ml-finance-python

python scripts for finance machine learning

git clone https://9o.is/git/ml-finance-python.git

notebook.ipynb

(581500B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "markdown",
      5    "metadata": {
      6     "collapsed": false
      7    },
      8    "source": [
      9     "## Continuous Futures"
     10    ]
     11   },
     12   {
     13    "cell_type": "markdown",
     14    "metadata": {},
     15    "source": [
     16     "Continuous Futures are an abstraction of the chain of consecutive contracts for the same underlying commodity or asset. Additionally, they maintain an ongoing reference to the active contract on the chain. Continuous futures make it much easier to maintain a dynamic reference to contracts that you want to order, and get historical series of data. In this lesson, we will explore some of the ways in which we can use continuous futures to help us in our research."
     17    ]
     18   },
     19   {
     20    "cell_type": "markdown",
     21    "metadata": {},
     22    "source": [
     23     "In order to create an instance of a `ContinuousFuture` in Research, we need to use the <a href=\"https://www.quantopian.com/help#quantopian_research_experimental_continuous_future\">continuous_future</a> function. Similar to history, we need to import it from research's experimental library:"
     24    ]
     25   },
     26   {
     27    "cell_type": "code",
     28    "execution_count": 5,
     29    "metadata": {
     30     "collapsed": true
     31    },
     32    "outputs": [],
     33    "source": [
     34     "from quantopian.research.experimental import continuous_future, history"
     35    ]
     36   },
     37   {
     38    "cell_type": "markdown",
     39    "metadata": {},
     40    "source": [
     41     "To create a continuous future, we just need to supply a root_symbol to the `continuous_future` function. The following cell creates a continuous future for Light Sweet Crude Oil."
     42    ]
     43   },
     44   {
     45    "cell_type": "code",
     46    "execution_count": 6,
     47    "metadata": {
     48     "collapsed": false
     49    },
     50    "outputs": [
     51     {
     52      "data": {
     53       "text/plain": [
     54        "ContinuousFuture(90999980378095616, root_symbol='CL', offset=0, roll_style='volume', adjustment='mul')"
     55       ]
     56      },
     57      "execution_count": 6,
     58      "metadata": {},
     59      "output_type": "execute_result"
     60     }
     61    ],
     62    "source": [
     63     "cl = continuous_future('CL')\n",
     64     "cl"
     65    ]
     66   },
     67   {
     68    "cell_type": "markdown",
     69    "metadata": {},
     70    "source": [
     71     "### Continuous Futures & `history`"
     72    ]
     73   },
     74   {
     75    "cell_type": "markdown",
     76    "metadata": {},
     77    "source": [
     78     "We can use `history` to get pricing and volume data for a particular `ContinuousFuture` in the same way we do for `Futures`. Additionally, we can get the reference to its currently active `Future` contract by using the `contract` field."
     79    ]
     80   },
     81   {
     82    "cell_type": "markdown",
     83    "metadata": {},
     84    "source": [
     85     "Running the next cell will get pricing data for our CL continuous future and plot it:"
     86    ]
     87   },
     88   {
     89    "cell_type": "code",
     90    "execution_count": 7,
     91    "metadata": {
     92     "collapsed": false
     93    },
     94    "outputs": [
     95     {
     96      "data": {
     97       "text/plain": [
     98        "<matplotlib.axes._subplots.AxesSubplot at 0x7f2aee182c10>"
     99       ]
    100      },
    101      "execution_count": 7,
    102      "metadata": {},
    103      "output_type": "execute_result"
    104     },
    105     {
    106      "data": {
    107       "image/png": 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jbWXJbZmYTCb+9OpWGs8yxerYSEuQB4y0HM9mNXPjvDSe/vElzBwXy74j1Xz/j6v567Jd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\nQmCC\n",
    108       "text/plain": [
    109        "<matplotlib.figure.Figure at 0x7f2aeea55490>"
    110       ]
    111      },
    112      "metadata": {},
    113      "output_type": "display_data"
    114     }
    115    ],
    116    "source": [
    117     "# Pricing data for CL `ContinuousFuture`.\n",
    118     "cl_pricing = history(\n",
    119     "    cl, \n",
    120     "    fields='price', \n",
    121     "    frequency='daily', \n",
    122     "    start='2015-10-21', \n",
    123     "    end='2016-06-01'\n",
    124     ")\n",
    125     "\n",
    126     "cl_pricing.plot()"
    127    ]
    128   },
    129   {
    130    "cell_type": "markdown",
    131    "metadata": {},
    132    "source": [
    133     "To better understand the need for continuous futures, let's use `history` to get pricing data for the chain of individual contracts we looked at in the previous lesson and plot it."
    134    ]
    135   },
    136   {
    137    "cell_type": "code",
    138    "execution_count": 8,
    139    "metadata": {
    140     "collapsed": false
    141    },
    142    "outputs": [
    143     {
    144      "data": {
    145       "image/png": 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irsYZDY2xe7CZsrQi0s1phx7QW9hNKdi0GfiCUfIz9/9jmFuc6DTW2OFmftZs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44w7+9Kc/RcYeeuihyLUWFxezdetWXC4XGzZsYO3atfzxj38E4B//+AdlZWWsX7+eW2+9lccf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\ngiAIg5pIWgRBEARBEARBGNT+D2/8lLC77VH8AAAAAElFTkSuQmCC\n",
    146       "text/plain": [
    147        "<matplotlib.figure.Figure at 0x7f2aee186290>"
    148       ]
    149      },
    150      "metadata": {},
    151      "output_type": "display_data"
    152     }
    153    ],
    154    "source": [
    155     "cl_contracts = symbols(['CLF16', 'CLG16', 'CLH16', 'CLJ16', 'CLK16', 'CLM16'])\n",
    156     "\n",
    157     "# Pricing data for our consecutive contracts from earlier.\n",
    158     "cl_consecutive_contract_pricing = history(\n",
    159     "    cl_contracts, \n",
    160     "    fields='price', \n",
    161     "    frequency='daily', \n",
    162     "    start='2015-10-21', \n",
    163     "    end='2016-06-01'\n",
    164     ")\n",
    165     "\n",
    166     "cl_consecutive_contract_pricing.plot();"
    167    ]
    168   },
    169   {
    170    "cell_type": "markdown",
    171    "metadata": {},
    172    "source": [
    173     "The price difference between contracts at a given time is not considered to be an increase in value in the future. Instead, it is associated with the carrying cost and the opportunity cost of holding the underlying commodity or asset prior to delivery. This concept is covered more in depth in the Introduction to Futures Contracts lecture from our <a href=\"https://www.quantopian.com/lectures\">Lecture Series</a>."
    174    ]
    175   },
    176   {
    177    "cell_type": "markdown",
    178    "metadata": {},
    179    "source": [
    180     "Next, let's look at the price history for active contracts separately. We will notice that this difference in price creates discontinuities when a contract expires and the reference moves to the next contract:"
    181    ]
    182   },
    183   {
    184    "cell_type": "code",
    185    "execution_count": 9,
    186    "metadata": {
    187     "collapsed": false
    188    },
    189    "outputs": [
    190     {
    191      "data": {
    192       "image/png": 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2q90ca+zlVEPw8MiC7MRzHg/BlRaA2uY+WD1nKn4pIiIiIjJDPffmKfqHPNx902LSkuMj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Dc3NwDc3d359ddfAejfv7/OfhkZGfTu3RsTExNMTEzYsGED586dIycnh8DAQNRqNRUVFeTk5ODh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\n",
    193       "text/plain": [
    194        "<matplotlib.figure.Figure at 0x7f2ad1074c10>"
    195       ]
    196      },
    197      "metadata": {},
    198      "output_type": "display_data"
    199     }
    200    ],
    201    "source": [
    202     "# Pricing and contract data for unadjusted CL `ContinuousFuture`.\n",
    203     "# Adjustments are covered in the next section. \n",
    204     "cl_unadjusted = continuous_future('CL', adjustment=None)\n",
    205     "\n",
    206     "cl_history = history(\n",
    207     "    cl_unadjusted, \n",
    208     "    fields=['contract', 'price'], \n",
    209     "    frequency='daily', \n",
    210     "    start='2015-10-21', \n",
    211     "    end='2016-06-01'\n",
    212     ")\n",
    213     "\n",
    214     "cl_active_contract_pricing = cl_history.pivot(index=cl_history.index, columns='contract')\n",
    215     "cl_active_contract_pricing.plot();"
    216    ]
    217   },
    218   {
    219    "cell_type": "markdown",
    220    "metadata": {},
    221    "source": [
    222     "Part of the job of our continuous future abstraction is to account for these discontinuities, as we will see next by plotting our CL continuous future price against the price history for individual active contracts."
    223    ]
    224   },
    225   {
    226    "cell_type": "code",
    227    "execution_count": 10,
    228    "metadata": {
    229     "collapsed": false
    230    },
    231    "outputs": [
    232     {
    233      "data": {
    234       "text/plain": [
    235        "<matplotlib.axes._subplots.AxesSubplot at 0x7f2ad0631650>"
    236       ]
    237      },
    238      "execution_count": 10,
    239      "metadata": {},
    240      "output_type": "execute_result"
    241     },
    242     {
    243      "data": {
    244       "image/png": 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9S5YsQafTsX79ep588km2bNnyKGJ9JL755hvGjRtHSkpKXYcihBBCCHHPbG1t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\n/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0r45MJNPjwXyZX0fNwtlczt68G7w7oxyNkGg7/sgGltbMirgZ4YyqTsCE1C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Tpk18+umnJCYm8uabb9LQ0ICJiQlRUVF4enqKgKqf6fV6LCwsOHHiBFZWVjz44INs3LgRnU7H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\nbhJeAAAAAElFTkSuQmCC\n",
    245       "text/plain": [
    246        "<matplotlib.figure.Figure at 0x7f2ad0a5aad0>"
    247       ]
    248      },
    249      "metadata": {},
    250      "output_type": "display_data"
    251     }
    252    ],
    253    "source": [
    254     "cl_active_contract_pricing.plot()\n",
    255     "cl_pricing.plot(style='k--')"
    256    ]
    257   },
    258   {
    259    "cell_type": "markdown",
    260    "metadata": {},
    261    "source": [
    262     "The above plot is adjusted for the price jumps that we see between contracts. This allows us to get a price series that reflects the changes in the price of the actual underlying commodity/asset."
    263    ]
    264   },
    265   {
    266    "cell_type": "markdown",
    267    "metadata": {},
    268    "source": [
    269     "In the next section, we will explore the options for adjusting historical lookback windows of continuous futures."
    270    ]
    271   },
    272   {
    273    "cell_type": "markdown",
    274    "metadata": {},
    275    "source": [
    276     "### Adjustment Styles"
    277    ]
    278   },
    279   {
    280    "cell_type": "markdown",
    281    "metadata": {},
    282    "source": [
    283     "As we just saw, continuous future historical data series are adjusted to account for price jumps between contracts by default. This can be overridden by specifying an adjustment argument when creating the continuous future. The adjustment argument has 3 options: `'mul'` (default), `'add'`, and `None`."
    284    ]
    285   },
    286   {
    287    "cell_type": "markdown",
    288    "metadata": {},
    289    "source": [
    290     "The `'mul'` option multiplies the prices series by the ratio of consecutive contract prices. The effect from each jump is only applied to prices further back in the lookback window."
    291    ]
    292   },
    293   {
    294    "cell_type": "markdown",
    295    "metadata": {},
    296    "source": [
    297     "Similarly, the `'add'` technique adjusts by the difference between consecutive contract prices."
    298    ]
    299   },
    300   {
    301    "cell_type": "markdown",
    302    "metadata": {},
    303    "source": [
    304     "Finally, passing `None` means that no adjustments will be applied to the lookback window."
    305    ]
    306   },
    307   {
    308    "cell_type": "markdown",
    309    "metadata": {},
    310    "source": [
    311     "### Roll Styles"
    312    ]
    313   },
    314   {
    315    "cell_type": "markdown",
    316    "metadata": {},
    317    "source": [
    318     "In the previous lesson we saw that trading activity jumps from one contract in the chain to the next as they approach their delivery date. A continuous future changes its reference from the active contract to the next bassed on its roll attribute."
    319    ]
    320   },
    321   {
    322    "cell_type": "markdown",
    323    "metadata": {},
    324    "source": [
    325     "A `'calendar'` roll means that the continuous future will point to the next contract in the chain when it reaches the `auto_close_date` of the current active contract."
    326    ]
    327   },
    328   {
    329    "cell_type": "markdown",
    330    "metadata": {},
    331    "source": [
    332     "The `volume` roll (default) means that the continuous future will begin pointing to the next contract when the trading volume of the next contract surpasses the volume of the current contract. The idea is to roll when the majority of traders have moved to the next contract. If the volume swap doesn't happen before the `auto_close_date`, the contract will roll at this date. Note: volume rolls will not occur earlier than 7 trading days before the `auto_close_date`."
    333    ]
    334   },
    335   {
    336    "cell_type": "markdown",
    337    "metadata": {},
    338    "source": [
    339     "Let's get the volume history of our CL continuous future and plot it against the individual contract volumes we saw before."
    340    ]
    341   },
    342   {
    343    "cell_type": "code",
    344    "execution_count": 11,
    345    "metadata": {
    346     "collapsed": false
    347    },
    348    "outputs": [
    349     {
    350      "data": {
    351       "image/png": 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XLyYiIqLesUktWXFxsbQwqz7ExcXx1VdfAdp1imxtbRtMhgShuagoKJBeqysr9BiJIAit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MAAAg\nAElEQVSXEmER7oxSpis0hkgQhGoLolatGxIXU5/c7KoLyt27dwHQMMl/+vbsjGJ2bj5DVEwY/YdU\nPy27P378ZSlrflxAZkbtxxu4XA7+/rcBrFg0BYVQ+zWarkRMJnFhr9WGI1eKQsbpdntzuQWRQulf\n4KTnKnjp/9axZtUn3mOLP/+FNd/7t0KGhKix2AJzmTM7nMgAl6P2BFGIUkGTSC3niowUWOzeoqwA\nkeFuQWQpeQ5ZHE4UMlDJZfTq248Wg0agFyq3lPYYcgu3vPQeN/TqE/TXUB36jplAl3um+o3rlCiL\nJIgkJCQkrgLy3RnaIsOr7oYx+9VXAFj4wQc+xzPcRVA9KWeDyd/nv8btPW7gbGEBP32+BIA5gwbz\n/uChft2uZAoF8pAQnEHeybS50+qqY0sEkUqjQS1XYLhCBZHRYCY96wx2V9XfC5VaSUysluwMfZUW\nPi6Xi6Mn9hMZHkeopqwLo8vl4p5xU7iQeoxbx3RAFaQ0yOE68XObmxP89OqXIrgctGmZSOvmCdgt\n10ZK4Opicls6wsJ03rgfTxyQJ0FCeRYfVWgSP248wtpSqfs/X72Vr37wH6cWolHjcLiw22pu/TPa\nnYSpFDRr1oxu3bqh0fifW6C0jtVhLCwgOzPTp+ZRhE7crLGWshCZHE5ClQpkMhnj7r6bm55+FV39\nppWOEZGYRMMb+tOgfnLwX0A1GDh2Ap3G3ueTKCIYHDp0iN9++w3LFfocrSmSIJKQkJC4CsjLEAVR\ndDXSZPcYOpSXRt3OP9q0Q3/iL+/xjAtiOtgEd4a3YPPg9OkALP/scwCaacPp0bBxue2VYWHBF0R+\nLEQAWpUK0xVaWf3kX2f4cNksvvju39W6LiEpHIvZjr648gXK3j2HMZqKaJjcFou57K7+4UN/8fu2\n79mx/0tatk2s1jwqIsLtPnQ5BJHLVRKrZDZcny5zZvf3SaeLQH6JIMrOyiQ9swiHy7+1o1ffIURF\nhLJ1x35cLhculwuT2VamkKuHEHd9MaOxuObztTsJUyl58803SUlJqbUMbca/DrNiwlAOf7cSrbpE\n7CsVChRqDVZzyXdo3y8/kL53BwAJYeJrzDZW/h3zFEMNqcPCrFCSOc8SZEE0f/58hgwZQn4t1I6r\nSyRBJCEhIXEVkO9ObRoVVXZXvyJm/etVEkPDSPt+rfdYxsU0ABIS6wVvgqUYPnkSj3bpzt1x8bjs\ndpxWi9+irB4WHdzH8xvWBXUOtnwxi5Q6xjdZw7IxY/loxKigjhUs0tLExXtMTPUsdwlJovUlO6Ny\n97D1P4uFKQ+f2MKr747HZvVNl5zhnkOrlq2rNYfKiIgQhXxeXvDTq1+KzWbB6V4EXq+CKCRETUxU\nGLpwURA5nC7MZjG25T+frGH0fR9z4JD/+lUKhZLePTuQmV3EsSN7sFrNOJ0utGFlY44AQj2CyFBz\n90STw0mYsvazlY24sQ9yhYKMQ3vQqnzLAExdto5Jb5e4CW5451U2f/oeAHFhamRAtqnyzRSLOxlD\nyGV4PRXhGd8zn2DhKcyqUqm4ePEie/dWPaHLlYwkiCQkJCSuAiI0Gm6sl0ybltWL6Yjs2AFt06bk\n7diFJSsLgOxMMR6pXi25dCiUSqbcPY5kuYLCfftxmi0oNP4XUwD7MjP59cJ5XK7g7WT+a80qXk7Z\njfISAZkcF8eVmnssI128P7HVdGVMTApHEAQunM2qtK3FJKNJg47ERtfDZC4mKyvP53x2tuhiFh1d\nNgFGIERGiYIoP7/2BdGij9bQa8Tb7NhzFrMh87qMoZj79D38smY6DRs14fDRk/Qe8TavLvgYAL1B\nFEaRkeVndhw86CYA1v34NUUF4mdCW04NtDBtGKEhKkzmmmWac7hc2JwuwoLknlkRsZER1GvRmpy/\njmAv8v3sR8XFgUa0gtkdDuwmI6Fa0VKllMuJDVWTbayKILoyLESe8T3zCRZ2d5IetVrNvffeS8+e\nPYP67K4rJEEkISEhcRXQrUkTXuvZm+GDB1frOplMRvIdo8HlIn3tjwDU02rpXy+J5q2DawUojaJD\newBytmzFZbVWaCGKCAvDKQgYglicdcuJE/yZm43yklgERUgoTrP5ilwkZ2VlAxAfX7ZgZkU4BD0L\nFk3g1df+UWnbBvFdeGjSAjp36glQpqCrRxDF+MkIGAgtW7SmTfNeaENrX456Fmxh2micdhN2a81d\nua5WvIVZ5SrCw0UxanInLjG4s6BFRJV/j4ePGAPApk2/U1Qsfi915Qiit16byZbvZ9EguWYulp4M\nc6GXQRABxLrrof3fw5N9jqsVcm+8TU6BmGFPW8p1L0GrodjmqNTiYnGnDg+p4/o8tW0hUqvVxMXF\n4XQ6KSqqvBzElY4kiCQkJCRqyOGs4zz20z/J0GfX+lgOg5hFTOknU1tlxPXvizo2lqz//YbDYGBI\ny1Ys6NmHrr16BnuaXmRJ9QhJqkf+zj9BEFBUECQd7g5oznNn0gsG2QY9CX7iEBShIQhOJ4Lj8tTE\nqQ452aJbZGJi9WK72rRrjtPp4PSZExW2s9tcZGfpqd8oiqjIKPeYvrvkubni/7FxwRVEQwYPZfzt\nc2jftltQ+/WHzR0jtmHzKYaP/5Cffvy61se80hAFkQyZXEl4uHivPenm9e5nSVRk+fe4faeeLHxt\nErNnDCQsRMn0+/tz6839/LaVK8SMcC5XzTLNeQSR9jIJoseffAqAMROn+BxXK+TYXB5B5BaBpWoJ\nWS6e4eA3y9h73L+roYc1r73Ar689g0IeWO2uQDl7cB+7P3+fw4cOB7Xf0i5z8e441JycwLNHXrhw\nAbM5eKUgLqVdO/+13DxIgkhCQkKihuxNP0ymIYdfz2yr9bE8dXoUNRBEcqWSpJEj2J+Wxmcvv4rd\nvZunqkaChuoik8mIG9CfIqOBBzdv4t9bNpfbNkInCpf8zMpdvqpCQVY2JoeDRD/FXhWhouue03zl\nZUhSyDXExzSkYcMG1bpOpVKSXK8JGVnny8QElaYg1wYCNGgS441Fy8nxtRC1aNaeIf0m0aVL1+q/\ngArQhIiL5stRnNXmTgEdE5NAbr6Rg/tTan3MKw2X04ZcoUImkxEeId5rk0n8zBsMojCKjC7fEimX\nyxk16ja0IQIhCj1Tx/dm+M0Dymkr3tv/Z+88A5wq0zZ85aSX6RWGNvQmHelIV1i7IAp2Xdtadte1\nfK6661p317YuYgexNwQRUKqg0nsvQ5mBmYHpLb1+P04yhUlmkszJzMDm+iMmJ+95M0nOee/3eZ77\n8bjCFES+BqgKOXv37mXPnj1hjRMsd8y4hkMncnjlqcfrPO6LEHk8Hoq8qZ0GQ82myundW9n64Rv8\nsnFTg+Of3LWNswd2ST/xEDl1+AB7vvmIgwelFUQDBw5k/PjxyOVykpPF71BxcdPcHIuLi+nYsSP3\n3XefFFP0S2OiLSqIokSJEiVMCkziTWDT6R0RT8HyCSKFIXRBBGAYNYK/bNnAk2/NwXi2AJlSiVzr\n3zVKKlLGjMbkcHKovIy8ysApFfHeXdgyCXYZAXIOHwYgPbl+pEXQiO/ZJWFTWqmYMPZqHrjtLUaN\nCr1/SZcuPXC6HGzfujfgMWXFolhq3ymBBG/aUHFxXaeoDhndGTvsevp6Ux6lwieIbNam9asJBl/K\n3NCLxb/jgQONN9O80HC7HdVCJSZW/Kx9vYniYrVktIlHo/GfAucjJlGsVywvPACAXOG/P1a1i13Y\nESJRJOuVCmbOnMnkyZPDGicUemZ2QHFOSptKEHB7wOXxIKg0dJt4Ob0HD6l+vpc3xfjw0YYjRDaz\nCbUuvOu0lMR5nR0rKqXtxfXKK6+wdu1aZDJZdYSoqYJIpRK/Q4WFkcu2MDXS/DsqiKJEiRIlTApN\nJZSdKGLpy1+xeM0Pjb+gCbhM4afMAcSnpXHjhIkUW8x8v2EDyrg4v32BpETXoT2PbBebgDaUxX7t\nhAm8OHQ4mampkpz3dJa4YGmbXr+m4c2VK7j8p6Uc2BtYOLQUZpMoWEJpzOrDlw6yedP2gMeUFYnj\nt+uYwLVXX8+j9yxg5PC6NWlWs7io1eqkbYyp0YqOXjZL5CNELrcTmQz6DxyOUinn0JHjET9nayP/\nTCEVVeJnqVAoUasV1YXvrzx7I8s+e7jRMWISuwJQVXoMACFA3yJBED9bn613qJjs4tVBp5TjcDgi\n0pQ1GL567nEWTB9LUWkZKe06cMmfn+Wya6+vfn5g754AHD92rMFxbJZWIoi8GQCVlZGroevUqRP9\n+/dv8mcWGxuLwWAgPz9fopnVxeVyNZqOFxVEUaJEgNXrtzLpipswmVtfWk4UaXC73Xx47xv89q8f\nObXhGO99/EHjL2oC6/fs4bez+WELIoDHX34JuUzGl8ezUMQ2j9daH++uatbZwPVBfXv1ZmybtsQq\nQxcC/uiemsorw0dy3dRp9Z5zyqDcbqe8pPX10DCb7CADjS70v8PgwQNRyJVkZ+f5fd5us/PFt+9Q\nXHEYrU5FUkoiBn0CLkddUWyxiItarVbaRWlNylzkI0RP/2Um2376CwMGDKJzpzSOnTiDy9X6asYi\nycy75nL7wzXXpE3L/4/5/70HAJfThqBovPGpShOHWpeCxyMKlkCNXJHJMVvs1b2PQqV2DVFLCiKP\n04HDYqKiyoilVhqfj0G9uyMTBPKyTwYcw+1247CY0eoNEZ9vY/gi71VV0kaIanPdddexe/dupk6d\n2uSxMjIyyMvzf/1qKuYgvptRQRQlSgSYce0VrFn6Gc+99EZLTyVKAF74+b+8senDsF+fW5BHWXYx\nGV3bo9Sp+e3H9TgjuOh6Y81q/rFzO7ImOBd1GziQCX0v4kRVJR/t3S3h7AIzd948+qa34YUnAjug\nyXVi6o5UzVn1ThfDU9PpO6B/vecMXkFZJaGjnVRYzA60WiVCGMXYV10zjScf/JpRQ6/0+/zPazex\nYdtijmRvBkCj9S9QLN4IkUZqQaSWc/j4Fnbs2ijpuP7wNWYV5Ep6ds/E7nBxPGtfxM/bmrDYHNX9\ngQAUCnV1BMflsiEPQhABxCZ1xWp1UGW0IgRImfv6u1WMvfpNvvluaVhzNTlrUubsdnt1+lRzo9GK\n16FAgkin0RCb1obC09kBxyirrAKPp1UIooS4yAsiKWnbti3FxcXYItA4u7F0OYgKoihRIkJ5qZgH\nW1IRXl+GKJHF4XDwzKV/4vWHXw57jF2HxMLfTl0yGTRuCMbiShauXCzVFOtRabVgUAW3iGmIv/z1\nrwCcrGoeK+KOvXux70w+0x/4Q8BjFF47X6dEgsju7aCu8mMdbfA6z1WWl0tyLikxm+xhpcsBxCfo\nMRg0FJ7x/7muXrkOgFEjRacwXwTIZqkriKwWB2qNAkEu7fJAqVLw9dJ/8vXidyUd1x8etxOZoEAm\nk/H83x/h1+8fJjWxZaIOLYHb7cZqdaDV1HyXBLkKt8uOx+PB7bQhlwfuC1abvYcrGH3Vfxh/3RxO\nnfJveqLzpoeZTeHd71pLypzWuzFTaTTW6iVUdwPqkhk30euKmVgc/je/PAol0158h6vv/2NkJxsE\nXTI7Mfjm++gzalxLTyUoMjIyADh7VvpmymlpaY0Kw6ggihIlAnToNgCAoeOmt/BMovjj6KljuB0u\nUDR+bCAOHBULtTt3zmTWDbMAmPfpfCmm5xejzUasNrhFTENMmXk9m5cvZ/7iRRLMShp8aYCuIHbx\ngsHuTYdTJdUXRDG+NJII5tWHg9vt5nDWXsy28CJXMpmM1DaxlJWasdvqL9Z27BSd1iZOHgvURIB8\nESEf3y55l827loQ1h8bQqPWYzZHfJHJ7BRFA+449UasUWIzSL7IiSdHpTVCxCps59NROi/dvrK11\nvRDkKlwuuzdK5AkqZQ7g4pE1BgdnC/1/N32CKFzLZJ+pgk6pYMCAAfTr1y+scZqKziuIKozmgL2R\nrv/9/Qy4/g6KLP7rpVwygbb9h9LjImldGsOhXZt0Bt5wF12GhG7S0hDr1q1j8+bNko554MAB+vXr\nx3vvvVdd+yQlMpkMg6HhqF1UEEWJEgGqKkpRamIorgyvyDRKZDl0XHQh0yTqsIdpFXvk2FEAunft\nzl3Tb0NlULP550243NI2wQNwOZ1U2e3Eaht2hQqWYVOnktS2rSRjSYEvZc5pkjBCJAgo/dRJtVZB\nVFhQwgefP8qXi/4T9hhpbWLBA0UF9XdCT2ZnIZcrGHqxuNgMlDL3y6ZF7Ny3Nuw5NIRWo8diibwg\n8rid1YX+GkM6QKsURDZLKXs2fsjnC96sNjyw26zs3riAU4e+A2cJBTnrQx7XaBQdHc8VRB63A4u5\nkpOnSqg0BndvSk2rsYBXBohQ6/Q+QRRmDZE3PU2vkrN69Wq++OKLsMZpKj5BVGUysXPzRrLWLMV1\njoBP1Yt/gyKT/7SuQJGllsDXGFbqxqzXX389t99+u6RjPv300zz22GNcc8011S0BmpuoIIoSJQL0\nveQW+oy7g7Ml0ux4R5GWoydEFzJtkgGTPbybeE52NgB9u/dBp9Xx8BuPM+HFa8gqCVxwGy7lhYV4\ngNgmGCq0ZirtNp7cupm5P3wvyXj20lJUCQl+662mTZrEkinTuH7sJZKcSyrycsUFe0J8+A1RU9uI\n6YCFZ+oKIrfLTf6ZbFKT26FSi2lUCqXAa+/fwXP/vr/6OIvZit1hxaCPjOGGTmfAYov8NdFmteDx\niMsblSYeQa7GUtX6BFFJ3nbeeW8+s297mN492/P+3JcYN2Ygs257HBSJINNQkr8DlzO0mgqrxUR6\nagwpybX6cMkUmC12jmUdZMbv5/PKm98GPd5jf74Dg15N/4HD/T6v04k77z5b71Ax2V3IqFuv0xJc\n//v7uOXrdfQfNpK1337B+tf+hqWqbruAVJ0oMgsCCiJRfKgVLb+89s3B5nJLOu65dV5Hjhxh06aG\nezM1RnFxMYIgVLcDaAla/hOLEuUCw+lyE9d+CO16j+dsiTni/WmihM6JHFG06JogiMbcMYXJL09n\n+ICLAZg1bSZKrYqNp6RvAmk3GpmS0Z5hXse2Cw11bCy/nM1nRyN2tsHgdru5/btvmbvfv612THw8\niRoNCmfrch3LzxMX7Il+6p6CJSU9hsqqEnZsr9vYsqS4imnj72bq5BoLYUEQcDjtVJSXVD925oxY\n+xgbG5kdWr3OgMNhw2qVvmi6Nvc9+hEDJzyDy+VCJpOhNaRjNRdVmy20FmyWEiaO7s4Vlw0j6/gZ\n7v7Dk2zadpi2bdvQddDvQdMVt8tG6ZmdIY2blprE0k/u4YVn7ql+7M9PfsDYq98k6+ghgEbTh2rz\n0r/fp8poJTmljd/n9foY1GoFEN7C2+xwolXIESLcBqAxYmNiUOljcMlkGL01lqnnpN36IkSF5kYi\nRBLX4IWDIJOhlguSR4jOrfOaOXMmU6ZMadKYxcXFJCYmIm+CaVBTaflPLEqUC4wKY82F0mJzUmmK\nps21NgoKxeLg3C0nOHK84SZ7gajERPvuHYk3iPnOfdN6oBAUZJVKHyGKVap4ZvBQ7v7dFZKP3RqI\nS05GBlRJYKpw9uRJ9peWkBugwFvQiDu8LmvrssQ/c0b8Tvo6v4eDziDw6vu38/p/n63zeHmplYF9\nJzF5Yl1rXJ3WgKlWCtvZfFEQRSKHH+CiPkPp22MMxqrINsV1OEUh5FtcaQ3pVFSYKC3Mieh5Q8Vm\nLiGzYwrfL9vAru2/ceP0iTz2p9tYsWYbcfHJoOnCyvVHuPveh6tT6oLB5yYnyGsWrTqd2JA4Pz8X\ngBivuUgwCELDS8VBgwayYckfefThG4IeszYmpwu9quVTzFReEWN3ujH5BFFC3c2BZK0KGVAYKELk\nEsVHa0iZA9AohGqRJhXnRohSUlIwGo1Ym3BNLS4ubtK1TwqigihKFIkpqxIvlC6nA2NZHlknA/df\nidIyjL9jKn1mDOH0xmPsCcN+2u1xU2QqJdVQcwFXCHJ0Sg1Wh/S7306juGhVGC7MlDm5QoFeqaQy\nzKLssl27yf74U9bP/4hVX38DQLq3g3q9c2nFhWFrE0QFZ0UxkpIS/qIgKTmepIR0ck7XjbQVnRW/\nP4a4ui4iel0MFmuNICooELvNJ8RHJm1l1ox7mPG7R5ELkXURczicKGsVw3+7dCsTZ7zFdwu/iuh5\nQ8VmKUGtSUAmyOk3cCSff7Oaf742H7nc+zkJWn7depbFy7exduV3QY/rdot1YYK8ZtGq8zo5nj0j\n3o9iJexDJng/T3eY9ZhmuxOdogkONxJRLYhcbsxGIwqNFtU5jndKucCpNd/z1SvP+R1j9bKlLPu/\nezi4rWkpZFKxd/EXrPkg/LrEc/F4PDidzjoRohTvtba4uDisMd1uNyUlJREVRO+//36jmwBRQRQl\nisSUewVRSdbPrJv/B5YsXdbCM4pyLiXmUjQJorgoLgn9Il5uqcTpdpKqr3sB1yq1mJ3S7347ve5r\n8gu0hgggRq3GGKZIyZ6/gLyFi/i/J57gtifFfkdt2/hP75F7C81dltYliOSCmrZpXenYsWOTxunU\nsRsmcwUnjp+qfqzYa7JQTxDpY3A4bNW1H0mJaVw27k7GjJ7YpDkEQu0zcrBELnXN4/HgcDpR1Nqh\n79lTNJLYt29PoJc1Oy6nFafdiFqX1OBxf3jgIQDm/Df4nnb+IkR6r2HAmTNiamaMhIJIJg9fEDlc\nbuxuT7Xl9ubNmzl+/LhkcwsFlTcSZne7sRirUAfoJXTytzXs/O5Tissr6j2Xc/IEZ/Zux94MborB\nsH/lEnYs/FSy8VwuF5MnT2bo0KHVj7Vv3x6APXvC+31ZLBbGjRvHkCFDeOKJJ7jnnnsaf1GIVFVV\nYTQ2/JlEBVGUKBJTXiUutHr17AbA0aNNr4uIIi3FljJU3lzwktKSRo6uT4GpCIBUfd3FjFahxiRR\nL53a+ASR4gIWRAaNBqM9vOias8qIMiGe6TNncvWQoQzt0JEZd97h91i5N2XO3coiRMOGTOCe2a8x\nafLkxg9ugJ49egOw4det1Y8VFVQhyGXoY+oKopgYcVFcWCD+BuJjkxkx6CqGD5PWpteHWiOe32YN\nL5IQFB43TqcblbLmvQ4cIvZeOnDwSOTOGyKFZ7M5ll2ER9ZwLc/UK2aR2TGV5as2k3c6uHRcnzAR\nakXi9N5rh8NhpUNGAqkpqWHOvD7VESJ36J9rbYe5srIyRowYwRNPPCHZ3ELBFyGyudx0HT2RiyZO\n83tc+8xMAHYcOFTvOV+vm/jYyKSdhopWb8BpteB0SVNHpFAoWLlyJa+88kr1Y9dddx0An3zySVhj\n6vV61qxZw+uvv86KFSv47LPPJK+9jjZmjRKlBVi2ZBG7fnydNkniwis7W/qakijh43S7KLdUojaI\nqVOlZaH3fSmoEqNK50aIvn1yAZ/d+F+cLml3wF1eO+oLWRA9PvlSnhsyDE8ItRI+nCYTqsRE/vzm\nf1i0bStbc7IZMmmS/4OVSq5asYx7P5rXxBlLi8Us7uqH25jVx4AB/QHYvl1MBfV4PBQVGElKMSAI\ndYvWH77v7zz5wJcY9OLizeJt0qrVRSalTaPxNoO1Ri5C5FuU1xZEbTMySUrQcyTrVKCXNTurVv7I\nDfcs4POFvzZ4nCAI3HX7jTgcLt7674tBjV1eXsbZwkpsjppFpcFgQK1WcMnIHnw3706uuOKyJs2/\nzhy9ESJPGBEik93bg0ihwOEQX99SjVmP7tvDx9dfwoJXX2bI7Q9xxcP+hVnXruJm5+6Dh+s95xNE\nCXGRcWoMF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FkBj+ncuTNjxoyhoqICayNReJlMxpIlS+q41h07doy1a9dy+vTpBl4ZPE6n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ttfLbF6qGGcXV3a1odURTFNY2N/HUv1awf//+XA5NYFLgdhE9yEJbV1WumTSFi+a2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\nBWP958aTWV7AAAAAAElFTkSuQmCC\n",
    352       "text/plain": [
    353        "<matplotlib.figure.Figure at 0x7f2ad1095350>"
    354       ]
    355      },
    356      "metadata": {},
    357      "output_type": "display_data"
    358     }
    359    ],
    360    "source": [
    361     "cl_consecutive_contract_data = history(\n",
    362     "    cl_contracts, \n",
    363     "    fields='volume', \n",
    364     "    frequency='daily', \n",
    365     "    start='2015-10-21', \n",
    366     "    end='2016-06-01'\n",
    367     ")\n",
    368     "\n",
    369     "cl_continuous_volume = history(\n",
    370     "    cl, \n",
    371     "    fields='volume', \n",
    372     "    frequency='daily', \n",
    373     "    start='2015-10-21', \n",
    374     "    end='2016-06-01'\n",
    375     ")\n",
    376     "\n",
    377     "cl_consecutive_contract_data.plot()\n",
    378     "\n",
    379     "cl_continuous_volume.plot(style='k--');"
    380    ]
    381   },
    382   {
    383    "cell_type": "markdown",
    384    "metadata": {},
    385    "source": [
    386     "The volume for the CL `ContinuousFuture` is essentially the skyline of the individual contract volumes. As the volume moves from one contract to the next, the continuous future starts pointing to the next contract. Note that there are some points where the volume does not exactly match, most notably in the transition from `CLK16` to `CLM16` between April and May. This is because the rolls are currently computed daily, using only the previous day's volume to avoid lookahead bias."
    387    ]
    388   },
    389   {
    390    "cell_type": "markdown",
    391    "metadata": {},
    392    "source": [
    393     "### Offset"
    394    ]
    395   },
    396   {
    397    "cell_type": "markdown",
    398    "metadata": {},
    399    "source": [
    400     "The offset argument allows you to specify whether you want to maintain a reference to the front contract or to a back contract. Setting offset=0 (default) maintains a reference to the front contract, or the contract with the next soonest delivery. Setting offset=1 creates a continuous reference to the contract with the second closest date of delivery, etc."
    401    ]
    402   },
    403   {
    404    "cell_type": "code",
    405    "execution_count": 12,
    406    "metadata": {
    407     "collapsed": false
    408    },
    409    "outputs": [
    410     {
    411      "name": "stdout",
    412      "output_type": "stream",
    413      "text": [
    414       "\n",
    415       "    Create a specifier for a continuous contract.\n",
    416       "\n",
    417       "    Parameters\n",
    418       "    ----------\n",
    419       "    root_symbol : str\n",
    420       "        The root symbol for the continuous future.\n",
    421       "\n",
    422       "    offset : int, optional\n",
    423       "        The distance from the primary contract. Default is 0.\n",
    424       "\n",
    425       "    roll : str, optional\n",
    426       "        How rolls are determined. Options are 'volume' and 'calendar'. Default\n",
    427       "        is 'volume'.\n",
    428       "\n",
    429       "    adjustment : str\n",
    430       "        Method for adjusting lookback prices between rolls. Options are\n",
    431       "        'mul', 'add', and None. Default is 'mul'.\n",
    432       "\n",
    433       "    Returns\n",
    434       "    -------\n",
    435       "    continuous_future : ContinuousFuture\n",
    436       "        The continuous future specifier.\n",
    437       "    \n"
    438      ]
    439     }
    440    ],
    441    "source": [
    442     "print continuous_future.__doc__"
    443    ]
    444   }
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