From f1da420df00b062a4bb022698691a5fa821225b1 Mon Sep 17 00:00:00 2001 From: Andrew Kirkegaard Date: Fri, 19 Jul 2019 19:13:16 -0500 Subject: [PATCH] Remove calendar for now, replacing with different index in future --- cash_prices.ipynb | 1546 +++++++++++++---------- mpr/api.py | 14 +- mpr/calendar.py | 89 -- mpr/cash_index/__init__.py | 7 +- mpr/cutout_index/__init__.py | 6 +- mpr/reports.py | 17 - test/reports/test_date_range.py | 46 - test/resources/reports/report_dates.xml | 1 - 8 files changed, 871 insertions(+), 855 deletions(-) delete mode 100644 mpr/calendar.py delete mode 100644 test/reports/test_date_range.py delete mode 100644 test/resources/reports/report_dates.xml diff --git a/cash_prices.ipynb b/cash_prices.ipynb index 8b5ffa1..26f4753 100644 --- a/cash_prices.ipynb +++ b/cash_prices.ipynb @@ -59,74 +59,74 @@ " \n", " \n", " \n", - " 2019-03-15\n", - " 56.95\n", - " 0.98\n", - " 56.54\n", - " 1.14\n", + " 2019-07-05\n", + " 71.45\n", + " -1.13\n", + " 72.03\n", + " -0.79\n", " \n", " \n", - " 2019-03-18\n", - " 58.43\n", - " 1.48\n", - " 57.54\n", - " 1.00\n", + " 2019-07-08\n", + " 70.96\n", + " -0.49\n", + " 71.20\n", + " -0.83\n", " \n", " \n", - " 2019-03-19\n", - " 59.98\n", - " 1.55\n", - " 59.22\n", - " 1.68\n", + " 2019-07-09\n", + " 70.60\n", + " -0.36\n", + " 70.77\n", + " -0.43\n", " \n", " \n", - " 2019-03-20\n", - " 61.53\n", - " 1.55\n", - " 60.75\n", - " 1.53\n", + " 2019-07-10\n", + " 70.69\n", + " 0.09\n", + " 70.65\n", + " -0.12\n", " \n", " \n", - " 2019-03-21\n", - " 63.22\n", - " 1.69\n", - " 62.41\n", - " 1.66\n", + " 2019-07-11\n", + " 70.77\n", + " 0.08\n", + " 70.73\n", + " 0.08\n", " \n", " \n", - " 2019-03-22\n", - " 66.27\n", - " 3.05\n", - " 64.97\n", - " 2.56\n", + " 2019-07-12\n", + " 70.70\n", + " -0.07\n", + " 70.73\n", + " 0.00\n", " \n", " \n", - " 2019-03-25\n", - " 68.49\n", - " 2.22\n", - " 67.13\n", - " 2.16\n", + " 2019-07-15\n", + " 70.53\n", + " -0.17\n", + " 70.62\n", + " -0.11\n", " \n", " \n", - " 2019-03-26\n", - " 70.48\n", - " 1.99\n", - " 69.50\n", - " 2.37\n", + " 2019-07-16\n", + " 71.03\n", + " 0.50\n", + " 70.79\n", + " 0.17\n", " \n", " \n", - " 2019-03-27\n", - " 72.88\n", - " 2.40\n", - " 71.72\n", - " 2.22\n", + " 2019-07-17\n", + " 72.05\n", + " 1.02\n", + " 71.52\n", + " 0.73\n", " \n", " \n", - " 2019-03-28\n", - " 74.85\n", - " 1.97\n", - " 73.87\n", - " 2.15\n", + " 2019-07-18\n", + " 72.73\n", + " 0.68\n", + " 72.40\n", + " 0.88\n", " \n", " \n", "\n", @@ -135,16 +135,16 @@ "text/plain": [ " Daily Avg Price Price Change CME Index Index Change\n", "date \n", - "2019-03-15 56.95 0.98 56.54 1.14\n", - "2019-03-18 58.43 1.48 57.54 1.00\n", - "2019-03-19 59.98 1.55 59.22 1.68\n", - "2019-03-20 61.53 1.55 60.75 1.53\n", - "2019-03-21 63.22 1.69 62.41 1.66\n", - "2019-03-22 66.27 3.05 64.97 2.56\n", - "2019-03-25 68.49 2.22 67.13 2.16\n", - "2019-03-26 70.48 1.99 69.50 2.37\n", - "2019-03-27 72.88 2.40 71.72 2.22\n", - "2019-03-28 74.85 1.97 73.87 2.15" + "2019-07-05 71.45 -1.13 72.03 -0.79\n", + "2019-07-08 70.96 -0.49 71.20 -0.83\n", + "2019-07-09 70.60 -0.36 70.77 -0.43\n", + "2019-07-10 70.69 0.09 70.65 -0.12\n", + "2019-07-11 70.77 0.08 70.73 0.08\n", + "2019-07-12 70.70 -0.07 70.73 0.00\n", + "2019-07-15 70.53 -0.17 70.62 -0.11\n", + "2019-07-16 71.03 0.50 70.79 0.17\n", + "2019-07-17 72.05 1.02 71.52 0.73\n", + "2019-07-18 72.73 0.68 72.40 0.88" ] }, "execution_count": 2, @@ -165,7 +165,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -174,7 +174,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -222,12 +222,12 @@ " Index Change\n", " Daily Avg Price\n", " Price Change\n", - " Negotiated Headcount\n", - " Negotiated Carcassweight\n", - " Negotiated Netprice\n", - " Marketformula Headcount\n", - " Marketformula Carcassweight\n", - " Marketformula Netprice\n", + " Negotiated Head Count\n", + " Negotiated Carcass Weight\n", + " Negotiated Net Price\n", + " Market Formula Head Count\n", + " Market Formula Carcass Weight\n", + " Market Formula Net Price\n", " \n", " \n", " date\n", @@ -504,8 +504,542 @@ " 214.51\n", " 75.08\n", " \n", + " \n", + " 2019-03-29\n", + " 75.80\n", + " 1.93\n", + " 76.48\n", + " 1.63\n", + " 10543\n", + " 207.56\n", + " 69.45\n", + " 184567\n", + " 214.98\n", + " 76.87\n", + " \n", + " \n", + " 2019-04-01\n", + " 76.78\n", + " 0.98\n", + " 77.28\n", + " 0.80\n", + " 5683\n", + " 203.28\n", + " 72.55\n", + " 115359\n", + " 212.75\n", + " 77.50\n", + " \n", + " \n", + " 2019-04-02\n", + " 77.70\n", + " 0.92\n", + " 78.10\n", + " 0.82\n", + " 5384\n", + " 198.74\n", + " 76.02\n", + " 124000\n", + " 212.56\n", + " 78.18\n", + " \n", + " \n", + " 2019-04-03\n", + " 78.26\n", + " 0.56\n", + " 78.41\n", + " 0.31\n", + " 7619\n", + " 202.17\n", + " 75.89\n", + " 123214\n", + " 213.25\n", + " 78.56\n", + " \n", + " \n", + " 2019-04-04\n", + " 78.53\n", + " 0.27\n", + " 78.64\n", + " 0.23\n", + " 8344\n", + " 198.27\n", + " 76.77\n", + " 126078\n", + " 214.41\n", + " 78.75\n", + " \n", + " \n", + " 2019-04-05\n", + " 78.68\n", + " 0.15\n", + " 78.71\n", + " 0.07\n", + " 8529\n", + " 206.29\n", + " 75.74\n", + " 150674\n", + " 215.84\n", + " 78.87\n", + " \n", + " \n", + " 2019-04-08\n", + " 78.89\n", + " 0.21\n", + " 79.14\n", + " 0.43\n", + " 5426\n", + " 202.81\n", + " 77.51\n", + " 110841\n", + " 212.48\n", + " 79.22\n", + " \n", + " \n", + " 2019-04-09\n", + " 79.29\n", + " 0.40\n", + " 79.42\n", + " 0.28\n", + " 6479\n", + " 198.97\n", + " 78.72\n", + " 130599\n", + " 212.23\n", + " 79.45\n", + " \n", + " \n", + " 2019-04-10\n", + " 79.36\n", + " 0.07\n", + " 79.29\n", + " -0.13\n", + " 6454\n", + " 200.63\n", + " 78.27\n", + " 109180\n", + " 214.95\n", + " 79.35\n", + " \n", + " \n", + " 2019-04-11\n", + " 79.34\n", + " -0.02\n", + " 79.39\n", + " 0.10\n", + " 5892\n", + " 193.68\n", + " 78.05\n", + " 104044\n", + " 214.42\n", + " 79.46\n", + " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 2019-06-06\n", + " 80.30\n", + " -0.26\n", + " 80.18\n", + " -0.24\n", + " 6474\n", + " 200.57\n", + " 78.25\n", + " 116633\n", + " 215.62\n", + " 80.28\n", + " \n", + " \n", + " 2019-06-07\n", + " 79.95\n", + " -0.35\n", + " 79.77\n", + " -0.41\n", + " 6488\n", + " 204.17\n", + " 77.61\n", + " 146328\n", + " 215.97\n", + " 79.86\n", + " \n", + " \n", + " 2019-06-10\n", + " 79.66\n", + " -0.29\n", + " 79.52\n", + " -0.25\n", + " 5333\n", + " 205.23\n", + " 77.27\n", + " 110284\n", + " 214.48\n", + " 79.62\n", + " \n", + " \n", + " 2019-06-11\n", + " 79.54\n", + " -0.12\n", + " 79.56\n", + " 0.04\n", + " 7886\n", + " 202.40\n", + " 77.27\n", + " 111759\n", + " 213.73\n", + " 79.71\n", + " \n", + " \n", + " 2019-06-12\n", + " 79.57\n", + " 0.03\n", + " 79.59\n", + " 0.03\n", + " 7166\n", + " 202.36\n", + " 77.42\n", + " 113618\n", + " 213.68\n", + " 79.72\n", + " \n", + " \n", + " 2019-06-13\n", + " 79.46\n", + " -0.11\n", + " 79.34\n", + " -0.25\n", + " 7731\n", + " 203.86\n", + " 77.31\n", + " 119684\n", + " 215.16\n", + " 79.46\n", + " \n", + " \n", + " 2019-06-14\n", + " 79.27\n", + " -0.19\n", + " 79.20\n", + " -0.14\n", + " 7856\n", + " 200.35\n", + " 77.28\n", + " 133846\n", + " 215.07\n", + " 79.31\n", + " \n", + " \n", + " 2019-06-17\n", + " 79.26\n", + " -0.01\n", + " 79.34\n", + " 0.14\n", + " 8505\n", + " 206.80\n", + " 77.22\n", + " 100054\n", + " 213.52\n", + " 79.51\n", + " \n", + " \n", + " 2019-06-18\n", + " 79.49\n", + " 0.23\n", + " 79.65\n", + " 0.31\n", + " 7315\n", + " 204.56\n", + " 77.79\n", + " 106286\n", + " 213.12\n", + " 79.77\n", + " \n", + " \n", + " 2019-06-19\n", + " 79.55\n", + " 0.06\n", + " 79.46\n", + " -0.19\n", + " 7582\n", + " 202.81\n", + " 77.76\n", + " 112141\n", + " 213.13\n", + " 79.57\n", + " \n", + " \n", + " 2019-06-20\n", + " 79.14\n", + " -0.41\n", + " 78.83\n", + " -0.63\n", + " 8237\n", + " 202.62\n", + " 77.92\n", + " 114088\n", + " 215.11\n", + " 78.89\n", + " \n", + " \n", + " 2019-06-21\n", + " 78.65\n", + " -0.49\n", + " 78.51\n", + " -0.32\n", + " 13661\n", + " 207.63\n", + " 77.75\n", + " 137494\n", + " 215.31\n", + " 78.58\n", + " \n", + " \n", + " 2019-06-24\n", + " 78.31\n", + " -0.34\n", + " 78.04\n", + " -0.47\n", + " 9447\n", + " 208.10\n", + " 77.34\n", + " 99815\n", + " 213.41\n", + " 78.11\n", + " \n", + " \n", + " 2019-06-25\n", + " 77.91\n", + " -0.40\n", + " 77.77\n", + " -0.27\n", + " 6806\n", + " 201.16\n", + " 76.62\n", + " 107526\n", + " 212.34\n", + " 77.84\n", + " \n", + " \n", + " 2019-06-26\n", + " 77.26\n", + " -0.65\n", + " 76.75\n", + " -1.02\n", + " 9526\n", + " 204.79\n", + " 76.50\n", + " 105948\n", + " 212.88\n", + " 76.77\n", + " \n", + " \n", + " 2019-06-27\n", + " 76.05\n", + " -1.21\n", + " 75.44\n", + " -1.31\n", + " 11015\n", + " 205.02\n", + " 76.69\n", + " 120762\n", + " 214.35\n", + " 75.33\n", + " \n", + " \n", + " 2019-06-28\n", + " 74.97\n", + " -1.08\n", + " 74.48\n", + " -0.96\n", + " 9524\n", + " 201.14\n", + " 74.86\n", + " 118578\n", + " 212.90\n", + " 74.45\n", + " \n", + " \n", + " 2019-07-01\n", + " 74.01\n", + " -0.96\n", + " 73.41\n", + " -1.07\n", + " 4200\n", + " 201.21\n", + " 71.62\n", + " 97209\n", + " 210.39\n", + " 73.48\n", + " \n", + " \n", + " 2019-07-02\n", + " 73.22\n", + " -0.79\n", + " 73.07\n", + " -0.34\n", + " 6715\n", + " 198.10\n", + " 70.93\n", + " 110975\n", + " 210.48\n", + " 73.19\n", + " \n", + " \n", + " 2019-07-03\n", + " 72.82\n", + " -0.40\n", + " 72.58\n", + " -0.49\n", + " 5915\n", + " 196.53\n", + " 70.56\n", + " 112912\n", + " 211.16\n", + " 72.68\n", + " \n", + " \n", + " 2019-07-05\n", + " 72.03\n", + " -0.79\n", + " 71.45\n", + " -1.13\n", + " 6214\n", + " 199.85\n", + " 70.28\n", + " 159602\n", + " 212.67\n", + " 71.51\n", + " \n", + " \n", + " 2019-07-08\n", + " 71.20\n", + " -0.83\n", + " 70.96\n", + " -0.49\n", + " 8249\n", + " 203.65\n", + " 68.97\n", + " 102489\n", + " 211.88\n", + " 71.11\n", + " \n", + " \n", + " 2019-07-09\n", + " 70.77\n", + " -0.43\n", + " 70.60\n", + " -0.36\n", + " 7322\n", + " 196.85\n", + " 67.54\n", + " 108979\n", + " 211.73\n", + " 70.79\n", + " \n", + " \n", + " 2019-07-10\n", + " 70.65\n", + " -0.12\n", + " 70.69\n", + " 0.09\n", + " 7975\n", + " 200.46\n", + " 68.09\n", + " 111077\n", + " 212.16\n", + " 70.87\n", + " \n", + " \n", + " 2019-07-11\n", + " 70.73\n", + " 0.08\n", + " 70.77\n", + " 0.08\n", + " 6125\n", + " 195.80\n", + " 67.93\n", + " 114904\n", + " 211.47\n", + " 70.91\n", + " \n", + " \n", + " 2019-07-12\n", + " 70.73\n", + " 0.00\n", + " 70.70\n", + " -0.07\n", + " 8533\n", + " 199.49\n", + " 67.80\n", + " 122118\n", + " 211.40\n", + " 70.89\n", + " \n", + " \n", + " 2019-07-15\n", + " 70.62\n", + " -0.11\n", + " 70.53\n", + " -0.17\n", + " 7808\n", + " 207.10\n", + " 68.01\n", + " 95575\n", + " 210.85\n", + " 70.73\n", + " \n", + " \n", + " 2019-07-16\n", + " 70.79\n", + " 0.17\n", + " 71.03\n", + " 0.50\n", + " 8317\n", + " 196.76\n", + " 68.89\n", + " 103011\n", + " 209.45\n", + " 71.19\n", + " \n", + " \n", + " 2019-07-17\n", + " 71.52\n", + " 0.73\n", + " 72.05\n", + " 1.02\n", + " 7312\n", + " 196.02\n", + " 68.97\n", + " 98015\n", + " 210.32\n", + " 72.26\n", + " \n", + " \n", + " 2019-07-18\n", + " 72.40\n", + " 0.88\n", + " 72.73\n", + " 0.68\n", + " 7045\n", + " 193.05\n", + " 67.38\n", + " 107365\n", + " 210.06\n", + " 73.05\n", + " \n", " \n", "\n", + "

99 rows × 10 columns

\n", "" ], "text/plain": [ @@ -531,75 +1065,241 @@ "2019-03-26 69.50 2.37 70.48 1.99 \n", "2019-03-27 71.72 2.22 72.88 2.40 \n", "2019-03-28 73.87 2.15 74.85 1.97 \n", + "2019-03-29 75.80 1.93 76.48 1.63 \n", + "2019-04-01 76.78 0.98 77.28 0.80 \n", + "2019-04-02 77.70 0.92 78.10 0.82 \n", + "2019-04-03 78.26 0.56 78.41 0.31 \n", + "2019-04-04 78.53 0.27 78.64 0.23 \n", + "2019-04-05 78.68 0.15 78.71 0.07 \n", + "2019-04-08 78.89 0.21 79.14 0.43 \n", + "2019-04-09 79.29 0.40 79.42 0.28 \n", + "2019-04-10 79.36 0.07 79.29 -0.13 \n", + "2019-04-11 79.34 -0.02 79.39 0.10 \n", + "... ... ... ... ... \n", + "2019-06-06 80.30 -0.26 80.18 -0.24 \n", + "2019-06-07 79.95 -0.35 79.77 -0.41 \n", + "2019-06-10 79.66 -0.29 79.52 -0.25 \n", + "2019-06-11 79.54 -0.12 79.56 0.04 \n", + "2019-06-12 79.57 0.03 79.59 0.03 \n", + "2019-06-13 79.46 -0.11 79.34 -0.25 \n", + "2019-06-14 79.27 -0.19 79.20 -0.14 \n", + "2019-06-17 79.26 -0.01 79.34 0.14 \n", + "2019-06-18 79.49 0.23 79.65 0.31 \n", + "2019-06-19 79.55 0.06 79.46 -0.19 \n", + "2019-06-20 79.14 -0.41 78.83 -0.63 \n", + "2019-06-21 78.65 -0.49 78.51 -0.32 \n", + "2019-06-24 78.31 -0.34 78.04 -0.47 \n", + "2019-06-25 77.91 -0.40 77.77 -0.27 \n", + "2019-06-26 77.26 -0.65 76.75 -1.02 \n", + "2019-06-27 76.05 -1.21 75.44 -1.31 \n", + "2019-06-28 74.97 -1.08 74.48 -0.96 \n", + "2019-07-01 74.01 -0.96 73.41 -1.07 \n", + "2019-07-02 73.22 -0.79 73.07 -0.34 \n", + "2019-07-03 72.82 -0.40 72.58 -0.49 \n", + "2019-07-05 72.03 -0.79 71.45 -1.13 \n", + "2019-07-08 71.20 -0.83 70.96 -0.49 \n", + "2019-07-09 70.77 -0.43 70.60 -0.36 \n", + "2019-07-10 70.65 -0.12 70.69 0.09 \n", + "2019-07-11 70.73 0.08 70.77 0.08 \n", + "2019-07-12 70.73 0.00 70.70 -0.07 \n", + "2019-07-15 70.62 -0.11 70.53 -0.17 \n", + "2019-07-16 70.79 0.17 71.03 0.50 \n", + "2019-07-17 71.52 0.73 72.05 1.02 \n", + "2019-07-18 72.40 0.88 72.73 0.68 \n", + "\n", + " Negotiated Head Count Negotiated Carcass Weight \\\n", + "date \n", + "2019-03-01 15820 209.62 \n", + "2019-03-04 8675 206.74 \n", + "2019-03-05 8504 202.11 \n", + "2019-03-06 8555 198.16 \n", + "2019-03-07 10792 202.63 \n", + "2019-03-08 17749 206.92 \n", + "2019-03-11 5293 202.82 \n", + "2019-03-12 6475 192.82 \n", + "2019-03-13 7863 200.16 \n", + "2019-03-14 6843 195.70 \n", + "2019-03-15 15114 208.69 \n", + "2019-03-18 7015 208.03 \n", + "2019-03-19 7489 199.09 \n", + "2019-03-20 8198 198.45 \n", + "2019-03-21 8238 200.35 \n", + "2019-03-22 14271 208.39 \n", + "2019-03-25 6998 204.98 \n", + "2019-03-26 9670 207.37 \n", + "2019-03-27 7952 200.00 \n", + "2019-03-28 8191 201.05 \n", + "2019-03-29 10543 207.56 \n", + "2019-04-01 5683 203.28 \n", + "2019-04-02 5384 198.74 \n", + "2019-04-03 7619 202.17 \n", + "2019-04-04 8344 198.27 \n", + "2019-04-05 8529 206.29 \n", + "2019-04-08 5426 202.81 \n", + "2019-04-09 6479 198.97 \n", + "2019-04-10 6454 200.63 \n", + "2019-04-11 5892 193.68 \n", + "... ... ... \n", + "2019-06-06 6474 200.57 \n", + "2019-06-07 6488 204.17 \n", + "2019-06-10 5333 205.23 \n", + "2019-06-11 7886 202.40 \n", + "2019-06-12 7166 202.36 \n", + "2019-06-13 7731 203.86 \n", + "2019-06-14 7856 200.35 \n", + "2019-06-17 8505 206.80 \n", + "2019-06-18 7315 204.56 \n", + "2019-06-19 7582 202.81 \n", + "2019-06-20 8237 202.62 \n", + "2019-06-21 13661 207.63 \n", + "2019-06-24 9447 208.10 \n", + "2019-06-25 6806 201.16 \n", + "2019-06-26 9526 204.79 \n", + "2019-06-27 11015 205.02 \n", + "2019-06-28 9524 201.14 \n", + "2019-07-01 4200 201.21 \n", + "2019-07-02 6715 198.10 \n", + "2019-07-03 5915 196.53 \n", + "2019-07-05 6214 199.85 \n", + "2019-07-08 8249 203.65 \n", + "2019-07-09 7322 196.85 \n", + "2019-07-10 7975 200.46 \n", + "2019-07-11 6125 195.80 \n", + "2019-07-12 8533 199.49 \n", + "2019-07-15 7808 207.10 \n", + "2019-07-16 8317 196.76 \n", + "2019-07-17 7312 196.02 \n", + "2019-07-18 7045 193.05 \n", "\n", - " Negotiated Headcount Negotiated Carcassweight \\\n", - "date \n", - "2019-03-01 15820 209.62 \n", - "2019-03-04 8675 206.74 \n", - "2019-03-05 8504 202.11 \n", - "2019-03-06 8555 198.16 \n", - "2019-03-07 10792 202.63 \n", - "2019-03-08 17749 206.92 \n", - "2019-03-11 5293 202.82 \n", - "2019-03-12 6475 192.82 \n", - "2019-03-13 7863 200.16 \n", - "2019-03-14 6843 195.70 \n", - "2019-03-15 15114 208.69 \n", - "2019-03-18 7015 208.03 \n", - "2019-03-19 7489 199.09 \n", - "2019-03-20 8198 198.45 \n", - "2019-03-21 8238 200.35 \n", - "2019-03-22 14271 208.39 \n", - "2019-03-25 6998 204.98 \n", - "2019-03-26 9670 207.37 \n", - "2019-03-27 7952 200.00 \n", - "2019-03-28 8191 201.05 \n", + " Negotiated Net Price Market Formula Head Count \\\n", + "date \n", + "2019-03-01 48.30 193841 \n", + "2019-03-04 47.19 118060 \n", + "2019-03-05 46.78 126907 \n", + "2019-03-06 46.58 125809 \n", + "2019-03-07 46.60 115052 \n", + "2019-03-08 46.74 165596 \n", + "2019-03-11 46.38 114453 \n", + "2019-03-12 47.11 122334 \n", + "2019-03-13 47.61 119543 \n", + "2019-03-14 49.20 130826 \n", + "2019-03-15 47.60 179083 \n", + "2019-03-18 52.03 122467 \n", + "2019-03-19 54.82 127197 \n", + "2019-03-20 55.05 125797 \n", + "2019-03-21 56.05 137493 \n", + "2019-03-22 56.96 182648 \n", + "2019-03-25 63.35 120189 \n", + "2019-03-26 64.83 120678 \n", + "2019-03-27 67.21 130550 \n", + "2019-03-28 70.84 132992 \n", + "2019-03-29 69.45 184567 \n", + "2019-04-01 72.55 115359 \n", + "2019-04-02 76.02 124000 \n", + "2019-04-03 75.89 123214 \n", + "2019-04-04 76.77 126078 \n", + "2019-04-05 75.74 150674 \n", + "2019-04-08 77.51 110841 \n", + "2019-04-09 78.72 130599 \n", + "2019-04-10 78.27 109180 \n", + "2019-04-11 78.05 104044 \n", + "... ... ... \n", + "2019-06-06 78.25 116633 \n", + "2019-06-07 77.61 146328 \n", + "2019-06-10 77.27 110284 \n", + "2019-06-11 77.27 111759 \n", + "2019-06-12 77.42 113618 \n", + "2019-06-13 77.31 119684 \n", + "2019-06-14 77.28 133846 \n", + "2019-06-17 77.22 100054 \n", + "2019-06-18 77.79 106286 \n", + "2019-06-19 77.76 112141 \n", + "2019-06-20 77.92 114088 \n", + "2019-06-21 77.75 137494 \n", + "2019-06-24 77.34 99815 \n", + "2019-06-25 76.62 107526 \n", + "2019-06-26 76.50 105948 \n", + "2019-06-27 76.69 120762 \n", + "2019-06-28 74.86 118578 \n", + "2019-07-01 71.62 97209 \n", + "2019-07-02 70.93 110975 \n", + "2019-07-03 70.56 112912 \n", + "2019-07-05 70.28 159602 \n", + "2019-07-08 68.97 102489 \n", + "2019-07-09 67.54 108979 \n", + "2019-07-10 68.09 111077 \n", + "2019-07-11 67.93 114904 \n", + "2019-07-12 67.80 122118 \n", + "2019-07-15 68.01 95575 \n", + "2019-07-16 68.89 103011 \n", + "2019-07-17 68.97 98015 \n", + "2019-07-18 67.38 107365 \n", "\n", - " Negotiated Netprice Marketformula Headcount \\\n", - "date \n", - "2019-03-01 48.30 193841 \n", - "2019-03-04 47.19 118060 \n", - "2019-03-05 46.78 126907 \n", - "2019-03-06 46.58 125809 \n", - "2019-03-07 46.60 115052 \n", - "2019-03-08 46.74 165596 \n", - "2019-03-11 46.38 114453 \n", - "2019-03-12 47.11 122334 \n", - "2019-03-13 47.61 119543 \n", - "2019-03-14 49.20 130826 \n", - "2019-03-15 47.60 179083 \n", - "2019-03-18 52.03 122467 \n", - "2019-03-19 54.82 127197 \n", - "2019-03-20 55.05 125797 \n", - "2019-03-21 56.05 137493 \n", - "2019-03-22 56.96 182648 \n", - "2019-03-25 63.35 120189 \n", - "2019-03-26 64.83 120678 \n", - "2019-03-27 67.21 130550 \n", - "2019-03-28 70.84 132992 \n", + " Market Formula Carcass Weight Market Formula Net Price \n", + "date \n", + "2019-03-01 215.46 52.27 \n", + "2019-03-04 214.34 52.20 \n", + "2019-03-05 213.58 52.15 \n", + "2019-03-06 214.09 51.99 \n", + "2019-03-07 213.97 52.20 \n", + "2019-03-08 214.61 52.70 \n", + "2019-03-11 212.53 53.04 \n", + "2019-03-12 212.52 53.77 \n", + "2019-03-13 214.37 55.23 \n", + "2019-03-14 214.48 56.29 \n", + "2019-03-15 214.56 57.72 \n", + "2019-03-18 213.42 58.79 \n", + "2019-03-19 213.20 60.26 \n", + "2019-03-20 212.91 61.92 \n", + "2019-03-21 215.46 63.62 \n", + "2019-03-22 215.21 66.97 \n", + "2019-03-25 212.96 68.78 \n", + "2019-03-26 213.37 70.92 \n", + "2019-03-27 214.26 73.20 \n", + "2019-03-28 214.51 75.08 \n", + "2019-03-29 214.98 76.87 \n", + "2019-04-01 212.75 77.50 \n", + "2019-04-02 212.56 78.18 \n", + "2019-04-03 213.25 78.56 \n", + "2019-04-04 214.41 78.75 \n", + "2019-04-05 215.84 78.87 \n", + "2019-04-08 212.48 79.22 \n", + "2019-04-09 212.23 79.45 \n", + "2019-04-10 214.95 79.35 \n", + "2019-04-11 214.42 79.46 \n", + "... ... ... \n", + "2019-06-06 215.62 80.28 \n", + "2019-06-07 215.97 79.86 \n", + "2019-06-10 214.48 79.62 \n", + "2019-06-11 213.73 79.71 \n", + "2019-06-12 213.68 79.72 \n", + "2019-06-13 215.16 79.46 \n", + "2019-06-14 215.07 79.31 \n", + "2019-06-17 213.52 79.51 \n", + "2019-06-18 213.12 79.77 \n", + "2019-06-19 213.13 79.57 \n", + "2019-06-20 215.11 78.89 \n", + "2019-06-21 215.31 78.58 \n", + "2019-06-24 213.41 78.11 \n", + "2019-06-25 212.34 77.84 \n", + "2019-06-26 212.88 76.77 \n", + "2019-06-27 214.35 75.33 \n", + "2019-06-28 212.90 74.45 \n", + "2019-07-01 210.39 73.48 \n", + "2019-07-02 210.48 73.19 \n", + "2019-07-03 211.16 72.68 \n", + "2019-07-05 212.67 71.51 \n", + "2019-07-08 211.88 71.11 \n", + "2019-07-09 211.73 70.79 \n", + "2019-07-10 212.16 70.87 \n", + "2019-07-11 211.47 70.91 \n", + "2019-07-12 211.40 70.89 \n", + "2019-07-15 210.85 70.73 \n", + "2019-07-16 209.45 71.19 \n", + "2019-07-17 210.32 72.26 \n", + "2019-07-18 210.06 73.05 \n", "\n", - " Marketformula Carcassweight Marketformula Netprice \n", - "date \n", - "2019-03-01 215.46 52.27 \n", - "2019-03-04 214.34 52.20 \n", - "2019-03-05 213.58 52.15 \n", - "2019-03-06 214.09 51.99 \n", - "2019-03-07 213.97 52.20 \n", - "2019-03-08 214.61 52.70 \n", - "2019-03-11 212.53 53.04 \n", - "2019-03-12 212.52 53.77 \n", - "2019-03-13 214.37 55.23 \n", - "2019-03-14 214.48 56.29 \n", - "2019-03-15 214.56 57.72 \n", - "2019-03-18 213.42 58.79 \n", - "2019-03-19 213.20 60.26 \n", - "2019-03-20 212.91 61.92 \n", - "2019-03-21 215.46 63.62 \n", - "2019-03-22 215.21 66.97 \n", - "2019-03-25 212.96 68.78 \n", - "2019-03-26 213.37 70.92 \n", - "2019-03-27 214.26 73.20 \n", - "2019-03-28 214.51 75.08 " + "[99 rows x 10 columns]" ] }, "execution_count": 4, @@ -616,7 +1316,19 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'fbprophet'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mfbprophet\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mProphet\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcash_prices\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'CME Index'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\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 5\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ds'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'y'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'fbprophet'" + ] + } + ], "source": [ "from fbprophet import Prophet\n", "import pandas as pd\n", @@ -627,19 +1339,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/kirke/miniconda3/envs/mpr/lib/python3.7/site-packages/fbprophet/forecaster.py:880: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", - " min_dt = dt.iloc[dt.nonzero()[0]].min()\n", - "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" - ] - } - ], + "outputs": [], "source": [ "from fbprophet.plot import add_changepoints_to_plot\n", "m = Prophet(weekly_seasonality=0)\n", @@ -651,506 +1353,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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yhatyhat_loweryhat_upper
ds
2019-04-1551.4744.1158.91
2019-04-1651.5044.4458.03
2019-04-1751.5844.3358.88
2019-04-1851.7144.5759.12
2019-04-1951.8944.9259.44
2019-04-2052.1344.8459.22
2019-04-2152.4245.2159.85
2019-04-2252.7545.1859.91
2019-04-2353.1345.7060.44
2019-04-2453.5646.7361.20
2019-04-2554.0246.9761.57
2019-04-2654.5247.5562.12
2019-04-2755.0448.0962.17
2019-04-2855.5948.1762.53
2019-04-2956.1649.2262.96
2019-04-3056.7449.7464.48
2019-05-0157.3250.5964.37
2019-05-0257.9150.0165.03
2019-05-0358.4951.5565.43
2019-05-0459.0752.1465.81
2019-05-0559.6352.1767.37
2019-05-0660.1753.2267.63
2019-05-0760.6953.4767.68
2019-05-0861.1954.1168.51
2019-05-0961.6654.3169.17
2019-05-1062.1154.9569.35
2019-05-1162.5255.5669.67
2019-05-1262.9055.6870.12
2019-05-1363.2555.8970.55
2019-05-1463.5756.7070.81
............
2019-07-0373.7066.5780.84
2019-07-0473.6666.8681.30
2019-07-0573.5966.2180.98
2019-07-0673.5066.5180.91
2019-07-0773.3966.4881.11
2019-07-0873.2665.7480.60
2019-07-0973.1065.6780.55
2019-07-1072.9265.5880.10
2019-07-1172.7265.7880.06
2019-07-1272.4964.9379.79
2019-07-1372.2564.6279.13
2019-07-1471.9864.5479.47
2019-07-1571.7063.7379.20
2019-07-1671.4063.3678.33
2019-07-1771.0863.7078.62
2019-07-1870.7463.5078.31
2019-07-1970.3962.9778.35
2019-07-2070.0362.7377.47
2019-07-2169.6562.6776.95
2019-07-2269.2662.5876.22
2019-07-2368.8761.8076.53
2019-07-2468.4760.9575.54
2019-07-2568.0661.0075.73
2019-07-2667.6560.0474.52
2019-07-2767.2459.9974.26
2019-07-2866.8259.7874.58
2019-07-2966.4158.7373.28
2019-07-3065.9958.7073.69
2019-07-3165.5858.8672.93
2019-08-0165.1758.0772.76
\n", - "

109 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " yhat yhat_lower yhat_upper\n", - "ds \n", - "2019-04-15 51.47 44.11 58.91\n", - "2019-04-16 51.50 44.44 58.03\n", - "2019-04-17 51.58 44.33 58.88\n", - "2019-04-18 51.71 44.57 59.12\n", - "2019-04-19 51.89 44.92 59.44\n", - "2019-04-20 52.13 44.84 59.22\n", - "2019-04-21 52.42 45.21 59.85\n", - "2019-04-22 52.75 45.18 59.91\n", - "2019-04-23 53.13 45.70 60.44\n", - "2019-04-24 53.56 46.73 61.20\n", - "2019-04-25 54.02 46.97 61.57\n", - "2019-04-26 54.52 47.55 62.12\n", - "2019-04-27 55.04 48.09 62.17\n", - "2019-04-28 55.59 48.17 62.53\n", - "2019-04-29 56.16 49.22 62.96\n", - "2019-04-30 56.74 49.74 64.48\n", - "2019-05-01 57.32 50.59 64.37\n", - "2019-05-02 57.91 50.01 65.03\n", - "2019-05-03 58.49 51.55 65.43\n", - "2019-05-04 59.07 52.14 65.81\n", - "2019-05-05 59.63 52.17 67.37\n", - "2019-05-06 60.17 53.22 67.63\n", - "2019-05-07 60.69 53.47 67.68\n", - "2019-05-08 61.19 54.11 68.51\n", - "2019-05-09 61.66 54.31 69.17\n", - "2019-05-10 62.11 54.95 69.35\n", - "2019-05-11 62.52 55.56 69.67\n", - "2019-05-12 62.90 55.68 70.12\n", - "2019-05-13 63.25 55.89 70.55\n", - "2019-05-14 63.57 56.70 70.81\n", - "... ... ... ...\n", - "2019-07-03 73.70 66.57 80.84\n", - "2019-07-04 73.66 66.86 81.30\n", - "2019-07-05 73.59 66.21 80.98\n", - "2019-07-06 73.50 66.51 80.91\n", - "2019-07-07 73.39 66.48 81.11\n", - "2019-07-08 73.26 65.74 80.60\n", - "2019-07-09 73.10 65.67 80.55\n", - "2019-07-10 72.92 65.58 80.10\n", - "2019-07-11 72.72 65.78 80.06\n", - "2019-07-12 72.49 64.93 79.79\n", - "2019-07-13 72.25 64.62 79.13\n", - "2019-07-14 71.98 64.54 79.47\n", - "2019-07-15 71.70 63.73 79.20\n", - "2019-07-16 71.40 63.36 78.33\n", - "2019-07-17 71.08 63.70 78.62\n", - "2019-07-18 70.74 63.50 78.31\n", - "2019-07-19 70.39 62.97 78.35\n", - "2019-07-20 70.03 62.73 77.47\n", - "2019-07-21 69.65 62.67 76.95\n", - "2019-07-22 69.26 62.58 76.22\n", - "2019-07-23 68.87 61.80 76.53\n", - "2019-07-24 68.47 60.95 75.54\n", - "2019-07-25 68.06 61.00 75.73\n", - "2019-07-26 67.65 60.04 74.52\n", - "2019-07-27 67.24 59.99 74.26\n", - "2019-07-28 66.82 59.78 74.58\n", - "2019-07-29 66.41 58.73 73.28\n", - "2019-07-30 65.99 58.70 73.69\n", - "2019-07-31 65.58 58.86 72.93\n", - "2019-08-01 65.17 58.07 72.76\n", - "\n", - "[109 rows x 3 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "predictions = forecast.set_index(forecast['ds']).loc['2019-4-15':'2019-8-1']\n", "predictions[['yhat', 'yhat_lower', 'yhat_upper']]" @@ -1158,62 +1372,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from fbprophet.plot import plot_yearly\n", "plot_yearly(m)" @@ -1236,7 +1406,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/mpr/api.py b/mpr/api.py index e8a3c46..5f2ceed 100644 --- a/mpr/api.py +++ b/mpr/api.py @@ -74,7 +74,7 @@ async def fetch(report: Report, start: date, end=date.today()) -> Iterator[Attri return parse_elements(elements) -def parse_elements(elements: Iterator[ParsedElement], max_depth=4) -> Iterator[Attributes]: +def parse_elements(elements: Iterator[ParsedElement], min_depth=1, max_depth=4) -> Iterator[Attributes]: """ Parses a USDA report by saving metadata from parent elements to a dictionary while traversing down the tree. When at the maximum depth, yield all collected metadata with each child element's attributes. @@ -86,20 +86,20 @@ def parse_elements(elements: Iterator[ParsedElement], max_depth=4) -> Iterator[A - Usually all we care about is the report date (depth=2); the report label (depth=3), for finding sections; - and the record attributes (depth=4), which contains the data. + Usually all we care about is the report date (depth=2); the report section label (depth=3); + and the record data attributes (depth=4). """ depth = 0 metadata: Attributes = dict() for event, element in elements: if event == 'start': - if 1 <= depth < max_depth: + if min_depth <= depth < max_depth: # Parsing a parent element: merge its properties into the metadata metadata.update(element.items()) elif depth == max_depth: - # Parsing a child element: combine its properties with the metadata and yield + # Parsing a child element: generate a dict combining metadata and child attributes yield dict(metadata.items() | element.items()) depth += 1 @@ -107,7 +107,7 @@ def parse_elements(elements: Iterator[ParsedElement], max_depth=4) -> Iterator[A if event == 'end': depth -= 1 - if depth == 2: - # Finished parsing one day's data: clear the metadata and element tree + if depth == min_depth: + # clear the metadata and element tree after each report section element.clear() metadata.clear() diff --git a/mpr/calendar.py b/mpr/calendar.py deleted file mode 100644 index 373b414..0000000 --- a/mpr/calendar.py +++ /dev/null @@ -1,89 +0,0 @@ -from typing import Tuple -from typing import Iterator -from typing import Set -from datetime import date - -import pandas as pd -from pandas.tseries.holiday import AbstractHolidayCalendar -from pandas.tseries.holiday import Holiday -from pandas.tseries.holiday import USMemorialDay -from pandas.tseries.holiday import USLaborDay -from pandas.tseries.holiday import USThanksgivingDay -from pandas.tseries.holiday import nearest_workday -from pandas.tseries.offsets import CustomBusinessDay - -DateInterval = Tuple[date, date] - - -def date_range(start: date, end: date) -> Iterator[date]: - return map(date.fromordinal, range(start.toordinal(), end.toordinal() + 1)) - - -def date_diff(first: Iterator[date], second: Iterator[date]) -> Set[date]: - return set(second) - set(first) - - -USIndependenceDayBefore2009 = Holiday('US Independence Day', - month=7, - day=4, - end_date='2009-07-01', - observance=nearest_workday) - -USIndependenceDayAfter2009 = Holiday('US Independence Day', - month=7, - day=4, - start_date='2010-07-01', - observance=nearest_workday) - -NewYearsDay = Holiday('New Years Day', month=1, day=1, observance=nearest_workday) -ChristmasEve = Holiday('Christmas Eve', month=12, day=24) -Christmas = Holiday('Christmas', month=12, day=25, observance=nearest_workday) - -MartinLutherKingDay2013 = date(2013, 1, 21) -PresidentsDay2013 = date(2013, 2, 18) -GovernmentShutdown2013 = date_range(date(2013, 10, 1), date(2013, 10, 17)) - -report_calendar = AbstractHolidayCalendar(rules=[ - NewYearsDay, - USMemorialDay, - USIndependenceDayBefore2009, - USIndependenceDayAfter2009, - USLaborDay, - USThanksgivingDay, - ChristmasEve, - Christmas -]) - -report_date = CustomBusinessDay(normalize=True, calendar=report_calendar, holidays=[ - MartinLutherKingDay2013, - PresidentsDay2013, - *GovernmentShutdown2013 -]) - - -def report_date_range(start: date, end: date) -> Iterator[date]: - return map(lambda it: it.date(), pd.date_range(start=start, end=end, freq=report_date)) - - -def recent_report_dates(days: int) -> Iterator[date]: - return map(lambda it: it.date(), pd.date_range(end=date.today(), periods=days, freq=report_date)) - - -def report_date_intervals(dates: Set[date]) -> Iterator[DateInterval]: - dates = sorted(dates) - - if len(dates) == 0: - return [] - - start = previous_date = dates[0] - - for current_date in dates[1:]: - next_date = (previous_date + report_date).date() - - if current_date == next_date: - previous_date = current_date - else: - yield start, previous_date - start = previous_date = current_date - - yield start, previous_date diff --git a/mpr/cash_index/__init__.py b/mpr/cash_index/__init__.py index d71517e..11b3c2d 100644 --- a/mpr/cash_index/__init__.py +++ b/mpr/cash_index/__init__.py @@ -1,10 +1,9 @@ from datetime import date +from datetime import timedelta from functools import singledispatch from pandas import DataFrame -from ..calendar import recent_report_dates from ..slaughter.api import fetch_slaughter - from .report import cash_index_report @@ -16,6 +15,6 @@ async def get_cash_prices(start: date, end=date.today()) -> DataFrame: @get_cash_prices.register(int) async def get_recent_cash_prices(n: int) -> DataFrame: - first, *_, last = recent_report_dates(n + 3) - cash_prices = await get_cash_prices(first, last) + today = date.today() + cash_prices = await get_cash_prices(today - timedelta(days=n + 10), today) return cash_prices.tail(n) diff --git a/mpr/cutout_index/__init__.py b/mpr/cutout_index/__init__.py index 9ee9b46..1613414 100644 --- a/mpr/cutout_index/__init__.py +++ b/mpr/cutout_index/__init__.py @@ -1,8 +1,8 @@ from datetime import date +from datetime import timedelta from functools import singledispatch from pandas import DataFrame -from ..calendar import recent_report_dates from ..cutout.api import pk602 from .report import cutout_report @@ -16,6 +16,6 @@ async def get_cutout_index(start: date, end=date.today()) -> DataFrame: @get_cutout_index.register(int) async def get_recent_cash_prices(n: int) -> DataFrame: - first, *_, last = recent_report_dates(n + 8) - cutout = await get_cutout_index(first, last) + today = date.today() + cutout = await get_cutout_index(today - timedelta(days=n + 12), today) return cutout.tail(n) diff --git a/mpr/reports.py b/mpr/reports.py index 9525a84..905e839 100644 --- a/mpr/reports.py +++ b/mpr/reports.py @@ -1,20 +1,11 @@ from typing import Union from typing import Tuple -from typing import Iterator -from typing import List from enum import Enum -from datetime import date import pandas as pd from pandas import Series from pandas import DataFrame -from .calendar import DateInterval -from .calendar import date_diff -from .calendar import recent_report_dates -from .calendar import report_date_range -from .calendar import report_date_intervals - pd.options.display.float_format = '{:,.2f}'.format @@ -27,14 +18,6 @@ class Report(Enum): CUTOUT_AFTERNOON = 'lm_pk602' -def request_range(start: date, end: date, dates: Iterator[date]) -> List[DateInterval]: - return list(report_date_intervals(date_diff(dates, report_date_range(start, end)))) - - -def request_recent_reports(days: int) -> List[DateInterval]: - return list(report_date_intervals(date_diff([], recent_report_dates(days)))) - - def compute_change(values: Series) -> Series: return values - values.shift(1) diff --git a/test/reports/test_date_range.py b/test/reports/test_date_range.py deleted file mode 100644 index 38dee33..0000000 --- a/test/reports/test_date_range.py +++ /dev/null @@ -1,46 +0,0 @@ -from unittest import TestCase -from datetime import date -from datetime import datetime -from xml.etree import ElementTree - -from mpr.api import Attributes -from mpr.api import parse_elements -from mpr.reports import date_diff -from mpr.reports import request_range -from mpr.calendar import report_date_range - - -with open('test/resources/reports/report_dates.xml') as report: - elements = ElementTree.iterparse(report, events=['start', 'end']) - report_dates = parse_elements(elements, 2) - - def parse_date(element: Attributes) -> date: - report_date = element['report_date'] - return datetime.strptime(report_date, "%m/%d/%Y").date() - - calendar_dates = report_date_range(date(2001, 8, 6), date(2019, 2, 21)) - report_dates = map(parse_date, report_dates) - - print('\n'.join(map(date.isoformat, sorted(date_diff(report_dates, calendar_dates))))) - - -class DateRangeTest(TestCase): - def test_all_miss(self): - dates = list(report_date_range(date(2019, 1, 15), date(2019, 1, 31))) - intervals = request_range(date(2019, 1, 1), date(2019, 1, 10), dates) - self.assertEqual(intervals, [(date(2019, 1, 2), date(2019, 1, 10))]) - - def test_all_hit(self): - dates = report_date_range(date(2019, 1, 15), date(2019, 1, 31)) - intervals = request_range(date(2019, 1, 15), date(2019, 1, 22), dates) - self.assertEqual(len(intervals), 0) - - def test_half_hit(self): - dates = report_date_range(date(2019, 1, 15), date(2019, 1, 31)) - intervals = request_range(date(2019, 1, 1), date(2019, 1, 22), dates) - self.assertEqual(intervals, [(date(2019, 1, 2), date(2019, 1, 14))]) - - def test_hit_splits_range(self): - dates = report_date_range(date(2019, 1, 15), date(2019, 1, 31)) - intervals = request_range(date(2019, 1, 1), date(2019, 2, 28), dates) - self.assertEqual(intervals, [(date(2019, 1, 2), date(2019, 1, 14)), (date(2019, 2, 1), date(2019, 2, 28))]) diff --git a/test/resources/reports/report_dates.xml b/test/resources/reports/report_dates.xml deleted file mode 100644 index 84e4aa3..0000000 --- a/test/resources/reports/report_dates.xml +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file