      <td>0.513309</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5760 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  tstamp exchange_id instrument_id  \\\n",
+       "timestamp                                                            \n",
+       "2024-06-02 00:00:00  1717286400000000000    COINBASE  PAIR-BTC-USD   \n",
+       "2024-06-02 00:01:00  1717286460000000000    COINBASE  PAIR-BTC-USD   \n",
+       "2024-06-02 00:02:00  1717286520000000000    COINBASE  PAIR-BTC-USD   \n",
+       "2024-06-02 00:03:00  1717286580000000000    COINBASE  PAIR-BTC-USD   \n",
+       "2024-06-02 00:04:00  1717286640000000000    COINBASE  PAIR-BTC-USD   \n",
+       "...                                  ...         ...           ...   \n",
+       "2024-06-02 23:55:00  1717372500000000000    COINBASE  PAIR-XRP-USD   \n",
+       "2024-06-02 23:56:00  1717372560000000000    COINBASE  PAIR-XRP-USD   \n",
+       "2024-06-02 23:57:00  1717372620000000000    COINBASE  PAIR-XRP-USD   \n",
+       "2024-06-02 23:58:00  1717372680000000000    COINBASE  PAIR-XRP-USD   \n",
+       "2024-06-02 23:59:00  1717372740000000000    COINBASE  PAIR-XRP-USD   \n",
+       "\n",
+       "                           open        high         low       close  \\\n",
+       "timestamp                                                             \n",
+       "2024-06-02 00:00:00  67719.2900  67721.7300  67708.1100  67719.9600   \n",
+       "2024-06-02 00:01:00  67714.1600  67717.3500  67707.6800  67709.8800   \n",
+       "2024-06-02 00:02:00  67709.8800  67709.8800  67689.7000  67691.3100   \n",
+       "2024-06-02 00:03:00  67692.3300  67713.0600  67691.2200  67713.0600   \n",
+       "2024-06-02 00:04:00  67713.0600  67721.3300  67710.7700  67715.0500   \n",
+       "...                         ...         ...         ...         ...   \n",
+       "2024-06-02 23:55:00      0.5135      0.5136      0.5134      0.5136   \n",
+       "2024-06-02 23:56:00      0.5135      0.5135      0.5134      0.5134   \n",
+       "2024-06-02 23:57:00      0.5134      0.5135      0.5133      0.5133   \n",
+       "2024-06-02 23:58:00      0.5133      0.5135      0.5133      0.5134   \n",
+       "2024-06-02 23:59:00      0.5135      0.5135      0.5133      0.5133   \n",
+       "\n",
+       "                           volume          vwap  \n",
+       "timestamp                                        \n",
+       "2024-06-02 00:00:00      1.888240  67713.845756  \n",
+       "2024-06-02 00:01:00      0.655358  67712.153017  \n",
+       "2024-06-02 00:02:00      1.001506  67697.965852  \n",
+       "2024-06-02 00:03:00      5.652547  67695.441479  \n",
+       "2024-06-02 00:04:00      2.997525  67715.683416  \n",
+       "...                           ...           ...  \n",
+       "2024-06-02 23:55:00   2505.022090      0.513596  \n",
+       "2024-06-02 23:56:00   5612.821763      0.513489  \n",
+       "2024-06-02 23:57:00   5503.452073      0.513377  \n",
+       "2024-06-02 23:58:00   3925.979599      0.513428  \n",
+       "2024-06-02 23:59:00  21244.669839      0.513309  \n",
+       "\n",
+       "[5760 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"timestamp\"] = pd.to_datetime(df['tstamp'], unit='ns')\n",
+    "df.set_index(\"timestamp\", inplace=True)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62b24872-8425-44d0-b37a-29792d88f20f",
+   "metadata": {},
+   "source": [
+    "### If you want individual instruments, you could create the function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "75929164-87f7-4125-b20b-5de745b9b9c4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tstamp</th>\n",
+       "      <th>exchange_id</th>\n",
+       "      <th>instrument_id</th>\n",
+       "      <th>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>vwap</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:00:00</th>\n",
+       "      <td>1717286400000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:01:00</th>\n",
+       "      <td>1717286460000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67714.16</td>\n",
+       "      <td>67717.35</td>\n",
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+       "      <td>67709.88</td>\n",
+       "      <td>0.655358</td>\n",
+       "      <td>67712.153017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:02:00</th>\n",
+       "      <td>1717286520000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67709.88</td>\n",
+       "      <td>67709.88</td>\n",
+       "      <td>67689.70</td>\n",
+       "      <td>67691.31</td>\n",
+       "      <td>1.001506</td>\n",
+       "      <td>67697.965852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:03:00</th>\n",
+       "      <td>1717286580000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67692.33</td>\n",
+       "      <td>67713.06</td>\n",
+       "      <td>67691.22</td>\n",
+       "      <td>67713.06</td>\n",
+       "      <td>5.652547</td>\n",
+       "      <td>67695.441479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:04:00</th>\n",
+       "      <td>1717286640000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67713.06</td>\n",
+       "      <td>67721.33</td>\n",
+       "      <td>67710.77</td>\n",
+       "      <td>67715.05</td>\n",
+       "      <td>2.997525</td>\n",
+       "      <td>67715.683416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:55:00</th>\n",
+       "      <td>1717372500000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67757.09</td>\n",
+       "      <td>67757.26</td>\n",
+       "      <td>67750.32</td>\n",
+       "      <td>67753.93</td>\n",
+       "      <td>0.326117</td>\n",
+       "      <td>67753.207138</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:56:00</th>\n",
+       "      <td>1717372560000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67755.00</td>\n",
+       "      <td>67761.34</td>\n",
+       "      <td>67735.05</td>\n",
+       "      <td>67755.35</td>\n",
+       "      <td>1.259457</td>\n",
+       "      <td>67744.858199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:57:00</th>\n",
+       "      <td>1717372620000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67755.39</td>\n",
+       "      <td>67759.88</td>\n",
+       "      <td>67753.74</td>\n",
+       "      <td>67757.49</td>\n",
+       "      <td>0.429578</td>\n",
+       "      <td>67757.147946</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:58:00</th>\n",
+       "      <td>1717372680000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67757.27</td>\n",
+       "      <td>67759.90</td>\n",
+       "      <td>67748.41</td>\n",
+       "      <td>67750.71</td>\n",
+       "      <td>0.683678</td>\n",
+       "      <td>67756.292991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:59:00</th>\n",
+       "      <td>1717372740000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-BTC-USD</td>\n",
+       "      <td>67752.14</td>\n",
+       "      <td>67754.50</td>\n",
+       "      <td>67725.25</td>\n",
+       "      <td>67735.52</td>\n",
+       "      <td>0.530943</td>\n",
+       "      <td>67747.261494</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1440 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  tstamp exchange_id instrument_id      open  \\\n",
+       "timestamp                                                                      \n",
+       "2024-06-02 00:00:00  1717286400000000000    COINBASE  PAIR-BTC-USD  67719.29   \n",
+       "2024-06-02 00:01:00  1717286460000000000    COINBASE  PAIR-BTC-USD  67714.16   \n",
+       "2024-06-02 00:02:00  1717286520000000000    COINBASE  PAIR-BTC-USD  67709.88   \n",
+       "2024-06-02 00:03:00  1717286580000000000    COINBASE  PAIR-BTC-USD  67692.33   \n",
+       "2024-06-02 00:04:00  1717286640000000000    COINBASE  PAIR-BTC-USD  67713.06   \n",
+       "...                                  ...         ...           ...       ...   \n",
+       "2024-06-02 23:55:00  1717372500000000000    COINBASE  PAIR-BTC-USD  67757.09   \n",
+       "2024-06-02 23:56:00  1717372560000000000    COINBASE  PAIR-BTC-USD  67755.00   \n",
+       "2024-06-02 23:57:00  1717372620000000000    COINBASE  PAIR-BTC-USD  67755.39   \n",
+       "2024-06-02 23:58:00  1717372680000000000    COINBASE  PAIR-BTC-USD  67757.27   \n",
+       "2024-06-02 23:59:00  1717372740000000000    COINBASE  PAIR-BTC-USD  67752.14   \n",
+       "\n",
+       "                         high       low     close    volume          vwap  \n",
+       "timestamp                                                                  \n",
+       "2024-06-02 00:00:00  67721.73  67708.11  67719.96  1.888240  67713.845756  \n",
+       "2024-06-02 00:01:00  67717.35  67707.68  67709.88  0.655358  67712.153017  \n",
+       "2024-06-02 00:02:00  67709.88  67689.70  67691.31  1.001506  67697.965852  \n",
+       "2024-06-02 00:03:00  67713.06  67691.22  67713.06  5.652547  67695.441479  \n",
+       "2024-06-02 00:04:00  67721.33  67710.77  67715.05  2.997525  67715.683416  \n",
+       "...                       ...       ...       ...       ...           ...  \n",
+       "2024-06-02 23:55:00  67757.26  67750.32  67753.93  0.326117  67753.207138  \n",
+       "2024-06-02 23:56:00  67761.34  67735.05  67755.35  1.259457  67744.858199  \n",
+       "2024-06-02 23:57:00  67759.88  67753.74  67757.49  0.429578  67757.147946  \n",
+       "2024-06-02 23:58:00  67759.90  67748.41  67750.71  0.683678  67756.292991  \n",
+       "2024-06-02 23:59:00  67754.50  67725.25  67735.52  0.530943  67747.261494  \n",
+       "\n",
+       "[1440 rows x 9 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tstamp</th>\n",
+       "      <th>exchange_id</th>\n",
+       "      <th>instrument_id</th>\n",
+       "      <th>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>vwap</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:00:00</th>\n",
+       "      <td>1717286400000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3812.49</td>\n",
+       "      <td>3812.92</td>\n",
+       "      <td>3812.48</td>\n",
+       "      <td>3812.65</td>\n",
+       "      <td>296.984283</td>\n",
+       "      <td>3812.885799</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:01:00</th>\n",
+       "      <td>1717286460000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3812.88</td>\n",
+       "      <td>3812.92</td>\n",
+       "      <td>3812.66</td>\n",
+       "      <td>3812.92</td>\n",
+       "      <td>22.584759</td>\n",
+       "      <td>3812.885708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:02:00</th>\n",
+       "      <td>1717286520000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3812.92</td>\n",
+       "      <td>3812.92</td>\n",
+       "      <td>3812.17</td>\n",
+       "      <td>3812.17</td>\n",
+       "      <td>36.230701</td>\n",
+       "      <td>3812.738323</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:03:00</th>\n",
+       "      <td>1717286580000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3812.16</td>\n",
+       "      <td>3813.17</td>\n",
+       "      <td>3812.14</td>\n",
+       "      <td>3813.17</td>\n",
+       "      <td>66.984405</td>\n",
+       "      <td>3812.827731</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:04:00</th>\n",
+       "      <td>1717286640000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3813.16</td>\n",
+       "      <td>3813.17</td>\n",
+       "      <td>3813.13</td>\n",
+       "      <td>3813.17</td>\n",
+       "      <td>82.781325</td>\n",
+       "      <td>3813.169087</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:55:00</th>\n",
+       "      <td>1717372500000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3783.34</td>\n",
+       "      <td>3784.43</td>\n",
+       "      <td>3783.33</td>\n",
+       "      <td>3783.57</td>\n",
+       "      <td>17.409328</td>\n",
+       "      <td>3783.902157</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:56:00</th>\n",
+       "      <td>1717372560000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3783.57</td>\n",
+       "      <td>3783.86</td>\n",
+       "      <td>3782.20</td>\n",
+       "      <td>3783.86</td>\n",
+       "      <td>6.632875</td>\n",
+       "      <td>3783.094935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:57:00</th>\n",
+       "      <td>1717372620000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3783.86</td>\n",
+       "      <td>3783.94</td>\n",
+       "      <td>3782.16</td>\n",
+       "      <td>3782.18</td>\n",
+       "      <td>7.826235</td>\n",
+       "      <td>3782.958328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:58:00</th>\n",
+       "      <td>1717372680000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3782.23</td>\n",
+       "      <td>3782.24</td>\n",
+       "      <td>3779.83</td>\n",
+       "      <td>3779.86</td>\n",
+       "      <td>9.020492</td>\n",
+       "      <td>3781.022292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:59:00</th>\n",
+       "      <td>1717372740000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-ETH-USD</td>\n",
+       "      <td>3779.86</td>\n",
+       "      <td>3780.05</td>\n",
+       "      <td>3778.26</td>\n",
+       "      <td>3778.88</td>\n",
+       "      <td>39.588810</td>\n",
+       "      <td>3778.964208</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1440 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  tstamp exchange_id instrument_id     open  \\\n",
+       "timestamp                                                                     \n",
+       "2024-06-02 00:00:00  1717286400000000000    COINBASE  PAIR-ETH-USD  3812.49   \n",
+       "2024-06-02 00:01:00  1717286460000000000    COINBASE  PAIR-ETH-USD  3812.88   \n",
+       "2024-06-02 00:02:00  1717286520000000000    COINBASE  PAIR-ETH-USD  3812.92   \n",
+       "2024-06-02 00:03:00  1717286580000000000    COINBASE  PAIR-ETH-USD  3812.16   \n",
+       "2024-06-02 00:04:00  1717286640000000000    COINBASE  PAIR-ETH-USD  3813.16   \n",
+       "...                                  ...         ...           ...      ...   \n",
+       "2024-06-02 23:55:00  1717372500000000000    COINBASE  PAIR-ETH-USD  3783.34   \n",
+       "2024-06-02 23:56:00  1717372560000000000    COINBASE  PAIR-ETH-USD  3783.57   \n",
+       "2024-06-02 23:57:00  1717372620000000000    COINBASE  PAIR-ETH-USD  3783.86   \n",
+       "2024-06-02 23:58:00  1717372680000000000    COINBASE  PAIR-ETH-USD  3782.23   \n",
+       "2024-06-02 23:59:00  1717372740000000000    COINBASE  PAIR-ETH-USD  3779.86   \n",
+       "\n",
+       "                        high      low    close      volume         vwap  \n",
+       "timestamp                                                                \n",
+       "2024-06-02 00:00:00  3812.92  3812.48  3812.65  296.984283  3812.885799  \n",
+       "2024-06-02 00:01:00  3812.92  3812.66  3812.92   22.584759  3812.885708  \n",
+       "2024-06-02 00:02:00  3812.92  3812.17  3812.17   36.230701  3812.738323  \n",
+       "2024-06-02 00:03:00  3813.17  3812.14  3813.17   66.984405  3812.827731  \n",
+       "2024-06-02 00:04:00  3813.17  3813.13  3813.17   82.781325  3813.169087  \n",
+       "...                      ...      ...      ...         ...          ...  \n",
+       "2024-06-02 23:55:00  3784.43  3783.33  3783.57   17.409328  3783.902157  \n",
+       "2024-06-02 23:56:00  3783.86  3782.20  3783.86    6.632875  3783.094935  \n",
+       "2024-06-02 23:57:00  3783.94  3782.16  3782.18    7.826235  3782.958328  \n",
+       "2024-06-02 23:58:00  3782.24  3779.83  3779.86    9.020492  3781.022292  \n",
+       "2024-06-02 23:59:00  3780.05  3778.26  3778.88   39.588810  3778.964208  \n",
+       "\n",
+       "[1440 rows x 9 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tstamp</th>\n",
+       "      <th>exchange_id</th>\n",
+       "      <th>instrument_id</th>\n",
+       "      <th>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>vwap</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:00:00</th>\n",
+       "      <td>1717286400000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5184</td>\n",
+       "      <td>0.5184</td>\n",
+       "      <td>0.5180</td>\n",
+       "      <td>0.5181</td>\n",
+       "      <td>68137.158944</td>\n",
+       "      <td>0.518082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:01:00</th>\n",
+       "      <td>1717286460000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5180</td>\n",
+       "      <td>0.5182</td>\n",
+       "      <td>0.5179</td>\n",
+       "      <td>0.5182</td>\n",
+       "      <td>3659.609883</td>\n",
+       "      <td>0.518028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:02:00</th>\n",
+       "      <td>1717286520000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5182</td>\n",
+       "      <td>0.5182</td>\n",
+       "      <td>0.5179</td>\n",
+       "      <td>0.5180</td>\n",
+       "      <td>9693.379122</td>\n",
+       "      <td>0.517920</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:03:00</th>\n",
+       "      <td>1717286580000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5181</td>\n",
+       "      <td>0.5184</td>\n",
+       "      <td>0.5180</td>\n",
+       "      <td>0.5184</td>\n",
+       "      <td>8324.107832</td>\n",
+       "      <td>0.518215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 00:04:00</th>\n",
+       "      <td>1717286640000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5184</td>\n",
+       "      <td>0.5184</td>\n",
+       "      <td>0.5183</td>\n",
+       "      <td>0.5183</td>\n",
+       "      <td>1482.065565</td>\n",
+       "      <td>0.518348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:55:00</th>\n",
+       "      <td>1717372500000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5136</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5136</td>\n",
+       "      <td>2505.022090</td>\n",
+       "      <td>0.513596</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:56:00</th>\n",
+       "      <td>1717372560000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>5612.821763</td>\n",
+       "      <td>0.513489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:57:00</th>\n",
+       "      <td>1717372620000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>5503.452073</td>\n",
+       "      <td>0.513377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:58:00</th>\n",
+       "      <td>1717372680000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5134</td>\n",
+       "      <td>3925.979599</td>\n",
+       "      <td>0.513428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-02 23:59:00</th>\n",
+       "      <td>1717372740000000000</td>\n",
+       "      <td>COINBASE</td>\n",
+       "      <td>PAIR-XRP-USD</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5135</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>0.5133</td>\n",
+       "      <td>21244.669839</td>\n",
+       "      <td>0.513309</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1440 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  tstamp exchange_id instrument_id    open  \\\n",
+       "timestamp                                                                    \n",
+       "2024-06-02 00:00:00  1717286400000000000    COINBASE  PAIR-XRP-USD  0.5184   \n",
+       "2024-06-02 00:01:00  1717286460000000000    COINBASE  PAIR-XRP-USD  0.5180   \n",
+       "2024-06-02 00:02:00  1717286520000000000    COINBASE  PAIR-XRP-USD  0.5182   \n",
+       "2024-06-02 00:03:00  1717286580000000000    COINBASE  PAIR-XRP-USD  0.5181   \n",
+       "2024-06-02 00:04:00  1717286640000000000    COINBASE  PAIR-XRP-USD  0.5184   \n",
+       "...                                  ...         ...           ...     ...   \n",
+       "2024-06-02 23:55:00  1717372500000000000    COINBASE  PAIR-XRP-USD  0.5135   \n",
+       "2024-06-02 23:56:00  1717372560000000000    COINBASE  PAIR-XRP-USD  0.5135   \n",
+       "2024-06-02 23:57:00  1717372620000000000    COINBASE  PAIR-XRP-USD  0.5134   \n",
+       "2024-06-02 23:58:00  1717372680000000000    COINBASE  PAIR-XRP-USD  0.5133   \n",
+       "2024-06-02 23:59:00  1717372740000000000    COINBASE  PAIR-XRP-USD  0.5135   \n",
+       "\n",
+       "                       high     low   close        volume      vwap  \n",
+       "timestamp                                                            \n",
+       "2024-06-02 00:00:00  0.5184  0.5180  0.5181  68137.158944  0.518082  \n",
+       "2024-06-02 00:01:00  0.5182  0.5179  0.5182   3659.609883  0.518028  \n",
+       "2024-06-02 00:02:00  0.5182  0.5179  0.5180   9693.379122  0.517920  \n",
+       "2024-06-02 00:03:00  0.5184  0.5180  0.5184   8324.107832  0.518215  \n",
+       "2024-06-02 00:04:00  0.5184  0.5183  0.5183   1482.065565  0.518348  \n",
+       "...                     ...     ...     ...           ...       ...  \n",
+       "2024-06-02 23:55:00  0.5136  0.5134  0.5136   2505.022090  0.513596  \n",
+       "2024-06-02 23:56:00  0.5135  0.5134  0.5134   5612.821763  0.513489  \n",
+       "2024-06-02 23:57:00  0.5135  0.5133  0.5133   5503.452073  0.513377  \n",
+       "2024-06-02 23:58:00  0.5135  0.5133  0.5134   3925.979599  0.513428  \n",
+       "2024-06-02 23:59:00  0.5135  0.5133  0.5133  21244.669839  0.513309  \n",
+       "\n",
+       "[1440 rows x 9 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def get_instrument_md(instrument_id: str) -> pd.DataFrame:\n",
+    "    query = f\"select * from coinbase_ohlcv_1min where instrument_id = '{instrument_id}'\"\n",
+    "    df = pd.read_sql_query(query, db_conn)\n",
+    "    df[\"timestamp\"] = pd.to_datetime(df['tstamp'], unit='ns')\n",
+    "    df.set_index(\"timestamp\", inplace=True)\n",
+    "    return df\n",
+    "\n",
+    "btc_df = get_instrument_md(instrument_id=\"PAIR-BTC-USD\")\n",
+    "eth_df = get_instrument_md(instrument_id=\"PAIR-ETH-USD\")\n",
+    "xrp_df = get_instrument_md(instrument_id=\"PAIR-XRP-USD\")\n",
+    "\n",
+    "from IPython.display import display\n",
+    "display(btc_df)\n",
+    "display(eth_df)\n",
+    "display(xrp_df)\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.0rc1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/tensorflow/notebooks/Testing GPU.ipynb b/tensorflow/notebooks/Testing GPU.ipynb
new file mode 100644
index 0000000..66f48e9
--- /dev/null
+++ b/tensorflow/notebooks/Testing GPU.ipynb	
@@ -0,0 +1,75 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "000d047d-3dfd-48cb-a3c3-bd1ad7c78b71",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TensorFlow version: 2.16.1\n",
+      "GPUs detected: 1\n",
+      " - /physical_device:GPU:0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-06-03 21:52:43.785816: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
+      "2024-06-03 21:52:43.795907: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
+      "2024-06-03 21:52:43.799970: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n"
+     ]
+    }
+   ],
+   "source": [
+    "import tensorflow as tf\n",
+    "\n",
+    "def get_available_gpus():\n",
+    "    gpus = tf.config.list_physical_devices('GPU')\n",
+    "    if gpus:\n",
+    "        print(f\"GPUs detected: {len(gpus)}\")\n",
+    "        for gpu in gpus:\n",
+    "            print(f\" - {gpu.name}\")\n",
+    "    else:\n",
+    "        print(\"No GPUs detected.\")\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    print(\"TensorFlow version:\", tf.__version__)\n",
+    "    get_available_gpus()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "324dc7a1-61b8-4384-bfed-4385e7dbe49d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
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+}