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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas\n",
    "\n",
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    "A powerful Python data analysis toolkit. For a 10 minute guide check out http://pandas.pydata.org/pandas-docs/stable./10min.html\n",
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    "\n",
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    "Here some basics..."
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    1.0\n",
      "1    3.0\n",
      "2    5.0\n",
      "3    NaN\n",
      "4    6.0\n",
      "5    8.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# pandas series sind einzelne df spalten - wie in R\n",
    "s = pd.Series([1,3,5,np.nan,6,8])\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DatetimeIndex(['2013-03-29 23:00:00+01:00', '2013-03-30 00:00:00+01:00',\n",
      "               '2013-03-30 01:00:00+01:00', '2013-03-30 02:00:00+01:00',\n",
      "               '2013-03-30 03:00:00+01:00', '2013-03-30 04:00:00+01:00',\n",
      "               '2013-03-30 05:00:00+01:00', '2013-03-30 06:00:00+01:00',\n",
      "               '2013-03-30 07:00:00+01:00', '2013-03-30 08:00:00+01:00',\n",
      "               ...\n",
      "               '2013-05-28 14:00:00+02:00', '2013-05-28 15:00:00+02:00',\n",
      "               '2013-05-28 16:00:00+02:00', '2013-05-28 17:00:00+02:00',\n",
      "               '2013-05-28 18:00:00+02:00', '2013-05-28 19:00:00+02:00',\n",
      "               '2013-05-28 20:00:00+02:00', '2013-05-28 21:00:00+02:00',\n",
      "               '2013-05-28 22:00:00+02:00', '2013-05-28 23:00:00+02:00'],\n",
      "              dtype='datetime64[ns, Europe/Berlin]', length=1440, freq='H')\n"
     ]
    }
   ],
   "source": [
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    "# create a timestamp, very nice tool to create datetime ranges!\n",
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    "timestamp = pd.date_range('20130329230000', periods=1440,freq=\"1h\",tz=\"Europe/Berlin\")\n",
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    "print(timestamp)\n",
    "\n",
    "\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "<matplotlib.axes._subplots.AxesSubplot at 0x7f05bf74d518>"
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      ]
     },
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     "execution_count": 5,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 1152x576 with 1 Axes>"
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      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(1440,4), index=timestamp, columns=list('ABCD'))\n",
    "df.plot(figsize=(16,8))"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Indexing and Slicing"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 22,
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   "metadata": {},
   "outputs": [
    {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-2.2142883474202635\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "0.007878127975908833\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                  B         C\n",
      "2013-03-30 10:00:00+01:00 -2.214288  0.658078\n",
      "2013-03-30 11:00:00+01:00 -0.877027 -1.750502\n",
      "2013-03-30 12:00:00+01:00 -0.188441 -0.780151\n",
      "2013-03-30 13:00:00+01:00  2.057622  1.729898\n",
      "2013-03-30 14:00:00+01:00  2.083779 -1.541767\n",
      "2013-03-30 15:00:00+01:00  0.296871  1.877648\n",
      "2013-03-30 16:00:00+01:00 -2.155949  0.648318\n",
      "2013-03-30 17:00:00+01:00 -0.231118 -0.077170\n",
      "2013-03-30 18:00:00+01:00  0.554211 -0.803210\n",
      "2013-03-30 19:00:00+01:00 -0.502584 -0.087219\n",
      "2013-03-30 20:00:00+01:00 -0.586464 -2.282768\n",
      "2013-03-30 21:00:00+01:00 -2.413344 -0.123009\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                  A         B         C\n",
      "2013-03-30 02:00:00+01:00  0.259906 -0.171648  0.629608\n",
      "2013-03-30 03:00:00+01:00 -0.117227 -1.981432 -0.551549\n",
      "2013-03-30 04:00:00+01:00  0.238544 -0.124431  1.397232\n",
      "2013-03-30 05:00:00+01:00  0.379388 -0.846385 -0.131401\n",
      "2013-03-30 06:00:00+01:00  0.497114  0.907197  1.755662\n"
     ]
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    }
   ],
   "source": [
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    "# Index\n",
    "\n",
    "# via column names and index names\n",
    "print(df.loc[\"2013-03-30 10:00\", \"B\"])\n",
    "\n",
    "#SPACER\n",
    "print(\"\\n\",\"-\"*80,\"\\n\",sep=\"\\n\")\n",
    "\n",
    "# via positon\n",
    "print(df.iloc[3,3])\n",
    "\n",
    "#SPACER\n",
    "print(\"\\n\",\"-\"*80,\"\\n\",sep=\"\\n\")\n",
    "\n",
    "# Slice\n",
    "\n",
    "# via column names and index names\n",
    "print(df.loc[\"2013-03-30 10:00\":\"2013-03-30 21:00\", [\"B\",\"C\"]])\n",
    "\n",
    "#SPACER\n",
    "print(\"\\n\",\"-\"*80,\"\\n\",sep=\"\\n\")\n",
    "\n",
    "# via positon\n",
    "print(df.iloc[3:8,0:3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Slicing even easier"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 23,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  A\n",
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      "2013-03-29 23:00:00+01:00 -0.644843\n",
      "2013-03-30 00:00:00+01:00 -0.028394\n",
      "2013-03-30 01:00:00+01:00  1.397111\n",
      "2013-03-30 02:00:00+01:00  0.259906\n",
      "2013-03-30 03:00:00+01:00 -0.117227\n",
      "\n",
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      "\n",
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      "--------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                  A         B         C         D\n",
      "2013-03-29 23:00:00+01:00 -0.644843  2.211069 -0.040092 -0.611948\n",
      "2013-03-30 00:00:00+01:00 -0.028394  0.613986  0.473745  0.619030\n",
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      "                                  A         B         C         D\n",
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      "2013-03-30 10:00:00+01:00 -0.755525 -2.214288  0.658078  0.879759\n",
      "2013-03-30 11:00:00+01:00 -0.165032 -0.877027 -1.750502 -0.527126\n",
      "2013-03-30 12:00:00+01:00 -0.265000 -0.188441 -0.780151 -0.371979\n",
      "2013-03-30 13:00:00+01:00 -0.512746  2.057622  1.729898  0.356811\n",
      "2013-03-30 14:00:00+01:00  0.583137  2.083779 -1.541767 -1.333531\n",
      "2013-03-30 15:00:00+01:00 -0.644626  0.296871  1.877648  0.123981\n",
      "2013-03-30 16:00:00+01:00  1.600198 -2.155949  0.648318  0.131957\n",
      "2013-03-30 17:00:00+01:00  1.292172 -0.231118 -0.077170 -1.308779\n",
      "2013-03-30 18:00:00+01:00  0.459424  0.554211 -0.803210 -1.324256\n",
      "2013-03-30 19:00:00+01:00  1.420160 -0.502584 -0.087219 -1.370516\n",
      "2013-03-30 20:00:00+01:00  0.801678 -0.586464 -2.282768 -0.296445\n",
      "2013-03-30 21:00:00+01:00 -0.704383 -2.413344 -0.123009 -2.187881\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
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      "\n",
      "                                  A         B\n",
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      "2013-03-29 23:00:00+01:00 -0.644843  2.211069\n",
      "2013-03-30 00:00:00+01:00 -0.028394  0.613986\n",
      "2013-03-30 01:00:00+01:00  1.397111 -1.656444\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "\n"
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     ]
    }
   ],
   "source": [
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    "# via column name\n",
    "print(df[[\"A\"]].head())\n",
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    "\n",
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    "#SPACER\n",
    "print(\"\\n\",\"-\"*80,\"\\n\",sep=\"\\n\")\n",
    "\n",
    "# get slice\n",
    "print(df[0:2])\n",
    "print(df[\"2013-03-30 10:00\":\"2013-03-30 21:00\"]) # mind that your indexing a datetime datatype with a string ;)\n",
    "\n",
    "#SPACER\n",
    "print(\"\\n\",\"-\"*80,\"\\n\",sep=\"\\n\")\n",
    "\n",
    "# combine both\n",
    "print(df[[\"A\",\"B\"]][:3])\n",
    "\n",
    "#SPACER\n",
    "print(\"\\n\",\"-\"*80,\"\\n\",sep=\"\\n\")\n",
    "\n",
    "\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 24,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     A          B    C  D      E    F\n",
      "0  1.0 2013-01-02  1.0  3   test  foo\n",
      "1  1.0 2013-01-02  1.0  3  train  foo\n",
      "2  1.0 2013-01-02  1.0  3   test  foo\n",
      "3  1.0 2013-01-02  1.0  3  train  foo\n"
     ]
    }
   ],
   "source": [
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    "# init a dataframe from a dictionary\n",
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    "df2 = pd.DataFrame({ 'A' : 1.,\n",
    "                    'B' : pd.Timestamp('20130102'),\n",
    "                    'C' : pd.Series(1,index=list(range(4)),dtype='float32'),\n",
    "                    'D' : np.array([3] * 4,dtype='int32'),\n",
    "                    'E' : pd.Categorical([\"test\",\"train\",\"test\",\"train\"]),\n",
    "                    'F' : 'foo' })\n",
    "print(df2)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 25,
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   "metadata": {},
   "outputs": [
    {
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     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] File b'Q_Kreischa.txt' does not exist: b'Q_Kreischa.txt'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-25-82903cb10a69>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Q_Kreischa.txt\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmy_df\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mparse_dates\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mindex_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msep\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[0m",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[1;32m    700\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[1;32m    701\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\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    703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    704\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    427\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    428\u001b[0m     \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 429\u001b[0;31m     \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\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    430\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    431\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m    893\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    894\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 895\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\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    896\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    897\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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~/.local/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m   1120\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'c'\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   1121\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'c'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1122\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\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[0m\u001b[1;32m   1123\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   1124\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'python'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m   1851\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'usecols'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0musecols\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1852\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1853\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\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   1854\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munnamed_cols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munnamed_cols\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1855\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] File b'Q_Kreischa.txt' does not exist: b'Q_Kreischa.txt'"
     ]
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    }
   ],
   "source": [
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    "fp=\"Q_Kreischa.txt\"\n",
    "my_df=pd.read_csv(fp,parse_dates=True,index_col=0,sep=\",\")\n"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d03b723748>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d03bf02fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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christian.foerster committed
372
    "# plotting is sooo easy ;)\n",
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christian.foerster committed
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    "my_df[[\"w\"]].boxplot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea2fa0a2e8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea2fabef28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(marker=\"*\",style=\"--\",figsize=(30,5))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea2fb1a7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A    0.044329\n",
      "B   -0.029526\n",
      "C    0.039979\n",
      "D    0.029007\n",
      "dtype: float64\n",
      "\n",
      "A    0.044692\n",
      "B   -0.020900\n",
      "C   -0.008288\n",
      "D    0.010327\n",
      "dtype: float64\n",
      "\n",
      "A    1.011937\n",
      "B    1.011243\n",
      "C    1.017549\n",
      "D    0.979106\n",
      "dtype: float64\n",
      "                 A            B            C            D\n",
      "count  1440.000000  1440.000000  1440.000000  1440.000000\n",
      "mean      0.044692    -0.020900    -0.008288     0.010327\n",
      "std       1.011937     1.011243     1.017549     0.979106\n",
      "min      -2.901604    -3.285444    -4.743301    -3.158102\n",
      "25%      -0.644978    -0.670845    -0.673415    -0.640340\n",
      "50%       0.044329    -0.029526     0.039979     0.029007\n",
      "75%       0.750549     0.667472     0.680284     0.654888\n",
      "max       2.996114     3.118984     3.573011     4.055951\n"
     ]
    }
   ],
   "source": [
    "# also pretty handy\n",
    "print(df.median(),df.mean(),df.std(),sep=\"\\n\\n\")\n",
    "\n",
    "# or pretty neat summary\n",
    "print(df.describe())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DatetimeIndex(['2013-03-29 23:00:00+01:00', '2013-03-30 00:00:00+01:00',\n",
      "               '2013-03-30 01:00:00+01:00', '2013-03-30 02:00:00+01:00',\n",
      "               '2013-03-30 03:00:00+01:00', '2013-03-30 04:00:00+01:00',\n",
      "               '2013-03-30 05:00:00+01:00', '2013-03-30 06:00:00+01:00',\n",
      "               '2013-03-30 07:00:00+01:00', '2013-03-30 08:00:00+01:00',\n",
      "               ...\n",
      "               '2013-05-28 14:00:00+02:00', '2013-05-28 15:00:00+02:00',\n",
      "               '2013-05-28 16:00:00+02:00', '2013-05-28 17:00:00+02:00',\n",
      "               '2013-05-28 18:00:00+02:00', '2013-05-28 19:00:00+02:00',\n",
      "               '2013-05-28 20:00:00+02:00', '2013-05-28 21:00:00+02:00',\n",
      "               '2013-05-28 22:00:00+02:00', '2013-05-28 23:00:00+02:00'],\n",
      "              dtype='datetime64[ns, Europe/Berlin]', length=1440, freq='H')\n",
      "Index(['A', 'B', 'C', 'D'], dtype='object')\n",
      "[[-0.26177019 -0.43757562 -1.70040777  0.66252564]\n",
      " [ 0.28675594  0.79004416 -0.39457305  1.07584989]\n",
      " [-0.99112374  1.37211372  0.6695232   0.58984679]\n",
      " ...\n",
      " [ 0.43229223 -1.39510078 -0.22992863 -0.42501709]\n",
      " [ 0.48940086  2.43630921  0.68829207  0.45911024]\n",
      " [ 1.06175544  0.82260245  0.44918718  0.52251875]]\n"
     ]
    }
   ],
   "source": [
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    "# get the dataframes index\n",
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    "print(df.index)\n",
    "\n",
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    "# get the dataframes columns\n",
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    "print(df.columns)\n",
    "\n",
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    "# get the dataframes values (without index)\n",
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    "print(df.values)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     1440.000000\n",
       "mean       835.280060\n",
       "std       2080.544395\n",
       "min          0.006738\n",
       "25%          0.245984\n",
       "50%          8.980113\n",
       "75%        327.834658\n",
       "max      11968.099332\n",
       "Name: new_column, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d03a1bd518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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    "# add columns to df\n",
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    "df[\"new_column\"]=[np.exp((i-500)/100) for i in range(1440)]\n",
    "\n",
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    "# have a look\n",
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    "df[\"new_column\"].plot()\n",
    "\n",
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    "# the stats\n",
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    "df[\"new_column\"].describe()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 27,
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   "metadata": {},
   "outputs": [
    {
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     "ename": "KeyError",
     "evalue": "'new_column'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2656\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-> 2657\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2658\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'new_column'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-27-b5101d1bdb1a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# column bind (axis=1) (row bind axis=0)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mnewdf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"A\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"new_column\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\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      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2925\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2926\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2927\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2928\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\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   2929\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2657\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2658\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2659\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2660\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2661\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'new_column'"
     ]
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    }
   ],
   "source": [
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    "# column bind (axis=1) (row bind axis=0)\n",
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    "newdf=pd.concat([df[\"A\"],df[\"new_column\"]],axis=1)\n",
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    "\n"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>A</th>\n",
       "      <th>new_column</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-03-29 23:00:00+01:00</th>\n",
       "      <td>-0.480974</td>\n",
       "      <td>0.006738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-30 00:00:00+01:00</th>\n",
       "      <td>-0.749027</td>\n",
       "      <td>0.006806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-30 01:00:00+01:00</th>\n",
       "      <td>-0.252769</td>\n",
       "      <td>0.006874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-30 02:00:00+01:00</th>\n",
       "      <td>1.320504</td>\n",
       "      <td>0.006943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-30 03:00:00+01:00</th>\n",
       "      <td>-0.318787</td>\n",
       "      <td>0.007013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  A  new_column\n",
       "2013-03-29 23:00:00+01:00 -0.480974    0.006738\n",
       "2013-03-30 00:00:00+01:00 -0.749027    0.006806\n",
       "2013-03-30 01:00:00+01:00 -0.252769    0.006874\n",
       "2013-03-30 02:00:00+01:00  1.320504    0.006943\n",
       "2013-03-30 03:00:00+01:00 -0.318787    0.007013"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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