{"cells": [{"metadata": {"trusted": true}, "cell_type": "code", "source": "import fmz\nbars = fmz.get_bars(\"MA888\")\nbars", "execution_count": 2, "outputs": [{"output_type": "execute_result", "execution_count": 2, "data": {"text/plain": "            open  high   low  close   volume\n2019-03-03  2638  2694  2608   2662  3044544\n2019-03-04  2668  2671  2627   2654  2070936\n2019-03-05  2656  2677  2623   2658  2340822\n2019-03-06  2654  2671  2575   2584  2700718\n2019-03-07  2591  2596  2552   2578  2342280\n...          ...   ...   ...    ...      ...\n2019-09-22  2320  2382  2320   2377  1976592\n2019-09-23  2374  2391  2343   2379  1994652\n2019-09-24  2376  2415  2354   2404  2295352\n2019-09-25  2404  2422  2345   2377  2693284\n2019-09-26  2365  2378  2323   2341  2004090\n\n[143 rows x 5 columns]", "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>open</th>\n      <th>high</th>\n      <th>low</th>\n      <th>close</th>\n      <th>volume</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>2019-03-03</td>\n      <td>2638</td>\n      <td>2694</td>\n      <td>2608</td>\n      <td>2662</td>\n      <td>3044544</td>\n    </tr>\n    <tr>\n      <td>2019-03-04</td>\n      <td>2668</td>\n      <td>2671</td>\n      <td>2627</td>\n      <td>2654</td>\n      <td>2070936</td>\n    </tr>\n    <tr>\n      <td>2019-03-05</td>\n      <td>2656</td>\n      <td>2677</td>\n      <td>2623</td>\n      <td>2658</td>\n      <td>2340822</td>\n    </tr>\n    <tr>\n      <td>2019-03-06</td>\n      <td>2654</td>\n      <td>2671</td>\n      <td>2575</td>\n      <td>2584</td>\n      <td>2700718</td>\n    </tr>\n    <tr>\n      <td>2019-03-07</td>\n      <td>2591</td>\n      <td>2596</td>\n      <td>2552</td>\n      <td>2578</td>\n      <td>2342280</td>\n    </tr>\n    <tr>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <td>2019-09-22</td>\n      <td>2320</td>\n      <td>2382</td>\n      <td>2320</td>\n      <td>2377</td>\n      <td>1976592</td>\n    </tr>\n    <tr>\n      <td>2019-09-23</td>\n      <td>2374</td>\n      <td>2391</td>\n      <td>2343</td>\n      <td>2379</td>\n      <td>1994652</td>\n    </tr>\n    <tr>\n      <td>2019-09-24</td>\n      <td>2376</td>\n      <td>2415</td>\n      <td>2354</td>\n      <td>2404</td>\n      <td>2295352</td>\n    </tr>\n    <tr>\n      <td>2019-09-25</td>\n      <td>2404</td>\n      <td>2422</td>\n      <td>2345</td>\n      <td>2377</td>\n      <td>2693284</td>\n    </tr>\n    <tr>\n      <td>2019-09-26</td>\n      <td>2365</td>\n      <td>2378</td>\n      <td>2323</td>\n      <td>2341</td>\n      <td>2004090</td>\n    </tr>\n  </tbody>\n</table>\n<p>143 rows \u00d7 5 columns</p>\n</div>"}, "metadata": {}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "import talib\ntalib.EMA(bars['close'])", "execution_count": 3, "outputs": [{"output_type": "execute_result", "execution_count": 3, "data": {"text/plain": "2019-03-03            NaN\n2019-03-04            NaN\n2019-03-05            NaN\n2019-03-06            NaN\n2019-03-07            NaN\n                 ...     \n2019-09-22    2239.369039\n2019-09-23    2248.377488\n2019-09-24    2258.417650\n2019-09-25    2266.068124\n2019-09-26    2270.902439\nLength: 143, dtype: float64"}, "metadata": {}}]}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3", "language": "python"}, "language_info": {"name": "python", "version": "3.6.8", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}}, "nbformat": 4, "nbformat_minor": 2}