diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..91150b0
Binary files /dev/null and b/.DS_Store differ
diff --git a/Market_Data_Team/CSV/ClosingPrice.csv b/Market_Data_Team/CSV/ClosingPrice.csv
new file mode 100644
index 0000000..b008417
--- /dev/null
+++ b/Market_Data_Team/CSV/ClosingPrice.csv
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diff --git a/Market_Data_Team/CSV/aapl_indicators.csv b/Market_Data_Team/CSV/aapl_indicators.csv
new file mode 100644
index 0000000..70fb474
--- /dev/null
+++ b/Market_Data_Team/CSV/aapl_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/CSV/apple.csv b/Market_Data_Team/CSV/apple.csv
new file mode 100644
index 0000000..63c4cf0
--- /dev/null
+++ b/Market_Data_Team/CSV/apple.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/fb.csv b/Market_Data_Team/CSV/fb.csv
new file mode 100644
index 0000000..aac612c
--- /dev/null
+++ b/Market_Data_Team/CSV/fb.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/fb_indicators.csv b/Market_Data_Team/CSV/fb_indicators.csv
new file mode 100644
index 0000000..715879c
--- /dev/null
+++ b/Market_Data_Team/CSV/fb_indicators.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/jnj.csv b/Market_Data_Team/CSV/jnj.csv
new file mode 100644
index 0000000..a038f8b
--- /dev/null
+++ b/Market_Data_Team/CSV/jnj.csv
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diff --git a/Market_Data_Team/CSV/jnj_indicators.csv b/Market_Data_Team/CSV/jnj_indicators.csv
new file mode 100644
index 0000000..0d68e81
--- /dev/null
+++ b/Market_Data_Team/CSV/jnj_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,105.55000305175781,104.12999725341797,105.05000305175781,104.5199966430664,5753600.0,88.70050048828125,,,,,,,
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diff --git a/Market_Data_Team/CSV/msft.csv b/Market_Data_Team/CSV/msft.csv
new file mode 100644
index 0000000..e4651ed
--- /dev/null
+++ b/Market_Data_Team/CSV/msft.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/msft_indicators.csv b/Market_Data_Team/CSV/msft_indicators.csv
new file mode 100644
index 0000000..10972e1
--- /dev/null
+++ b/Market_Data_Team/CSV/msft_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,47.41999816894531,46.540000915527344,46.65999984741211,46.7599983215332,27913900.0,41.53913497924805,,,,,,,
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+2015-01-12,47.540000915527344,46.36000061035156,47.41999816894531,46.599998474121094,23651900.0,41.397003173828125,,,,,,,
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+2015-01-16,46.279998779296875,45.16999816894531,45.310001373291016,46.2400016784668,35695300.0,41.07719802856445,,,,46.363000106811526,,,
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diff --git a/Market_Data_Team/CSV/nvda.csv b/Market_Data_Team/CSV/nvda.csv
new file mode 100644
index 0000000..5082ab9
--- /dev/null
+++ b/Market_Data_Team/CSV/nvda.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/nvda_indicators.csv b/Market_Data_Team/CSV/nvda_indicators.csv
new file mode 100644
index 0000000..1496364
--- /dev/null
+++ b/Market_Data_Team/CSV/nvda_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,20.280000686645508,19.809999465942383,20.1299991607666,20.1299991607666,2842000.0,19.38051414489746,,,,,,,
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+2015-01-16,19.979999542236328,19.510000228881836,19.56999969482422,19.959999084472656,4537800.0,19.216842651367188,,,,19.657000160217287,,,
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diff --git a/Market_Data_Team/CSV/tsla.csv b/Market_Data_Team/CSV/tsla.csv
new file mode 100644
index 0000000..e159109
--- /dev/null
+++ b/Market_Data_Team/CSV/tsla.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/tsla_indicators.csv b/Market_Data_Team/CSV/tsla_indicators.csv
new file mode 100644
index 0000000..cf44edb
--- /dev/null
+++ b/Market_Data_Team/CSV/tsla_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/Charting.ipynb b/Market_Data_Team/Charting.ipynb
new file mode 100644
index 0000000..1a59330
--- /dev/null
+++ b/Market_Data_Team/Charting.ipynb
@@ -0,0 +1,465 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas_datareader.data as web\n",
+    "from datetime import datetime\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# end = datetime.now()\n",
+    "# start = datetime(end.year, end.month, end.day)\n",
+    "\n",
+    "start = datetime(2015, 1 , 1)\n",
+    "end = datetime(2020, 11, 27)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>AAPL</th>\n",
+       "      <th>FB</th>\n",
+       "      <th>NVDA</th>\n",
+       "      <th>MSFT</th>\n",
+       "      <th>JNJ</th>\n",
+       "      <th>TSLA</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</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>2020-11-20</th>\n",
+       "      <td>117.339996</td>\n",
+       "      <td>269.700012</td>\n",
+       "      <td>523.510010</td>\n",
+       "      <td>210.389999</td>\n",
+       "      <td>145.350006</td>\n",
+       "      <td>489.609985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-23</th>\n",
+       "      <td>113.849998</td>\n",
+       "      <td>268.429993</td>\n",
+       "      <td>525.599976</td>\n",
+       "      <td>210.110001</td>\n",
+       "      <td>143.869995</td>\n",
+       "      <td>521.849976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-24</th>\n",
+       "      <td>115.169998</td>\n",
+       "      <td>276.920013</td>\n",
+       "      <td>518.309998</td>\n",
+       "      <td>213.860001</td>\n",
+       "      <td>143.869995</td>\n",
+       "      <td>555.380005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-25</th>\n",
+       "      <td>116.029999</td>\n",
+       "      <td>275.589996</td>\n",
+       "      <td>529.390015</td>\n",
+       "      <td>213.869995</td>\n",
+       "      <td>143.679993</td>\n",
+       "      <td>574.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-27</th>\n",
+       "      <td>116.589996</td>\n",
+       "      <td>277.809998</td>\n",
+       "      <td>530.450012</td>\n",
+       "      <td>215.229996</td>\n",
+       "      <td>144.000000</td>\n",
+       "      <td>585.760010</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  AAPL          FB        NVDA        MSFT         JNJ  \\\n",
+       "Date                                                                     \n",
+       "2020-11-20  117.339996  269.700012  523.510010  210.389999  145.350006   \n",
+       "2020-11-23  113.849998  268.429993  525.599976  210.110001  143.869995   \n",
+       "2020-11-24  115.169998  276.920013  518.309998  213.860001  143.869995   \n",
+       "2020-11-25  116.029999  275.589996  529.390015  213.869995  143.679993   \n",
+       "2020-11-27  116.589996  277.809998  530.450012  215.229996  144.000000   \n",
+       "\n",
+       "                  TSLA  \n",
+       "Date                    \n",
+       "2020-11-20  489.609985  \n",
+       "2020-11-23  521.849976  \n",
+       "2020-11-24  555.380005  \n",
+       "2020-11-25  574.000000  \n",
+       "2020-11-27  585.760010  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Import Stocks Data from Yahoo Finance\n",
+    "AAPL = web.DataReader(\"AAPL\", 'yahoo', start, end)\n",
+    "FB   = web.DataReader(\"FB\",   'yahoo', start, end)\n",
+    "NVDA = web.DataReader(\"NVDA\", 'yahoo', start, end)\n",
+    "MSFT = web.DataReader(\"MSFT\", 'yahoo', start, end)\n",
+    "JNJ  = web.DataReader(\"JNJ\",  'yahoo', start, end)\n",
+    "TSLA = web.DataReader(\"TSLA\", 'yahoo', start, end)\n",
+    " \n",
+    "# create new dataframe with just closing price for each stock\n",
+    "df = pd.DataFrame({'AAPL': AAPL['Adj Close'], 'FB': FB['Adj Close'],\n",
+    "                   'NVDA': NVDA['Adj Close'], 'MSFT': MSFT['Adj Close'],\n",
+    "                    'JNJ': JNJ['Adj Close'], 'TSLA':TSLA['Adj Close']})\n",
+    "\n",
+    "df.tail()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x121dab6d0>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#plot stocks and their Adjusted Closing Price during start and end dates \n",
+    "AAPL['Adj Close'].plot(label='AAPL',figsize=(12,8), title = 'Adjusted Closing Price')\n",
+    "FB['Adj Close'].plot(label='FB')\n",
+    "MSFT['Adj Close'].plot(label='MSFT')\n",
+    "NVDA['Adj Close'].plot(label='NVDA')\n",
+    "JNJ['Adj Close'].plot(label='JNJ')\n",
+    "TSLA['Adj Close'].plot(label = 'TSLA')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x12247a490>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#plot stocks and their volume traded during start and end dates \n",
+    "AAPL['Volume'].plot(label='AAPL',figsize=(12,8), title = 'Volume')\n",
+    "FB['Volume'].plot(label='FB')\n",
+    "MSFT['Volume'].plot(label='MSFT')\n",
+    "NVDA['Volume'].plot(label='NVDA')\n",
+    "JNJ['Volume'].plot(label='JNJ')\n",
+    "TSLA['Volume'].plot(label = 'TSLA')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Return From Start Price')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#normalise our stocks, by dividing all the closing price to the first closing price in the period\n",
+    "#so if you were to buy all these stocks at that start date, each stock increased nicely especially NVDA\n",
+    "startP = df.apply(lambda x: x / x[0])\n",
+    "startP.plot(figsize=(8,6)).axhline(1, lw=1, color='black')\n",
+    "plt.ylabel('Return From Start Price')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Daily Percentage Return')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot daily percentage change of stock price.\n",
+    "df2=df.pct_change()\n",
+    "df2.plot(figsize=(10,4))\n",
+    "plt.axhline(0, color='black', lw=1)\n",
+    "plt.ylabel('Daily Percentage Return')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "MSFT.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(label='msft', figsize=(10,4));\n",
+    "AAPL.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "TSLA.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "JNJ.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "FB.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "NVDA.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x1230f7a90>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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P0/b2Fuc8dJi209upp92h5McCP6Yx992xwNURMdKSGZIkbZN2b+t9DHh1Zq4DiIgZwH/wzHLrkiSNmXa/5zRpKJiKh0fxXkmSRqXdK6fLIuK7PDN88I+BSztTkiRpomsZThHxYmBmZn4wIv6QxhQU0Fit9uudLk6SNDGNdOX0OcpS65n5LeBbABHx8nLs9ztYmyRpghrpudHMzLxpy8bSNrcjFUnSBDd10qQ1EZFj9Zo6adKakT6z9P2/TftTIuLBiLik7M+MiEsi4qcRcWtEXFra50bEhoi4oen18abtwabtv2r372CkK6dpLY49t90PkSS17+nMgVv33mf5WJ1vv9tvO6SNbk8AL4uI52bmBuCNNNZsGvJ3wOWZeRpARLyi6dhdw3wH6hOl3+PDfT9qJCOF0zUR8a7M/FJzY0S8kzYm7qvRhvUbuOqqq3pdhiTV6FLg92h8Teg4GoPgXl+ODQDfG+qYmTd2spCRwul9wEURcTzPhNECYCrwBx2sq2MykxkvndGyz4jXv5I0Pp0L/G25lfcKGnPrDYXTF4DzIuLdNL7n+tXMHPrn8rci4oay/Z+ZeeL2FtIynMoUFr8dEYcCLyvN38nMK7b3gyVJdcnMGyNiLo2rpku3OPbdiHgRcDiNhQSvj4ihXBjutt52aXduve/TWEdekjS+LaUx2fchwO7NB8oaTv8K/Gu5uvodOvSIx1keJEnNvgJ8YsuR2hFxWEQ8r2zvDPwW8N+dKmJbFxuUJHXIDhFr2xxh1/b52u1blkMabubwVwGfj4hNNC5svpyZPym3Acec4SRJlXlqc2+XzGhqWw4sL9ufBj49TJ97eGZMQlvnbYe39SRJ1TGcJEnVMZwkSdUxnCRJ1TGcJEnVMZwkSdUxnCSpMlMm7zCmS2ZMmbxDO0tmPF6Wv8iIeE9T++cj4u1l++yIeHMH/+i/4vecJKkyg5s3DXz+z5YtH6vzvftfFh4yiu7rgPdGxL9k5lNjVcNodezKKSKeExE/LgtT3RIRQ2t77BURV0fEyog4LyKmlvYdy/7Kcnxup2qTJG3Vg8AyYFEvi+jkbb0ngcMy85XAfODwiDgQOAU4NTNfDPwCOKH0PwH4RWk/tfSTJHXfKcAHImJyrwroWDhlw+Nld4fySuAwGgtZASwBjinbR5d9yvGFERGdqk+SNLzMvBu4GviTXtXQ0WdOJXWvBV5MY6Gqu4BHMnNT6bIKmF22ZwP3AWTmpoh4lMZ07Q9tcc7FwGKAPffcs5PlTzgv33ceq9dsfX7I2bMGuGnFnV2sSFIP/QONC4Uf9OLDOxpOmTkIzI+IacBFwD5jcM4zgTMBFixYkNt7Pj1j9Zq1/Py0Q7Z6fPp7l3erFEk9lpm3RcStwO8DP+n253dltF5mPhIR3wcOAqZFxJRy9bQHsLp0Ww3MAVZFxBRgV+DhbtQnSTWZPGnK2lGOsBvxfK2Ol39znxzm0P8Grm/a31q/MdfJ0XozyhUTEfFc4I3AChor6g6Nk18EXFy2l/LM6JA3A1dkpldGkiacTYNPz8rMGKvXpsGnR1qC46U0llq/JzN/tfxFZv40Mydl5tkRMQnYl8bjmY7r5JXTALCkPHeaBJyfmZeUy8RzI+LvaSTyWaX/WcDXImIl8HPgrR2sTZIERMSfA38FvK9Fn1nAfwDfz8xbu1FXx8IpM28E9h+m/W7gNcO0bwTe0ql6emHjxqfZdZfdtnp89qxZ3HrbLV2sSJKeLTO/CHxxhD5rgP26U1GDM0R00ObNgyw5edlWjy86eWEXq5Gk/uHcepKk6hhOkqTqGE6SpOoYTpJUmSmTJ43xkhmTWi6ZERG7R8QN5XV/RKxu2v94mbz7xrL/2vKe5RGxYCvnO6Z89jZPvOCACEmqzODmHPinY39v+Vid7wPnf+eQVscz82EaE3QTEScDj2fmP0XEQcBngQMy88mIeAEwtY2PPA74Yfn58W2p2SsnSdLWDAAPZeaTAJn5UBlWvlURsRNwMI2VJrb5+6qGkyRpa74HzImIOyLi/0TEG9p4z9HAZZl5B/BwRLxqWz7Y23o9tHHjxpZf0gXYsGF9l6qRpGfLzMdLuLweOBQ4LyJOysyzW7ztOOC0sn1u2b92tJ9tOPXQSF/SBXjLhw7sUjWS9OvK6hLLgeURcRONOVDPHq5vREynsWbfyyMigclARsQHRztXqrf1JEnDioi9I2JeU9N84N4Wb3kz8LXMfGFmzs3MOcDPaFx5jYpXTpJUmcmTYu1II+xGe75tfOtOwD+XFSY2ASspi70W34mIp8v2fwEvoLHEe7MLadzau3I0H2w4SVJlNg1uHmmJi47JzJObtq8Ffnsr/Q5p83ynb0sd3taTJFXHcJIkVcdwkiRVx3CSJFXHcJIkVcdwkiRVx3CSJFXHcJIkVcdwkiRVxxkitlEAJ/zDZ1v2mbx5U3eKkaRxxnDaRglc8drXtOzzuh/+Z3eKkaRxxtt6kqTqGE6SpOoYTpKk6hhOkqTqGE6SpOoYTpKk6hhOkqTqGE6SpOoYTpKk6jhDRA9N3ryJt3304BH7SNJE07Fwiog5wDnATBqz/ZyZmadFxHTgPGAucA9wbGb+IiICOA04ElgPvD0zr+tUfTXYDHz/oMNb9jnoB//WlVokqSadvK23CXh/Zu4HHAicGBH7AScByzJzHrCs7AMcAcwrr8XAGR2sTZJUsY5dOWXmWmBt2f5lRKwAZgNHA4eUbkuA5cCHS/s5mZnAjyJiWkQMlPNMWFMmJ4v+Z+tbf1PCW3+SxpeuPHOKiLnA/sDVwMymwLmfxm0/aATXfU1vW1XanhVOEbGYxpUVe+65Z+eKrsRgwr0feXXLPnt84souVSNJ3dHx0XoRsRNwIfC+zHys+Vi5SsrRnC8zz8zMBZm5YMaMGWNYqSSpFh0Np4jYgUYwfT0zv1WaH4iIgXJ8AFhX2lcDc5revkdpkyRNMB0LpzL67ixgRWY2Lxm7FFhUthcBFze1vy0aDgQenejPmyRpourkM6fXAX8K3BQRN5S2jwKfBM6PiBOAe4Fjy7FLaQwjX0ljKPk7OlibJKlinRyt90MgtnJ44TD9EzixU/VIkvqH0xdJkqpjOEmSquPcehPEpo2PMX3XnVr22bBhfZeqkaTWDKcJYnBz8vPTDmnZ5znv/E5XapGkkXhbT5JUHcNJklQdw0mSVB3DSZJUHcNJklQdw0mSVB2HknfQSAsFTpk8qtVCJGnCMJw6aKSFAl0kUJKG5209SVJ1vHJS257cuH7EKZBmzxrgphV3dqkiSeOV4dRDkwMW/r+lLftsbc2RXhgcHHkKpOnvXd6NUiSNc4ZTDw0m3PcXs1v2ecHn/7tL1UhSPXzmJEmqjuEkSaqO4SRJqo7PnDoogBV3X9frMgBIkiuv8ntVkvqD4dRBCey/6/QWPR7vVikAzHjpb4zQ45ddqUOSRmI4jQOTg5bTJEFdQ9IlaSSG0zgw0jRJ4FRJkvqLAyIkSdUxnCRJ1fG23jhQ06hASRoLhtM4MPKoQOj2yEBJ2h7e1pMkVcdwkiRVx3CSJFXHcJIkVccBEdsqJvGGH/2kZZenY4cuFSNJ44vhtK1yM4e+87SWXf79S+/tUjGSNL54W0+SVJ2OhVNEfCUi1kXEzU1t0yPi8oi4s/zcrbRHRJweESsj4saIOKBTdUmS6tfJK6ezgcO3aDsJWJaZ84BlZR/gCGBeeS0GzuhgXZKkynXsmVNmXhkRc7doPho4pGwvAZYDHy7t52RmAj+KiGkRMZCZaztVn+r2kv1ewto1rf/nH5g1wB233tGliiR1U7cHRMxsCpz7gZllezZwX1O/VaXt1/51iojFNK6u2HPPPTtXqXpq7Zq1vOW8t7Tsc8EfX9ClaiR1W88GRJSrpNyG952ZmQsyc8GMGTM6UJkkqde6feX0wNDtuogYANaV9tXAnKZ+e5Q2dVECV17looSSeq/b4bQUWAR8svy8uKn93RFxLvBa4NGJ8rzpukcf7nUJzzLjpb/R4ugvu1aHpImtY+EUEd+gMfjhBRGxCvg4jVA6PyJOAO4Fji3dLwWOBFYC64F3dKqu2uy+104j9HiiK3VIUk06OVrvuK0cWjhM3wRO7FQtkqT+4vRFGlMbNqxn52k7t+zz1KanmDplass+69evH8uyJPUZw2mcqOXZVW7OEYeAn33U2Rx/4fEj9pE0cRlO44TPriSNJ078KkmqjuEkSaqOt/U6KSYx8MX7t3q43xYjbOdLuqOe8kOShmE4bYfrH3us5fHMzRzxnk9t9fiFp35orEvquNZf0gW/qCtpLBhO22H3uc9veXxCTHEhSR1gOPWBFXdf1+sSRuWqK52fT9L2MZz6wP67Th+hx+NdqaNdrx5htvi7uLtLlUjqV47WkyRVxyunyj0dO7Qc8TfUR5LGE8Opdpkc8Z5TWnZpd9Tfo488MiZ9WpkccPFHf9yyz44OOJc0AsNpK0YaJt6Pdp468hVWO31aGUy47qOth5sfcHLrK0FJMpy2wmHiktQ7hpP61oaNG1ouzzEwa4A7br2jixVJGiuGk/rW5sHNLZfnuOCPL+hiNZLGkkPJJUnV8cpJo7K9o/mgMaLvvD/6Wss+juiTJjbDSaOyvaP5oDGi74a/e2HLPvM/dNeI59mRbBly+fTmUdcmqQ6Gk/rW5oTrWoTc/m0EnKQ6+cxJklQdw0mSVB1v63VYZosH+zGJ1/7jz1u/fwxrGdy0aQzPJkmdYzh1Wmz9UOZmDvvrT7Z8+yWfOmnMSpkU/XOh3M6IvhZ/tZL63IQLpyR59JFHe12GRjBWI/ok9acJF04Az3vOjr0uQeqYfffZmzVrWs/+OGvWACtuu71LFUmjNyHDqS5+2bRTElrOvQfjc/69NWvW8qX3n9iyz7s+84UuVSNtmwkZTus3Ptm1z3p8cKRBCD456aRWc++B8+9JtZqQ4bTT5Mld+6wdntOdz2o5KrAYTGdMkNQfJmQ49ZtfDj49Yp9o4wpscmx/UDocfXgv2e8lrB3hOU9NtxA3btjArrvs0rJPt55LtfN399Smp5g6ZWrLPjX9/Wr7GU59oFtXX+3op+HoAFddeVXL4+vXrx+Tz1m7Zu2ItxDPOfqc7V5/qp3BDhva+DNt3ry5K8+l2gme9evXs+jbi1r2Ofuoszn+wuNb9vEW7fhiOPWF7g2aGE9XRpMDVp/6s5Z9pnbxVudYrD/VzmCH4//uU6OurVPaCe2zjzp7TD7LxSfHF8OpL3Rv0ES/XRm1Mpjwk/85s2WfV//tmmpub7XjiafWs+iUz7bsMzg52+oz3rj45PhSVThFxOHAacBk4MuZ2Xr6BGkMPLWp9ejNO+/pzpd9R/ovf2j8A7zwcwe37HPpe65k4WcPGrHP9mr3ll0t2vn79eqqHtWEU0RMBr4AvBFYBfwkIpZm5q29rUydMBaLFo7Vedr5h3ykq6v1G9v7R7jVM7DNg5v5zRN/s+X77/rUGAVlMOLV1ZODT7f8x7zdZ0W1GOnKCry6qkk14QS8BliZmXcDRMS5wNFAteH08L2P97qEhpjEaz/ZegLZp2P7FwlsVzvPrZ43aWxuVW7vbB+TA674mx+27LMjOeLVVTtD+QH2njN7q8fu4q6Wx4f6jIlsL5RbheVdn7prxAEnMPKgFGk40e7/qTotIt4MHJ6Z7yz7fwq8NjPfvUW/xcDisrs3sOXDgBcAD3W43E7o17rB2nvF2rtvuLofyszDe1HMeFbTlVNbMvNM4MytHY+IazJzQRdLGhP9WjdYe69Ye/f1a939qKahWauBOU37e5Q2SdIEU1M4/QSYFxF7RcRU4K3A0h7XJEnqgWpu62Xmpoh4N/BdGkPJv5KZt2zDqbZ6y69y/Vo3WHuvWHv39WvdfaeaARGSJA2p6baeJEmA4SRJqtC4CaeIODwibo+IlRFxUq/r2VJEfCUi1kXEzU1t0yPi8oi4s/zcrbRHRJxe/iw3RsQBvascImJORHw/Im6NiFsi4r39UH9EPCcifhwRPy11f6K07xURV5f6zisDcIiIHcv+ynJ8bi/qbhYRkyPi+oi4pOz3Re0RcU9E3BQRN0TENaWt6t+XptqnRcQ3I+K2iFgREQf1S+3jybgIp6apj44A9gOOi4j9elvVrzkb2PKLeicByzJzHrCs7EPjzzGvvBYDZ3Spxq3ZBLw/M/cDDgROLH+/tdf/JHBYZr4SmA8cHhEHAqcAp2bmi4FfACeU/icAvyjtp5Z+vfZeYEXTfj/Vfmhmzm/6XlDtvy9DTgMuy8x9gFfS+Pvvl9rHj8zs+xdwEPDdpv2PAB/pdV3D1DkXuLlp/3ZgoGwPALeX7X8BjhuuXw0v4GIacyD2Tf3A84DrgNfS+Ib/lC1/d2iMFD2obE8p/aKHNe9B4x/Cw4BLaExP3y+13wO8YIu26n9fgF2Bn235d9cPtY+317i4cgJmA/c17a8qbbWbmZlD0zrfDwyt71Dtn6fcLtofuJo+qL/cFrsBWAdcDtwFPJKZQxMANtf2q7rL8UeB3bta8LN9DvgQMLTo1O70T+0JfC8iri1TjkEf/L4AewEPAl8tt1O/HBHPpz9qH1fGSzj1vWz8Z1fV4/ojYifgQuB9mflY87Fa68/MwcycT+Mq5DXAPr2tqD0RcRSwLjOv7XUt2+jgzDyAxm2vEyPid5oP1vr7QuOq8wDgjMzcH3iCZ27hAVXXPq6Ml3Dq16mPHoiIAYDyc11pr+7PExE70Aimr2fmt0pz39SfmY8A36dxK2xaRAx9Ab25tl/VXY7vCjzc3Up/5XXAmyLiHuBcGrf2TqM/aiczV5ef64CLaPyHQT/8vqwCVmXm1WX/mzTCqh9qH1fGSzj169RHS4GhBXEW0XiWM9T+tjIS6EDg0aZbCl0XEQGcBazIzOZFgKquPyJmRMS0sv1cGs/JVtAIqTeXblvWPfTneTNwRfmv5K7LzI9k5h6ZOZfG7/MVmXk8fVB7RDw/InYe2gZ+F7iZyn9fADLzfuC+iNi7NC2ksWxP9bWPO71+6DVWL+BI4A4azxQ+1ut6hqnvG8Ba4Gka/3V2Ao1nAsuAO4H/AKaXvkFj9OFdwE3Agh7XfjCN2xg3AjeU15G11w+8Ari+1H0z8Lel/UXAj4GVwAXAjqX9OWV/ZTn+ol7/3pS6DgEu6ZfaS40/La9bhv7/WPvvS1P984Fryu/NvwG79Uvt4+nl9EWSpOqMl9t6kqRxxHCSJFXHcJIkVcdwkiRVx3CSJFXHcJIkVcdwkiRV5/8DIQpP0OKFmaQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 424.875x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#histogram to show spread and distribution type\n",
+    "sns.displot(df.dropna(), bins=30, color=\"purple\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Market_Data_Team/ClosingPrice.csv b/Market_Data_Team/ClosingPrice.csv
new file mode 100644
index 0000000..c746ef9
--- /dev/null
+++ b/Market_Data_Team/ClosingPrice.csv
@@ -0,0 +1,1485 @@
+Date,AAPL,FB,NVDA,MSFT,JNJ,TSLA
+2015-01-02,24.696352005004883,78.44999694824219,19.38051414489746,41.53913497924805,88.70050048828125,43.86199951171875
+2015-01-05,24.000614166259766,77.19000244140625,19.05317497253418,41.15715789794922,88.08099365234375,42.018001556396484
+2015-01-06,24.00287628173828,76.1500015258789,18.475513458251953,40.55307388305664,87.64815521240234,42.25600051879883
+2015-01-07,24.339447021484375,76.1500015258789,18.4273738861084,41.06830978393555,89.5831069946289,42.189998626708984
+2015-01-08,25.27462387084961,78.18000030517578,19.120563507080078,42.27646255493164,90.28746032714844,42.124000549316406
+2015-01-09,25.30173110961914,77.73999786376953,19.197589874267578,41.92112350463867,89.05693054199219,41.332000732421875
+2015-01-12,24.678279876708984,76.72000122070312,18.956893920898438,41.397003173828125,88.75143432617188,40.44200134277344
+2015-01-13,24.89739227294922,76.44999694824219,18.92801284790039,41.18379592895508,88.9041748046875,40.849998474121094
+2015-01-14,24.802518844604492,76.27999877929688,19.005033493041992,40.82845687866211,88.25920104980469,38.53799819946289
+2015-01-15,24.12936782836914,74.05000305175781,18.87025260925293,40.40205383300781,86.97773742675781,38.374000549316406
+2015-01-16,23.941884994506836,75.18000030517578,19.216842651367188,41.07719802856445,88.29315185546875,38.61399841308594
+2015-01-20,24.558555603027344,76.23999786376953,19.27460289001465,41.210445404052734,85.9593734741211,38.38600158691406
+2015-01-21,24.746047973632812,76.73999786376953,19.54418182373047,40.79292297363281,86.47705078125,39.31399917602539
+2015-01-22,25.38982582092285,77.6500015258789,19.881149291992188,41.867828369140625,88.0555419921875,40.32400131225586
+2015-01-23,25.520843505859375,77.83000183105469,19.938919067382812,41.912235260009766,86.73163604736328,40.257999420166016
+2015-01-26,25.54795265197754,77.5,19.85226821899414,41.76123046875,86.78256225585938,41.310001373291016
+2015-01-27,24.65343475341797,75.77999877929688,18.899127960205078,37.89691162109375,86.63827514648438,41.19599914550781
+2015-01-28,26.04715919494629,76.23999786376953,18.591041564941406,36.591041564941406,86.12061309814453,39.874000549316406
+2015-01-29,26.85810089111328,78.0,19.043546676635742,37.319496154785156,86.88439178466797,41.040000915527344
+2015-01-30,26.465057373046875,75.91000366210938,18.485139846801758,35.889251708984375,84.98342895507812,40.720001220703125
+2015-02-02,26.797109603881836,74.98999786376953,18.88950538635254,36.670997619628906,85.56897735595703,42.1879997253418
+2015-02-03,26.801626205444336,75.4000015258789,19.361257553100586,36.95526885986328,86.9522933959961,43.672000885009766
+2015-02-04,27.007186889648438,75.62999725341797,19.409399032592773,37.16847229003906,86.01876068115234,43.709999084472656
+2015-02-05,27.199951171875,75.61000061035156,19.727108001708984,37.71036148071289,86.9522933959961,44.198001861572266
+2015-02-06,26.970901489257812,74.47000122070312,19.640460968017578,37.6748161315918,85.79812622070312,43.47200012207031
+2015-02-09,27.150056838989258,74.44000244140625,19.621204376220703,37.630409240722656,84.67790222167969,43.49599838256836
+2015-02-10,27.67165184020996,75.19000244140625,20.169981002807617,37.84360885620117,85.1616439819336,43.257999420166016
+2015-02-11,28.320241928100586,76.51000213623047,20.03519630432129,37.6481819152832,85.18710327148438,42.560001373291016
+2015-02-12,28.678550720214844,76.2300033569336,21.469722747802734,38.278907775878906,83.54072570800781,40.57600021362305
+2015-02-13,28.81915855407715,75.73999786376953,21.479345321655273,38.97180938720703,84.54214477539062,40.75400161743164
+2015-02-17,28.989240646362305,75.5999984741211,21.546737670898438,38.98971176147461,85.23802947998047,40.869998931884766
+2015-02-18,29.191072463989258,76.70999908447266,21.29642105102539,38.944976806640625,84.8306655883789,40.891998291015625
+2015-02-19,29.129840850830078,79.41999816894531,21.35418701171875,38.918121337890625,85.45867919921875,42.34199905395508
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diff --git a/Market_Data_Team/Deliverable 1 .pdf b/Market_Data_Team/Deliverable 1 .pdf
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@@ -0,0 +1,1485 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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