{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test predictions" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import arrow\n", "from IPython.display import display, HTML" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can we fill in the gaps? Looking at the beginning and end of 1929, it seems the number of pages for each session on a weekday are consistent:\n", "\n", "* Morning: 1 page\n", "* Noon: 2 pages\n", "* Afternoon: 2 pages\n", "\n", "So 5 pages per weekday. Saturdays have 2 pages. \n", "\n", "**Notes from when Maggie and I looked at the bound volumes**\n", "\n", "1901 – five pages a day, 1 for mining forenoon, 2 for noon and 2 for afternoon – mix of small and large pages\n", "\n", " \n", "\n", "1915 - five pages a day, 1 for mining forenoon, 2 for noon and 2 for afternoon – mix of small and large pages, some tiny font used in miscellaneous which continues\n", "\n", " \n", "\n", "1924 - five pages a day, 1 for mining forenoon, 2 for noon and 2 for afternoon – only large pages, handwritten ‘investment sales’\n", "\n", " \n", "\n", "1934 - five pages a day, 1 for mining forenoon, 2 for noon and 2 for afternoon – only large pages, handwritten ‘investment sales’\n", "\n", " \n", "\n", "1940 – nine pages a day, 3 forenoon, 3 noon and 3 afternoon, Saturdays only have 3 pages for morning (we didn’t record how many pages for Saturday before)\n", "\n", " \n", "\n", "1950 – eight pages a day, 4 for morning and 4 for afternoon, thinner paper, no Saturday trading\n", "\n", "There's an increase in pages after vol 135, in 1934." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df_series = pd.read_csv('series_list.csv')\n", "all_holidays = pd.read_csv('nsw_holidays_1900_1950.csv')\n", "#all_holidays.loc[:, 'date'] = pd.to_datetime(all_holidays.loc[:, 'date'], errors='coerce')\n", "\n", "def get_holidays(year):\n", " holidays = all_holidays.loc[all_holidays['year'] == year]['date']\n", " return holidays.to_list()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def daterange(start_date, end_date):\n", " for n in range(int ((end_date - start_date).days)):\n", " yield start_date.shift(days=+n)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def predict_pages(start_date, end_date, weekday_pages=5, saturday_pages=2, include_saturday=True):\n", " pages = 0\n", " year = start_date.year\n", " holidays = sorted(get_holidays(year))\n", " for single_date in daterange(start_date, end_date):\n", " if single_date.format('YYYY-MM-DD') not in holidays and single_date.weekday() != 6:\n", " if single_date.weekday() == 5:\n", " if include_saturday is True:\n", " pages += saturday_pages\n", " else:\n", " pages += weekday_pages\n", " return pages" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "pages_per_vol = {\n", " '1_134': {\n", " 'weekday': 5,\n", " 'saturday': 2\n", " },\n", " '135_145': {\n", " 'weekday': 6,\n", " 'saturday': 2\n", " },\n", " '146_164': {\n", " 'weekday': 9,\n", " 'saturday': 3\n", " },\n", " '165_190': {\n", " 'weekday': 6,\n", " 'saturday': 3\n", " },\n", " '191_199': {\n", " 'weekday': 8,\n", " 'saturday': 0\n", " }\n", "}\n", "\n", "def get_pages(vol_num):\n", " for key, pages in pages_per_vol.items():\n", " vols = key.split('_')\n", " vols = [int(y) for y in vols]\n", " if len(vols) == 2:\n", " vols = list(range(vols[0], vols[1] + 1))\n", " if vol_num in vols:\n", " return pages" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "predictions = []\n", "for row in df_series.dropna(subset=['start_date', 'end_date'])[:-1].itertuples():\n", " start_date = arrow.get(row.start_date, 'YYYY-MM-DD')\n", " end_date = arrow.get(row.end_date, 'YYYY-MM-DD').shift(days=+1)\n", " vol_num = int(row.Item_number.split('-')[-1])\n", " pages_vol = get_pages(vol_num)\n", " prediction = predict_pages(start_date, end_date, weekday_pages=pages_vol['weekday'], saturday_pages=pages_vol['saturday'])\n", " #print(f'Volume {row.Item_number}: {prediction} predicted / {row.Pages} actual pages')\n", " predictions.append({'volume': row.Item_number, 'predicted': prediction, 'actual': row.Pages})\n", "df_predictions = pd.DataFrame(predictions)\n", "df_predictions.loc[:, 'difference'] = df_predictions['predicted'] - df_predictions['actual']" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
actual | predicted | volume | difference | |
---|---|---|---|---|
0 | \n", "303 | \n", "322 | \n", "AU NBAC N193-001 | \n", "19 | \n", "
1 | \n", "312 | \n", "334 | \n", "AU NBAC N193-002 | \n", "22 | \n", "
2 | \n", "345 | \n", "351 | \n", "AU NBAC N193-003 | \n", "6 | \n", "
3 | \n", "312 | \n", "319 | \n", "AU NBAC N193-004 | \n", "7 | \n", "
4 | \n", "305 | \n", "312 | \n", "AU NBAC N193-005 | \n", "7 | \n", "
5 | \n", "334 | \n", "341 | \n", "AU NBAC N193-006 | \n", "7 | \n", "
6 | \n", "349 | \n", "351 | \n", "AU NBAC N193-007 | \n", "2 | \n", "
7 | \n", "318 | \n", "319 | \n", "AU NBAC N193-008 | \n", "1 | \n", "
8 | \n", "327 | \n", "329 | \n", "AU NBAC N193-009 | \n", "2 | \n", "
9 | \n", "327 | \n", "334 | \n", "AU NBAC N193-010 | \n", "7 | \n", "
10 | \n", "350 | \n", "351 | \n", "AU NBAC N193-011 | \n", "1 | \n", "
11 | \n", "310 | \n", "319 | \n", "AU NBAC N193-012 | \n", "9 | \n", "
12 | \n", "330 | \n", "334 | \n", "AU NBAC N193-013 | \n", "4 | \n", "
13 | \n", "329 | \n", "329 | \n", "AU NBAC N193-014 | \n", "0 | \n", "
14 | \n", "349 | \n", "351 | \n", "AU NBAC N193-015 | \n", "2 | \n", "
15 | \n", "313 | \n", "314 | \n", "AU NBAC N193-016 | \n", "1 | \n", "
16 | \n", "331 | \n", "329 | \n", "AU NBAC N193-017 | \n", "-2 | \n", "
17 | \n", "322 | \n", "334 | \n", "AU NBAC N193-018 | \n", "12 | \n", "
18 | \n", "348 | \n", "348 | \n", "AU NBAC N193-019 | \n", "0 | \n", "
19 | \n", "312 | \n", "312 | \n", "AU NBAC N193-020 | \n", "0 | \n", "
20 | \n", "330 | \n", "331 | \n", "AU NBAC N193-021 | \n", "1 | \n", "
21 | \n", "314 | \n", "334 | \n", "AU NBAC N193-022 | \n", "20 | \n", "
22 | \n", "344 | \n", "346 | \n", "AU NBAC N193-023 | \n", "2 | \n", "
23 | \n", "310 | \n", "312 | \n", "AU NBAC N193-024 | \n", "2 | \n", "
24 | \n", "323 | \n", "327 | \n", "AU NBAC N193-025 | \n", "4 | \n", "
25 | \n", "332 | \n", "336 | \n", "AU NBAC N193-026 | \n", "4 | \n", "
26 | \n", "349 | \n", "351 | \n", "AU NBAC N193-027 | \n", "2 | \n", "
27 | \n", "314 | \n", "319 | \n", "AU NBAC N193-028 | \n", "5 | \n", "
28 | \n", "328 | \n", "329 | \n", "AU NBAC N193-029 | \n", "1 | \n", "
29 | \n", "327 | \n", "334 | \n", "AU NBAC N193-030 | \n", "7 | \n", "
30 | \n", "339 | \n", "351 | \n", "AU NBAC N193-031 | \n", "12 | \n", "
31 | \n", "316 | \n", "319 | \n", "AU NBAC N193-032 | \n", "3 | \n", "
32 | \n", "329 | \n", "329 | \n", "AU NBAC N193-033 | \n", "0 | \n", "
33 | \n", "322 | \n", "334 | \n", "AU NBAC N193-034 | \n", "12 | \n", "
34 | \n", "351 | \n", "351 | \n", "AU NBAC N193-035 | \n", "0 | \n", "
35 | \n", "317 | \n", "319 | \n", "AU NBAC N193-036 | \n", "2 | \n", "
36 | \n", "300 | \n", "312 | \n", "AU NBAC N193-037 | \n", "12 | \n", "
37 | \n", "328 | \n", "336 | \n", "AU NBAC N193-038 | \n", "8 | \n", "
38 | \n", "350 | \n", "351 | \n", "AU NBAC N193-039 | \n", "1 | \n", "
39 | \n", "320 | \n", "319 | \n", "AU NBAC N193-040 | \n", "-1 | \n", "
40 | \n", "325 | \n", "324 | \n", "AU NBAC N193-041 | \n", "-1 | \n", "
41 | \n", "318 | \n", "334 | \n", "AU NBAC N193-042 | \n", "16 | \n", "
42 | \n", "344 | \n", "343 | \n", "AU NBAC N193-043 | \n", "-1 | \n", "
43 | \n", "317 | \n", "317 | \n", "AU NBAC N193-044 | \n", "0 | \n", "
44 | \n", "331 | \n", "331 | \n", "AU NBAC N193-045 | \n", "0 | \n", "
45 | \n", "317 | \n", "329 | \n", "AU NBAC N193-046 | \n", "12 | \n", "
46 | \n", "350 | \n", "351 | \n", "AU NBAC N193-047 | \n", "1 | \n", "
47 | \n", "314 | \n", "314 | \n", "AU NBAC N193-048 | \n", "0 | \n", "
48 | \n", "296 | \n", "312 | \n", "AU NBAC N193-049 | \n", "16 | \n", "
49 | \n", "338 | \n", "341 | \n", "AU NBAC N193-050 | \n", "3 | \n", "
50 | \n", "351 | \n", "351 | \n", "AU NBAC N193-051 | \n", "0 | \n", "
51 | \n", "314 | \n", "319 | \n", "AU NBAC N193-052 | \n", "5 | \n", "
52 | \n", "326 | \n", "329 | \n", "AU NBAC N193-053 | \n", "3 | \n", "
53 | \n", "315 | \n", "329 | \n", "AU NBAC N193-054 | \n", "14 | \n", "
54 | \n", "167 | \n", "351 | \n", "AU NBAC N193-055 | \n", "184 | \n", "
55 | \n", "315 | \n", "319 | \n", "AU NBAC N193-056 | \n", "4 | \n", "
56 | \n", "318 | \n", "319 | \n", "AU NBAC N193-057 | \n", "1 | \n", "
57 | \n", "309 | \n", "314 | \n", "AU NBAC N193-058 | \n", "5 | \n", "
58 | \n", "347 | \n", "351 | \n", "AU NBAC N193-059 | \n", "4 | \n", "
59 | \n", "313 | \n", "319 | \n", "AU NBAC N193-060 | \n", "6 | \n", "
60 | \n", "317 | \n", "317 | \n", "AU NBAC N193-061 | \n", "0 | \n", "
61 | \n", "312 | \n", "329 | \n", "AU NBAC N193-062 | \n", "17 | \n", "
62 | \n", "345 | \n", "348 | \n", "AU NBAC N193-063 | \n", "3 | \n", "
63 | \n", "309 | \n", "317 | \n", "AU NBAC N193-064 | \n", "8 | \n", "
64 | \n", "317 | \n", "319 | \n", "AU NBAC N193-065 | \n", "2 | \n", "
65 | \n", "307 | \n", "329 | \n", "AU NBAC N193-066 | \n", "22 | \n", "
66 | \n", "343 | \n", "346 | \n", "AU NBAC N193-067 | \n", "3 | \n", "
67 | \n", "313 | \n", "317 | \n", "AU NBAC N193-068 | \n", "4 | \n", "
68 | \n", "310 | \n", "310 | \n", "AU NBAC N193-069 | \n", "0 | \n", "
69 | \n", "325 | \n", "326 | \n", "AU NBAC N193-070 | \n", "1 | \n", "
70 | \n", "352 | \n", "351 | \n", "AU NBAC N193-071 | \n", "-1 | \n", "
71 | \n", "296 | \n", "312 | \n", "AU NBAC N193-072 | \n", "16 | \n", "
72 | \n", "321 | \n", "324 | \n", "AU NBAC N193-073 | \n", "3 | \n", "
73 | \n", "314 | \n", "329 | \n", "AU NBAC N193-074 | \n", "15 | \n", "
74 | \n", "348 | \n", "351 | \n", "AU NBAC N193-075 | \n", "3 | \n", "
75 | \n", "306 | \n", "309 | \n", "AU NBAC N193-076 | \n", "3 | \n", "
76 | \n", "331 | \n", "334 | \n", "AU NBAC N193-077 | \n", "3 | \n", "
77 | \n", "309 | \n", "314 | \n", "AU NBAC N193-078 | \n", "5 | \n", "
78 | \n", "351 | \n", "351 | \n", "AU NBAC N193-079 | \n", "0 | \n", "
79 | \n", "318 | \n", "319 | \n", "AU NBAC N193-080 | \n", "1 | \n", "
80 | \n", "281 | \n", "300 | \n", "AU NBAC N193-081 | \n", "19 | \n", "
81 | \n", "333 | \n", "341 | \n", "AU NBAC N193-082 | \n", "8 | \n", "
82 | \n", "350 | \n", "351 | \n", "AU NBAC N193-083 | \n", "1 | \n", "
83 | \n", "312 | \n", "314 | \n", "AU NBAC N193-084 | \n", "2 | \n", "
84 | \n", "315 | \n", "317 | \n", "AU NBAC N193-085 | \n", "2 | \n", "
85 | \n", "307 | \n", "329 | \n", "AU NBAC N193-086 | \n", "22 | \n", "
86 | \n", "349 | \n", "346 | \n", "AU NBAC N193-087 | \n", "-3 | \n", "
87 | \n", "316 | \n", "317 | \n", "AU NBAC N193-088 | \n", "1 | \n", "
88 | \n", "306 | \n", "307 | \n", "AU NBAC N193-089 | \n", "1 | \n", "
89 | \n", "316 | \n", "326 | \n", "AU NBAC N193-090 | \n", "10 | \n", "
90 | \n", "343 | \n", "344 | \n", "AU NBAC N193-091 | \n", "1 | \n", "
91 | \n", "319 | \n", "319 | \n", "AU NBAC N193-092 | \n", "0 | \n", "
92 | \n", "325 | \n", "327 | \n", "AU NBAC N193-093 | \n", "2 | \n", "
93 | \n", "301 | \n", "329 | \n", "AU NBAC N193-094 | \n", "28 | \n", "
94 | \n", "351 | \n", "351 | \n", "AU NBAC N193-095 | \n", "0 | \n", "
95 | \n", "317 | \n", "319 | \n", "AU NBAC N193-096 | \n", "2 | \n", "
96 | \n", "314 | \n", "314 | \n", "AU NBAC N193-097 | \n", "0 | \n", "
97 | \n", "308 | \n", "327 | \n", "AU NBAC N193-098 | \n", "19 | \n", "
98 | \n", "346 | \n", "351 | \n", "AU NBAC N193-099 | \n", "5 | \n", "
99 | \n", "318 | \n", "319 | \n", "AU NBAC N193-100 | \n", "1 | \n", "
100 | \n", "316 | \n", "314 | \n", "AU NBAC N193-101 | \n", "-2 | \n", "
101 | \n", "314 | \n", "314 | \n", "AU NBAC N193-102 | \n", "0 | \n", "
102 | \n", "352 | \n", "351 | \n", "AU NBAC N193-103 | \n", "-1 | \n", "
103 | \n", "313 | \n", "309 | \n", "AU NBAC N193-104 | \n", "-4 | \n", "
104 | \n", "320 | \n", "324 | \n", "AU NBAC N193-105 | \n", "4 | \n", "
105 | \n", "312 | \n", "329 | \n", "AU NBAC N193-106 | \n", "17 | \n", "
106 | \n", "351 | \n", "351 | \n", "AU NBAC N193-107 | \n", "0 | \n", "
107 | \n", "310 | \n", "309 | \n", "AU NBAC N193-108 | \n", "-1 | \n", "
108 | \n", "331 | \n", "331 | \n", "AU NBAC N193-109 | \n", "0 | \n", "
109 | \n", "310 | \n", "329 | \n", "AU NBAC N193-110 | \n", "19 | \n", "
110 | \n", "345 | \n", "346 | \n", "AU NBAC N193-111 | \n", "1 | \n", "
111 | \n", "317 | \n", "317 | \n", "AU NBAC N193-112 | \n", "0 | \n", "
112 | \n", "305 | \n", "310 | \n", "AU NBAC N193-113 | \n", "5 | \n", "
113 | \n", "326 | \n", "326 | \n", "AU NBAC N193-114 | \n", "0 | \n", "
114 | \n", "351 | \n", "351 | \n", "AU NBAC N193-115 | \n", "0 | \n", "
115 | \n", "314 | \n", "314 | \n", "AU NBAC N193-116 | \n", "0 | \n", "
116 | \n", "322 | \n", "324 | \n", "AU NBAC N193-117 | \n", "2 | \n", "
117 | \n", "307 | \n", "329 | \n", "AU NBAC N193-118 | \n", "22 | \n", "
118 | \n", "352 | \n", "351 | \n", "AU NBAC N193-119 | \n", "-1 | \n", "
119 | \n", "317 | \n", "319 | \n", "AU NBAC N193-120 | \n", "2 | \n", "
120 | \n", "322 | \n", "324 | \n", "AU NBAC N193-121 | \n", "2 | \n", "
121 | \n", "314 | \n", "332 | \n", "AU NBAC N193-122 | \n", "18 | \n", "
122 | \n", "347 | \n", "351 | \n", "AU NBAC N193-123 | \n", "4 | \n", "
123 | \n", "318 | \n", "319 | \n", "AU NBAC N193-124 | \n", "1 | \n", "
124 | \n", "296 | \n", "317 | \n", "AU NBAC N193-125 | \n", "21 | \n", "
125 | \n", "340 | \n", "341 | \n", "AU NBAC N193-126 | \n", "1 | \n", "
126 | \n", "351 | \n", "351 | \n", "AU NBAC N193-127 | \n", "0 | \n", "
127 | \n", "312 | \n", "314 | \n", "AU NBAC N193-128 | \n", "2 | \n", "
128 | \n", "327 | \n", "329 | \n", "AU NBAC N193-129 | \n", "2 | \n", "
129 | \n", "307 | \n", "329 | \n", "AU NBAC N193-130 | \n", "22 | \n", "
130 | \n", "348 | \n", "348 | \n", "AU NBAC N193-131 | \n", "0 | \n", "
131 | \n", "315 | \n", "317 | \n", "AU NBAC N193-132 | \n", "2 | \n", "
132 | \n", "303 | \n", "307 | \n", "AU NBAC N193-133 | \n", "4 | \n", "
133 | \n", "309 | \n", "326 | \n", "AU NBAC N193-134 | \n", "17 | \n", "
134 | \n", "390 | \n", "360 | \n", "AU NBAC N193-135 | \n", "-30 | \n", "
135 | \n", "366 | \n", "376 | \n", "AU NBAC N193-136 | \n", "10 | \n", "
136 | \n", "375 | \n", "378 | \n", "AU NBAC N193-137 | \n", "3 | \n", "
137 | \n", "366 | \n", "390 | \n", "AU NBAC N193-138 | \n", "24 | \n", "
138 | \n", "418 | \n", "416 | \n", "AU NBAC N193-139 | \n", "-2 | \n", "
139 | \n", "371 | \n", "372 | \n", "AU NBAC N193-140 | \n", "1 | \n", "
140 | \n", "381 | \n", "390 | \n", "AU NBAC N193-141 | \n", "9 | \n", "
141 | \n", "374 | \n", "388 | \n", "AU NBAC N193-142 | \n", "14 | \n", "
142 | \n", "417 | \n", "416 | \n", "AU NBAC N193-143 | \n", "-1 | \n", "
143 | \n", "366 | \n", "378 | \n", "AU NBAC N193-144 | \n", "12 | \n", "
144 | \n", "359 | \n", "364 | \n", "AU NBAC N193-145 | \n", "5 | \n", "
145 | \n", "605 | \n", "606 | \n", "AU NBAC N193-146 | \n", "1 | \n", "
146 | \n", "621 | \n", "624 | \n", "AU NBAC N193-147 | \n", "3 | \n", "
147 | \n", "564 | \n", "567 | \n", "AU NBAC N193-148 | \n", "3 | \n", "
148 | \n", "585 | \n", "585 | \n", "AU NBAC N193-149 | \n", "0 | \n", "
149 | \n", "555 | \n", "585 | \n", "AU NBAC N193-150 | \n", "30 | \n", "
150 | \n", "623 | \n", "624 | \n", "AU NBAC N193-151 | \n", "1 | \n", "
151 | \n", "555 | \n", "558 | \n", "AU NBAC N193-152 | \n", "3 | \n", "
152 | \n", "600 | \n", "603 | \n", "AU NBAC N193-153 | \n", "3 | \n", "
153 | \n", "573 | \n", "585 | \n", "AU NBAC N193-154 | \n", "12 | \n", "
154 | \n", "606 | \n", "618 | \n", "AU NBAC N193-155 | \n", "12 | \n", "
155 | \n", "559 | \n", "564 | \n", "AU NBAC N193-156 | \n", "5 | \n", "
156 | \n", "579 | \n", "585 | \n", "AU NBAC N193-157 | \n", "6 | \n", "
157 | \n", "606 | \n", "606 | \n", "AU NBAC N193-158 | \n", "0 | \n", "
158 | \n", "633 | \n", "624 | \n", "AU NBAC N193-159 | \n", "-9 | \n", "
159 | \n", "556 | \n", "558 | \n", "AU NBAC N193-160 | \n", "2 | \n", "
160 | \n", "593 | \n", "597 | \n", "AU NBAC N193-161 | \n", "4 | \n", "
161 | \n", "571 | \n", "585 | \n", "AU NBAC N193-162 | \n", "14 | \n", "
162 | \n", "633 | \n", "624 | \n", "AU NBAC N193-163 | \n", "-9 | \n", "
163 | \n", "600 | \n", "606 | \n", "AU NBAC N193-164 | \n", "6 | \n", "
164 | \n", "439 | \n", "411 | \n", "AU NBAC N193-165 | \n", "-28 | \n", "
165 | \n", "408 | \n", "405 | \n", "AU NBAC N193-166 | \n", "-3 | \n", "
166 | \n", "429 | \n", "429 | \n", "AU NBAC N193-167 | \n", "0 | \n", "
167 | \n", "414 | \n", "420 | \n", "AU NBAC N193-168 | \n", "6 | \n", "
168 | \n", "417 | \n", "411 | \n", "AU NBAC N193-169 | \n", "-6 | \n", "
169 | \n", "408 | \n", "408 | \n", "AU NBAC N193-170 | \n", "0 | \n", "
170 | \n", "428 | \n", "429 | \n", "AU NBAC N193-171 | \n", "1 | \n", "
171 | \n", "392 | \n", "396 | \n", "AU NBAC N193-172 | \n", "4 | \n", "
172 | \n", "437 | \n", "414 | \n", "AU NBAC N193-173 | \n", "-23 | \n", "
173 | \n", "393 | \n", "402 | \n", "AU NBAC N193-174 | \n", "9 | \n", "
174 | \n", "426 | \n", "426 | \n", "AU NBAC N193-175 | \n", "0 | \n", "
175 | \n", "384 | \n", "387 | \n", "AU NBAC N193-176 | \n", "3 | \n", "
176 | \n", "394 | \n", "396 | \n", "AU NBAC N193-177 | \n", "2 | \n", "
177 | \n", "400 | \n", "405 | \n", "AU NBAC N193-178 | \n", "5 | \n", "
178 | \n", "411 | \n", "423 | \n", "AU NBAC N193-179 | \n", "12 | \n", "
179 | \n", "384 | \n", "387 | \n", "AU NBAC N193-180 | \n", "3 | \n", "
180 | \n", "405 | \n", "405 | \n", "AU NBAC N193-181 | \n", "0 | \n", "
181 | \n", "379 | \n", "402 | \n", "AU NBAC N193-182 | \n", "23 | \n", "
182 | \n", "264 | \n", "291 | \n", "AU NBAC N193-183 | \n", "27 | \n", "
183 | \n", "389 | \n", "390 | \n", "AU NBAC N193-184 | \n", "1 | \n", "
184 | \n", "397 | \n", "396 | \n", "AU NBAC N193-185 | \n", "-1 | \n", "
185 | \n", "387 | \n", "402 | \n", "AU NBAC N193-186 | \n", "15 | \n", "
186 | \n", "430 | \n", "429 | \n", "AU NBAC N193-187 | \n", "-1 | \n", "
187 | \n", "387 | \n", "390 | \n", "AU NBAC N193-188 | \n", "3 | \n", "
188 | \n", "346 | \n", "381 | \n", "AU NBAC N193-189 | \n", "35 | \n", "
189 | \n", "378 | \n", "417 | \n", "AU NBAC N193-190 | \n", "39 | \n", "
190 | \n", "489 | \n", "520 | \n", "AU NBAC N193-191 | \n", "31 | \n", "
191 | \n", "468 | \n", "472 | \n", "AU NBAC N193-192 | \n", "4 | \n", "
192 | \n", "488 | \n", "488 | \n", "AU NBAC N193-193 | \n", "0 | \n", "
193 | \n", "468 | \n", "488 | \n", "AU NBAC N193-194 | \n", "20 | \n", "
194 | \n", "520 | \n", "520 | \n", "AU NBAC N193-195 | \n", "0 | \n", "
195 | \n", "461 | \n", "464 | \n", "AU NBAC N193-196 | \n", "3 | \n", "
196 | \n", "496 | \n", "496 | \n", "AU NBAC N193-197 | \n", "0 | \n", "
197 | \n", "468 | \n", "488 | \n", "AU NBAC N193-198 | \n", "20 | \n", "