10 Create Data Structures (abandoned).ipynb

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     "metadata": {},
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      "Imports"
     ],
     "language": "python"
    },
    {
     "cell_type": "code",
     "execution_count": null,
     "metadata": {},
     "outputs": [],
     "input": [
      "import csv\n",
      "from BeautifulSoup import BeautifulSoup as bs\n",
      "import scipy.io as sio # for savemat and loadmat\n",
      "from datetime import datetime"
     ],
     "language": "python",
     "prompt_number": 81
    },
    {
     "cell_type": "raw",
     "metadata": {}
    },
    {
     "cell_type": "code",
     "execution_count": null,
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "('ZX', '21-Jun-11', 'Oppenheimer', 'Initiated', '', 'Outperform')"
       ],
       "metadata": {}
      }
     ],
     "input": [
      "data = None\n",
      "with open('stocks.csv','r') as infile:\n",
      "    csvin = csv.reader(infile)\n",
      "    data = map(tuple,csvin)\n",
      "    \n",
      "# data[len(data)-1] # csv reader is a generator, so the data won't be available until we actually access it"
     ],
     "language": "python",
     "prompt_number": 6
    },
    {
     "cell_type": "raw",
     "metadata": {}
    },
    {
     "cell_type": "code",
     "execution_count": null,
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 48,
       "text": [
        "['Ticker', 'Research Firm', 'Action', 'From', 'To']"
       ],
       "metadata": {}
      }
     ],
     "input": [
      "headers = data[0]\n",
      "keys = [headers[0]]\n",
      "keys += list(headers[2:6])\n",
      "keys"
     ],
     "language": "python",
     "prompt_number": 48
    },
    {
     "cell_type": "raw",
     "metadata": {}
    },
    {
     "cell_type": "code",
     "execution_count": null,
     "metadata": {},
     "outputs": [],
     "input": [
      "data_by_dates = dict()\n",
      "for d in data[1:]:\n",
      "    item = dict(zip(keys, (d[0],d[2],d[3],d[4],d[5])))\n",
      "    if data_by_dates.has_key(d[1]):\n",
      "        data_by_dates[d[1]].append( item )\n",
      "        # data_by_dates[datetime.strptime(d[1],'%d-%b-%y').date()].append(item)\n",
      "    else:\n",
      "        data_by_dates[d[1]] = [ item ]\n",
      "        # data_by_dates[datetime.strptime(d[1],'%d-%b-%y').date()] = [ item ]"
     ],
     "language": "python",
     "prompt_number": 100
    },
    {
     "cell_type": "raw",
     "metadata": {}
    },
    {
     "cell_type": "code",
     "execution_count": null,
     "metadata": {},
     "outputs": [],
     "input": [
      "def to_date(date_string):\n",
      "    datetime.strptime(d[1],'%d-%b-%y').date()"
     ],
     "language": "python",
     "prompt_number": 102
    },
    {
     "cell_type": "code",
     "execution_count": null,
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       "stream": "stdout",
       "text": [
        "4255\n",
        "[{'Action': 'Upgrade', 'Research Firm': 'Merrill Lynch', 'From': 'LT Buy', 'Ticker': 'APC', 'To': 'LT Strong Buy'}, {'Action': 'Downgrade', 'Research Firm': 'Ryan, Beck &amp; Co', 'From': 'Outperform', 'Ticker': 'BKMU', 'To': 'Mkt Perform'}, {'Action': 'Upgrade', 'Research Firm': 'USB Piper Jaffray', 'From': 'Outperform', 'Ticker': 'CYBX', 'To': 'Strong Buy'}, {'Action': 'Upgrade', 'Research Firm': 'UBS Warburg', 'From': 'Hold', 'Ticker': 'ESRX', 'To': 'Buy'}, {'Action': 'Upgrade', 'Research Firm': 'Wedbush Morgan', 'From': 'Hold', 'Ticker': 'SMTC', 'To': 'Buy'}, {'Action': 'Initiated', 'Research Firm': 'USB Piper Jaffray', 'From': '', 'Ticker': 'SYMC', 'To': 'Market Perform'}, {'Action': 'Upgrade', 'Research Firm': 'Raymond James', 'From': 'Mkt Perform', 'Ticker': 'TROW', 'To': 'Outperform'}, {'Action': 'Downgrade', 'Research Firm': 'Salomon Smth Brny', 'From': 'Buy', 'Ticker': 'TROW', 'To': 'Outperform'}, {'Action': 'Upgrade', 'Research Firm': 'UBS Warburg', 'From': 'Buy', 'Ticker': 'AIG', 'To': 'Strong Buy'}, {'Action': 'Upgrade', 'Research Firm': 'Merrill Lynch', 'From': 'LT Buy', 'Ticker': 'APC', 'To': 'LT Strong Buy'}, {'Action': 'Downgrade', 'Research Firm': 'AG Edwards', 'From': 'Strong Buy', 'Ticker': 'BK', 'To': 'Buy'}, {'Action': 'Upgrade', 'Research Firm': 'CSFB', 'From': 'Buy', 'Ticker': 'CAH', 'To': 'Strong Buy'}, {'Action': 'Upgrade', 'Research Firm': 'Morgan Keegan', 'From': 'Mkt Perform', 'Ticker': 'CLB', 'To': 'Outperform'}, {'Action': 'Downgrade', 'Research Firm': 'Legg Mason', 'From': 'Buy', 'Ticker': 'COF', 'To': 'Hold'}, {'Action': 'Initiated', 'Research Firm': 'AG Edwards', 'From': '', 'Ticker': 'FDO', 'To': 'Hold'}, {'Action': 'Downgrade', 'Research Firm': 'Banc of America Sec', 'From': 'Strong Buy', 'Ticker': 'GD', 'To': 'Buy'}, {'Action': 'Downgrade', 'Research Firm': 'Buckingham Research', 'From': 'Strong Buy', 'Ticker': 'HPQ', 'To': 'Accumulate'}, {'Action': 'Upgrade', 'Research Firm': 'Wachovia Sec', 'From': 'Buy', 'Ticker': 'LHO', 'To': 'Strong Buy'}, {'Action': 'Upgrade', 'Research Firm': 'Banc of America Sec', 'From': 'Mkt Perform', 'Ticker': 'NUS', 'To': 'Buy'}, {'Action': 'Upgrade', 'Research Firm': 'Salomon Smth Brny', 'From': 'Neutral', 'Ticker': 'POT', 'To': 'Outperform'}, {'Action': 'Initiated', 'Research Firm': 'Morgan Keegan', 'From': '', 'Ticker': 'PRA', 'To': 'Outperform'}, {'Action': 'Upgrade', 'Research Firm': 'Legg Mason', 'From': 'Hold', 'Ticker': 'VMC', 'To': 'Buy'}, {'Action': 'Upgrade', 'Research Firm': 'Lehman Brothers', 'From': 'Mkt Perform', 'Ticker': 'WSM', 'To': 'Buy'}]\n",
        "21-Jun-12\n",
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        "26-Feb-98\n",
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        "12-May-08\n",
        "22-Feb-13\n",
        "7-Aug-98\n",
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        "24-Feb-98\n",
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        "7-Jul-99\n",
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        "17-Jun-99\n",
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        "1-Feb-06\n",
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        "13-Dec-99\n",
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        "1-Feb-01\n",
        "27-Apr-98\n",
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        "25-Mar-04\n",
        "27-Dec-00\n",
        "12-Dec-12\n",
        "25-Mar-08\n",
        "25-Mar-09\n",
        "5-Apr-99\n",
        "22-Aug-01\n",
        "8-Dec-11\n",
        "8-Dec-10\n",
        "8-Dec-14\n",
        "24-Jan-06\n",
        "24-Jan-07\n",
        "24-Jan-05\n",
        "24-Jan-02\n",
        "24-Jan-03\n",
        "24-Jan-01\n",
        "24-Jan-08\n",
        "28-Sep-09\n",
        "16-Mar-99\n",
        "12-Nov-98\n",
        "12-Nov-99\n",
        "4-May-05\n",
        "4-May-04\n",
        "4-May-07\n",
        "4-May-06\n",
        "4-May-01\n",
        "4-May-00\n",
        "14-Jan-10\n",
        "14-Jan-11\n",
        "4-May-09\n",
        "27-Mar-07\n",
        "18-Feb-14\n",
        "15-Aug-14\n",
        "16-Mar-98\n",
        "18-Feb-10\n",
        "18-Feb-11\n",
        "15-Aug-13\n",
        "15-Aug-12\n",
        "6-Oct-04\n",
        "6-Oct-05\n",
        "2-Apr-09\n",
        "26-Jun-98\n",
        "6-Oct-00\n",
        "6-Oct-03\n",
        "29-Mar-04\n",
        "29-Mar-05\n",
        "29-Mar-06\n",
        "29-Mar-07\n",
        "6-Oct-08\n",
        "6-Oct-09\n",
        "2-Apr-04\n",
        "30-May-03\n",
        "30-May-02\n",
        "30-May-01\n",
        "30-May-00\n",
        "30-May-07\n",
        "30-May-06\n",
        "30-May-08\n",
        "2-Jun-14\n",
        "21-May-14\n",
        "21-May-12\n",
        "21-May-13\n",
        "21-May-10\n",
        "3-Feb-09\n",
        "3-Feb-04\n",
        "3-Feb-05\n",
        "3-Feb-06\n",
        "6-May-04\n",
        "28-Apr-99\n",
        "28-Apr-98\n",
        "3-Feb-03\n",
        "25-Jun-98\n",
        "25-Jun-99\n",
        "25-Sep-06\n",
        "6-May-08\n",
        "25-Sep-00\n",
        "25-Sep-01\n",
        "25-Sep-02\n",
        "25-Sep-03\n",
        "6-Nov-14\n",
        "25-Sep-08\n",
        "25-Sep-09\n",
        "22-Feb-07\n",
        "23-Aug-05\n",
        "21-Jun-01\n",
        "15-Apr-14\n",
        "21-Jun-02\n",
        "21-Jun-05\n",
        "15-Apr-10\n",
        "21-Jun-07\n",
        "21-Jun-06\n",
        "8-Nov-02\n",
        "27-Nov-13\n",
        "19-Aug-99\n",
        "19-Aug-98\n",
        "22-Aug-06\n",
        "20-Jun-07\n",
        "19-Nov-99\n",
        "19-Nov-98\n",
        "23-Sep-11\n",
        "17-Aug-10\n",
        "20-Jun-00\n",
        "20-Jun-01\n",
        "11-Mar-09\n",
        "11-Mar-08\n",
        "15-Feb-99\n",
        "22-Aug-08\n",
        "7-Oct-11\n",
        "9-Oct-06\n",
        "17-Jan-08\n",
        "12-Jun-12\n",
        "12-Jun-13\n",
        "12-Jun-14\n",
        "25-Apr-01\n",
        "25-Apr-00\n",
        "3-Oct-07\n",
        "25-Apr-02\n",
        "25-Apr-05\n",
        "25-Apr-07\n",
        "25-Apr-06\n",
        "25-Apr-08\n",
        "3-Nov-08\n",
        "3-Nov-09\n",
        "6-Jul-00\n",
        "29-Jun-98\n",
        "19-May-03\n",
        "29-Jun-99\n",
        "27-Jun-01\n",
        "30-Sep-99\n",
        "30-Sep-98\n",
        "21-Feb-03\n",
        "21-Feb-02\n",
        "21-Feb-07\n",
        "21-Feb-06\n",
        "9-Jun-11\n",
        "9-Jun-10\n",
        "25-Apr-03\n",
        "9-Jun-14\n",
        "22-Jul-08\n",
        "22-Jul-09\n",
        "22-Jul-04\n",
        "22-Jul-05\n",
        "22-Jul-02\n",
        "22-Jul-03\n",
        "29-Apr-05\n",
        "29-Apr-04\n",
        "29-Apr-03\n",
        "29-Apr-02\n",
        "29-Apr-09\n",
        "29-Apr-08\n",
        "9-Aug-99\n",
        "27-Oct-14\n",
        "10-Oct-03\n",
        "12-Sep-03\n",
        "7-Dec-06\n",
        "24-Apr-13\n",
        "24-Apr-12\n",
        "24-Apr-15\n",
        "24-Apr-14\n",
        "7-May-99\n",
        "7-May-98\n",
        "16-Mar-09\n",
        "10-Jul-09\n",
        "10-Jul-08\n",
        "10-Jul-07\n",
        "10-Jul-06\n",
        "10-Jul-98\n",
        "16-Mar-01\n",
        "16-Mar-06\n",
        "10-Jul-02\n",
        "16-Mar-04\n",
        "16-Mar-05\n",
        "8-Apr-09\n",
        "9-Mar-98\n",
        "5-Feb-02\n",
        "19-Sep-14\n",
        "1-Oct-98\n",
        "8-Apr-02\n",
        "8-Apr-05\n",
        "8-Apr-04\n",
        "8-Aug-03\n",
        "8-Aug-02\n",
        "8-Aug-01\n",
        "8-Aug-00\n",
        "8-Aug-07\n",
        "8-Aug-06\n",
        "8-Aug-05\n",
        "23-Jul-12\n",
        "23-Jul-13\n",
        "16-Jul-03\n",
        "16-Jul-02\n",
        "16-Jul-04\n",
        "16-Jul-07\n",
        "9-Mar-99\n",
        "30-Jul-14\n",
        "7-Jan-14\n",
        "7-Jan-13\n",
        "1-Sep-06\n",
        "1-Sep-05\n",
        "1-Sep-04\n",
        "12-Apr-10\n",
        "12-Apr-11\n",
        "12-Apr-12\n",
        "12-Apr-13\n",
        "4-Jun-98\n",
        "19-May-00\n",
        "12-Oct-99\n",
        "12-Oct-98\n",
        "7-Oct-98\n",
        "7-Oct-99\n",
        "23-Jun-14\n",
        "29-May-14\n",
        "29-May-12\n",
        "29-May-13\n",
        "1-Jun-06\n",
        "28-Sep-10\n",
        "28-Sep-11\n",
        "28-Sep-12\n",
        "14-Aug-14\n",
        "13-Sep-01\n",
        "6-Sep-11\n",
        "21-Dec-00\n",
        "6-Sep-13\n",
        "6-Sep-12\n",
        "12-Feb-07\n",
        "10-Feb-03\n",
        "14-Sep-12\n",
        "14-Sep-10\n",
        "23-Feb-11\n",
        "26-Dec-01\n",
        "3-May-00\n",
        "26-Dec-03\n",
        "26-Dec-02\n",
        "12-Mar-99\n",
        "12-Mar-98\n",
        "26-Dec-07\n",
        "9-Aug-05\n",
        "18-Oct-10\n",
        "18-Oct-13\n",
        "18-Oct-12\n",
        "3-May-02\n",
        "12-Feb-02\n",
        "20-Oct-05\n",
        "20-Oct-04\n",
        "2-Feb-12\n",
        "20-Oct-06\n",
        "20-Oct-00\n",
        "20-Oct-03\n",
        "9-Aug-00\n",
        "20-Oct-08\n",
        "7-Nov-13\n",
        "3-May-05\n",
        "26-Jul-02\n",
        "26-Jul-00\n",
        "15-May-12\n",
        "26-Jul-06\n",
        "9-Aug-02\n",
        "26-Jul-04\n",
        "26-Jul-05\n",
        "12-Sep-05\n",
        "3-May-07\n",
        "8-Feb-05\n",
        "8-Feb-07\n",
        "8-Feb-06\n",
        "8-Feb-01\n",
        "8-Feb-00\n",
        "8-Feb-02\n",
        "29-Dec-06\n",
        "8-Feb-08\n",
        "29-Nov-07\n",
        "12-Dec-06\n",
        "12-Dec-07\n",
        "2-Aug-06\n",
        "12-Dec-02\n",
        "12-Dec-03\n",
        "12-Dec-00\n",
        "12-Dec-01\n",
        "10-Aug-10\n",
        "6-Mar-98\n",
        "10-Aug-12\n",
        "12-Dec-08\n",
        "25-Oct-11\n",
        "25-Oct-10\n",
        "25-Oct-13\n",
        "25-Oct-12\n",
        "3-Jul-01\n",
        "20-May-99\n",
        "20-May-98\n",
        "16-May-08\n",
        "16-May-07\n",
        "16-May-06\n",
        "16-May-05\n",
        "16-May-03\n",
        "16-May-02\n",
        "16-May-01\n",
        "16-May-00\n",
        "19-Sep-13\n",
        "30-Nov-07\n",
        "11-Oct-01\n",
        "11-Oct-00\n",
        "11-Oct-02\n",
        "11-Oct-05\n",
        "11-Oct-04\n",
        "11-Oct-07\n",
        "11-Oct-06\n",
        "10-Nov-03\n",
        "28-Apr-15\n",
        "10-Nov-00\n",
        "10-Nov-06\n",
        "10-Nov-05\n",
        "10-Nov-04\n",
        "10-Nov-09\n",
        "10-Nov-08\n",
        "23-Sep-99\n",
        "9-Dec-08\n",
        "16-Nov-05\n",
        "24-Nov-10\n",
        "28-Apr-10\n",
        "10-Apr-98\n",
        "6-Oct-14\n",
        "6-Oct-10\n",
        "17-Aug-98\n",
        "19-Jun-13\n",
        "30-May-14\n",
        "11-Aug-10\n",
        "30-May-12\n",
        "11-Aug-14\n",
        "9-Mar-12\n",
        "4-Jun-02\n",
        "29-Dec-03\n",
        "1-Aug-05\n",
        "3-Feb-15\n",
        "3-Feb-14\n",
        "3-Feb-12\n",
        "3-Feb-11\n",
        "3-Feb-10\n",
        "7-Jul-08\n",
        "9-Apr-12\n",
        "21-Sep-98\n",
        "14-Dec-12\n",
        "15-Jan-99\n",
        "7-Jul-03\n",
        "7-Jul-00\n",
        "7-Jul-06\n",
        "24-Jun-13\n",
        "7-Jul-04\n",
        "7-Jul-05\n",
        "6-Nov-01\n",
        "6-Nov-00\n",
        "6-Nov-03\n",
        "6-Nov-02\n",
        "15-Jun-10\n",
        "6-Nov-07\n",
        "6-Nov-06\n",
        "6-Nov-09\n",
        "6-Nov-08\n",
        "7-Feb-13\n",
        "1-Aug-03\n",
        "24-Jul-00\n",
        "27-Aug-01\n",
        "14-Jan-05\n"
       ]
      }
     ],
     "input": [
      "print len(data_by_dates)\n",
      "print data_by_dates['29-Jul-02']\n",
      "for k in data_by_dates.iterkeys():\n",
      "    print k\n"
     ],
     "language": "python",
     "prompt_number": 99
    }
   ]
  }
 ],
 "cells": [],
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0
}