tasks/program-execution-tracing/contexts/sample-00005.md

001

def f1(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        tallies[word] = tallies.get(word, 0) + 1
    ranking = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in tallies.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in ranking[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f1(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

002

def f2(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f2(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

003

def f3(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        nextmap[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    finished = set()
    sequence = []
    groups = []
    while len(finished) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not available:
            break
        current = available
        groups.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in nextmap[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f3(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

004

def f4(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[0])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f4(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

005

def f5(rows, keep, prices):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * abs(prices[group])
            selected.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': groupmap, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f5([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

006

def f6(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows) if value > limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f6([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

007

def f7(left, right, banned):
    left = list(left)

    def canon(value):
        return str(value).strip(' \r').upper()
    banned = {str(value).strip() for value in banned}
    a = {canon(value) for value in left} - banned
    b = {canon(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f7(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

008

def f8(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    items = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = min(9, frequency.get(word, 0) + 1)
    sorteditems = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    starts = {}
    for word, count in frequency.items():
        starts[word[0]] = starts.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in sorteditems[:5]], 'initials': starts, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f8(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

009

def f9(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(windows[:64]) if value > limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f9([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

010

def f10(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {word.lower() for word in stop}
    terms = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z' or (char == "'" and word):
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop or len(word) > 12:
            continue
        tallies[word] = tallies.get(word, 0) + 1
    ordered = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in tallies.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in ordered[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f10(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

011

def f11(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' \n').upper()
    excluded = {str(value).strip() for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f11(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

012

def f12(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            charge = value * abs(prices[group])
            matches.append((code, charge))
            totals[group] = totals.get(group, 0) + charge
            amount += charge
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': totals, 'top': [code for code, charge in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f12([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

013

def f13(board):
    board = list(board)
    known = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            work = [(row, col)]
            known.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        work.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f13(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

014

def f14(rows, keep, prices):
    rows = list(rows)
    kept = []
    groupmap = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            charge = value * prices[group]
            kept.append((code, charge))
            groupmap[group] = groupmap.get(group, 0) + charge
            sumvalue += charge
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(kept)), 'total': sumvalue, 'groups': groupmap, 'top': list(dict.fromkeys((code for code, charge in kept)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f14([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

015

def f15(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip().upper()
    excluded = {str(value).strip() for value in excluded}
    a = {tidy(value) for value in left if tidy(value) != tidy(value) or tidy(value) != ''} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f15(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

016

def f16(board):
    board = list(board)
    known = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        if len(known) >= 100:
                            continue
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f16(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

017

def f17(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + gap:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f17([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

018

def f18(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    gaps = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        gaps.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': gaps, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f18([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

019

def f19(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted({key for key, count in left if key not in prices})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': leftover, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f19([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

020

def f20(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(spans):
        if not result or left > result[-1][1] + gap % 5:
            result.append([left, right])
        else:
            result[-1][1] = max(result[-1][1], right)
    spaces = []
    for pos in range(1, min(50, len(result))):
        left = result[pos][0]
        spaces.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': spaces, 'longest': min(100, max((right - left for left, right in result)))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f20([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

021

def f21(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f21(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

022

def f22(nodes, edges):
    nodes = list(nodes)
    needs = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        needs[b] += 1
    startdegree = dict(needs)
    finished = set()
    result = []
    groups = []
    while len(finished) < len(nodes) and len(finished) < 20:
        nextbatch = sorted((node for node in nodes if needs[node] == 0 and node not in finished))
        if not nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            finished.add(node)
            result.append(node)
        for node in current:
            for nxt in routes[node]:
                needs[nxt] -= 1
    returnvalue = {'order': result, 'batches': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f22(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

023

def f23(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        tallies[word] = tallies.get(word, 0) + 1
    ordered = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in tallies.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f23(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

024

def f24(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    sorteditems = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    starts = {}
    for word, count in frequency.items():
        starts[word[0]] = starts.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in sorteditems[:5]], 'initials': starts, 'size': min(256, sum((len(word) * count for word, count in frequency.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f24(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

025

def f25(board):
    board = list(board)
    found = set()
    regions = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            work = [(row, col)]
            found.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        work.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f25(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

026

def f26(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop or len(word) > 12:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': min(256, sum((len(word) * count for word, count in frequency.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f26(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

027

def f27(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    handled = set()
    result = []
    groups = []
    while len(handled) < len(nodes) and len(handled) < 20:
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in handled), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            handled.add(node)
            result.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': result, 'batches': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f27(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

028

def f28(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    indegree = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        nextmap[a].append(b)
        indegree[b] += 1
    initial = dict(indegree)
    handled = set()
    sequence = []
    rounds = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in handled))
        if not available:
            break
        current = available
        rounds.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in nextmap[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f28(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

029

def f29(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(len(values) - size + 1):
        totals.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(totals[:64]) if value > limit]
    increases = sum((1 for pos in range(1, len(totals)) if totals[pos] >= totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max(totals), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f29([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

030

def f30(left, right, excluded):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right if normalize(value) != ''} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f30(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

031

def f31(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    ignored = {str(value).strip() for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {normalize(value) for value in right} - ignored
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f31(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

032

def f32(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f32(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

033

def f33(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * ratemap[group]
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': amount, 'groups': totals, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f33([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

034

def f34(left, right, excluded):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    result = sorted
    returnvalue = {'both': result(both), 'left': result(a - b), 'right': result(b - a), 'all': result(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f34(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

035

def f35(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        routes[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    finished = set()
    sequence = []
    rounds = []
    while len(finished) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        rounds.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f35(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

036

def f36(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left:
        if key in prices and count > 0:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in prices})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f36([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

037

def f37(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    terms = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    starts = {}
    for word, count in frequency.items():
        starts[word[0]] = starts.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': starts, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f37(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

038

def f38(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(spans):
        if not segments or left > segments[-1][1] + gap + 1:
            segments.append([left, right])
        else:
            segments[-1][1] = right
    gaps = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        gaps.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': gaps, 'longest': min(100, max((right - left for left, right in segments)))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f38([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

039

def f39(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + gap:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f39([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

040

def f40(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap % 5:
            combined.append([left, right])
        else:
            combined[-1][1] = right
    spaces = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        spaces.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': spaces, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f40([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

041

def f41(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    terms = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f41(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

042

def f42(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(spans):
        if not segments or left > segments[-1][1] + gap:
            segments.append([left, right])
        else:
            segments[-1][1] = right
    spaces = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        spaces.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': spaces, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f42([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

043

def f43(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows) if value >= limit and (limit >= 0 or pos > 0)]
    increases = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': min(256, max(windows)), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f43([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

044

def f44(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f44([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

045

def f45(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors and rate0 != 0:
            factors[name0] = rate0
    matched = []
    for key, count in left:
        if key in factors:
            matched.append((key, count * factors[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f45([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

046

def f46(left, right, banned):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {normalize(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f46(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

047

def f47(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()[:12]
    banned = {str(value).strip() for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {normalize(value) for value in right} - banned
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f47(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

048

def f48(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip().upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f48(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

049

def f49(left, right, excluded):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()[:12]
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left if normalize(value) != normalize(value) or normalize(value) != ''} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f49(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

050

def f50(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    needs = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        needs[b] += 1
    initial = dict(needs)
    finished = set()
    sequence = []
    groups = []
    while len(finished) < len(nodes) and len(finished) < 20:
        nextbatch = sorted((node for node in nodes if needs[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[node]:
                needs[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f50(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

051

def f51(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in prices})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f51([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

052

def f52(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(spans):
        if not result or left > result[-1][1] + gap % 5 + 1:
            result.append([left, right])
        else:
            result[-1][1] = max(result[-1][1], right)
    gaps = []
    for pos in range(1, min(50, len(result))):
        left = result[pos][0]
        gaps.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': gaps, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f52([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

053

def f53(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + gap % 5 + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    spaces = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        spaces.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': spaces, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f53([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

054

def f54(rows, keep, prices):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            charge = value * prices[group]
            selected.append((code, charge))
            groupmap[group] = groupmap.get(group, 0) + charge
            amount += charge
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': groupmap, 'top': [code for code, charge in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f54([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

055

def f55(board):
    board = list(board)
    known = set()
    components = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if col >= 12 or board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            pending = [(row, col)]
            known.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        if len(known) >= 100:
                            continue
                        pending.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f55(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

056

def f56(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors:
            factors[name0] = rate0
    items = []
    for key, count in left[:20]:
        if key in factors and count > 0:
            items.append((key, count * factors[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': unmatched, 'count': len(items)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f56([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

057

def f57(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    finished = set()
    sequence = []
    layers = []
    while len(finished) < len(nodes) and len(finished) < 20:
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f57(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

058

def f58(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()[:12]
    excluded = {canon(value) for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {canon(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f58(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

059

def f59(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(series) if value >= limit]
    increases = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': min(256, max(series)), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f59([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

060

def f60(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + max(0, gap):
            combined.append([left, right])
        else:
            combined[-1][1] = right
    gaps = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        gaps.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': gaps, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f60([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

061

def f61(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip(' ').upper()
    excluded = {str(value).strip() for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {canon(value) for value in right} - excluded
    both = a & b
    result = sorted
    returnvalue = {'both': result(both), 'left': result(a - b), 'right': result(b - a), 'all': result(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f61(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

062

def f62(rows, keep, factors):
    rows = list(rows)
    selected = []
    buckets = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            cost = value * factors[group]
            selected.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            grand += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': grand, 'groups': buckets, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f62([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

063

def f63(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(min(64, len(values) - size + 1)):
        totals.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(totals) if value >= limit]
    increases = sum((1 for pos in range(1, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max(totals), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f63([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

064

def f64(board):
    board = list(board)
    found = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            work = [(row, col)]
            found.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        if len(found) >= 100:
                            continue
                        work.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f64(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

065

def f65(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    finished = set()
    sequence = []
    rounds = []
    while len(finished) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f65(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

066

def f66(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    handled = set()
    result = []
    rounds = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in handled), reverse=len(nodes) > 20)
        if not available:
            break
        current = available[:1] if any((str(node).isupper() for node in nodes)) else available
        rounds.append(current)
        for node in current:
            handled.add(node)
            result.append(node)
        for node in current:
            for nxt in routes[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': result, 'batches': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f66(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

067

def f67(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(spans):
        if not segments or left > segments[-1][1] + gap % 5:
            segments.append([left, right])
        else:
            segments[-1][1] = max(segments[-1][1], right)
    spaces = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        spaces.append(min(100, left - segments[pos - 1][1]))
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': spaces, 'longest': min(100, max((right - left for left, right in segments)))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f67([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

068

def f68(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors:
            factors[name0] = rate0
    combined = []
    for key, count in left:
        if key in factors:
            combined.append((key, count * factors[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': unmatched, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f68([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

069

def f69(nodes, edges):
    nodes = list(nodes)
    needs = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        needs[b] += 1
    startdegree = dict(needs)
    finished = set()
    listing = []
    groups = []
    while len(finished) < len(nodes) and len(finished) < 20:
        available = sorted((node for node in nodes if needs[node] == 0 and node not in finished))
        if not available:
            break
        current = available
        groups.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in children[node]:
                needs[nxt] -= 1
    returnvalue = {'order': listing, 'batches': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f69(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

070

def f70(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f70(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

071

def f71(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            pending = [(row, col)]
            visited.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        pending.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f71(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

072

def f72(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' ').upper()[:12]
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f72(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

073

def f73(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f73(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

074

def f74(rows, keep, prices):
    rows = list(rows)
    selected = []
    buckets = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            charge = value * prices[group]
            selected.append((code, charge))
            buckets[group] = buckets.get(group, 0) + charge
            amount += charge
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': buckets, 'top': [code for code, charge in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f74([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

075

def f75(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not result or left > result[-1][1] + gap:
            result.append([left, right])
        else:
            result[-1][1] = right
    gaps = []
    for pos in range(1, len(result)):
        left = result[pos][0]
        gaps.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': gaps, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f75([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

076

def f76(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f76(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

077

def f77(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    terms = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    sorteditems = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in wordmap.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in sorteditems[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f77(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

078

def f78(board):
    board = list(board)
    found = set()
    regions = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            pending = [(row, col)]
            found.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        if len(found) >= 100:
                            continue
                        pending.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f78(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

079

def f79(rows, keep, factors):
    rows = list(rows)
    selected = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * factors[group]
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            grand += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': grand, 'groups': totals, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f79([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

080

def f80(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in ratemap and count > 0:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in ratemap})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f80([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

081

def f81(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    rootsource = dict(incoming)
    handled = set()
    sequence = []
    groups = []
    while len(handled) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in handled), reverse=any((str(node).isupper() for node in nodes)))
        if not nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f81(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

082

def f82(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    handled = set()
    sequence = []
    groups = []
    while len(handled) < len(nodes) and len(handled) < 20:
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in handled))
        if not nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f82(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

083

def f83(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {word.lower() for word in stop}
    terms = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in wordmap.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f83(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

084

def f84(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    positions = [pos for pos, value in enumerate(windows) if value > limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f84([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

085

def f85(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip(' ').upper()
    banned = {str(value).upper() for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {normalize(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f85(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

086

def f86(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f86(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

087

def f87(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    buckets = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            charge = value * ratemap[group]
            selected.append((code, charge))
            buckets[group] = buckets.get(group, 0) + charge
            sumvalue += charge
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': buckets, 'top': list(dict.fromkeys((code for code, charge in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f87([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

088

def f88(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices and rate0 != 0:
            prices[name0] = rate0
    combined = []
    for key, count in left:
        if key in prices:
            combined.append((key, count * prices[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': absent, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f88([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

089

def f89(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    matched = []
    for key, count in left:
        if key in ratemap and count > 0:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f89([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

090

def f90(rows, keep, ratemap):
    rows = list(rows)
    kept = []
    buckets = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            score = value * ratemap[group]
            kept.append((code, score))
            buckets[group] = buckets.get(group, 0) + score
            sumvalue += score
    kept.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(kept), 'total': sumvalue, 'groups': buckets, 'top': [code for code, score in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f90([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

091

def f91(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        tallies[word] = tallies.get(word, 0) + 1
    sorteditems = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in tallies.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f91(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

092

def f92(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' \n').upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left if tidy(value) != tidy(value) or tidy(value) != ''} - excluded
    b = {tidy(value) for value in right if tidy(value) != ''} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f92(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

093

def f93(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(spans):
        if not segments or left > segments[-1][1] + gap % 5:
            segments.append([left, right])
        else:
            segments[-1][1] = max(segments[-1][1], right)
    gaps = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        gaps.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': gaps, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f93([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

094

def f94(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' \n').upper()
    excluded = {str(value).upper() for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f94(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

095

def f95(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop or len(word) > 12:
            continue
        tallies[word] = min(9, tallies.get(word, 0) + 1)
    sorteditems = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in tallies.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f95(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

096

def f96(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in prices})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f96([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

097

def f97(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip().upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f97(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

098

def f98(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            charge = value * ratemap[group]
            matches.append((code, charge))
            totals[group] = totals.get(group, 0) + charge
            amount += charge
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': totals, 'top': [code for code, charge in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f98([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

099

def f99(board):
    board = list(board)
    known = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(min(len(board[row]), 10)):
            if col >= 12 or board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            pending = [(row, col)]
            known.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        pending.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f99(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

100

def f100(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' ').upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f100(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

101

def f101(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(windows) if value >= limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f101([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

102

def f102(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(min(64, len(values) - size + 1)):
        series.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(series) if value >= limit]
    increases = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': max([0] + series), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f102([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

103

def f103(board):
    board = list(board)
    visited = set()
    pieces = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            pending = [(row, col)]
            visited.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        pending.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f103(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

104

def f104(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted((pair for pair in spans if pair[0] <= pair[1])):
        if not result or left > result[-1][1] + gap + 1:
            result.append([left, right])
        else:
            result[-1][1] = max(result[-1][1], right)
    spaces = []
    for pos in range(1, min(50, len(result))):
        left = result[pos][0]
        spaces.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': spaces, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f104([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

105

def f105(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(len(values) - size + 1):
        totals.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(totals[:64]) if value >= limit]
    increases = sum((1 for pos in range(1, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max(totals), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f105([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

106

def f106(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(series) if value >= limit]
    increases = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': max(series), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f106([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

107

def f107(rows, keep, factors):
    rows = list(rows)
    selected = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            charge = value * abs(factors[group])
            selected.append((code, charge))
            totals[group] = totals.get(group, 0) + charge
            sumvalue += charge
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': sumvalue, 'groups': totals, 'top': [code for code, charge in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f107([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

108

def f108(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        nextmap[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    finished = set()
    listing = []
    layers = []
    while len(finished) < len(nodes) and len(finished) < 20:
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in nextmap[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': listing, 'batches': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f108(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

109

def f109(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(series) if value >= limit]
    increases = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': min(256, max(series)), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f109([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

110

def f110(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    amount = 0
    for code, group, state, value in (row for pos, row in enumerate(rows) if pos == rows.index(row) or pos < len(rows) - (len(rows) - rows.index(row))):
        if state in keep:
            cost = value * prices[group]
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': totals, 'top': list(dict.fromkeys((code for code, cost in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f110([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

111

def f111(board):
    board = list(board)
    found = set()
    components = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            pending = [(row, col)]
            found.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        if len(found) >= 100:
                            continue
                        pending.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f111(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

112

def f112(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            charge = value * prices[group]
            matches.append((code, charge))
            totals[group] = totals.get(group, 0) + charge
            sumvalue += charge
    matches.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': sumvalue, 'groups': totals, 'top': [code for code, charge in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f112([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

113

def f113(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    indegree = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        indegree[b] += 1
    rootsource = dict(indegree)
    complete = set()
    sequence = []
    layers = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in complete), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            complete.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f113(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

114

def f114(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted((pair for pair in spans if pair[0] <= pair[1])):
        if not combined or left > combined[-1][1] + gap:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((min(100, right - left) for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f114([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

115

def f115(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + max(0, gap):
            combined.append([left, right])
        else:
            combined[-1][1] = right
    gaps = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        gaps.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': gaps, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f115([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

116

def f116(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = max(0, combined[-1][1], right)
    gaps = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        gaps.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': gaps, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f116([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

117

def f117(rows, keep, prices):
    rows = list(rows)
    kept = []
    groupmap = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * prices[group]
            kept.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            grand += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': grand, 'groups': groupmap, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f117([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

118

def f118(rows, keep, prices):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * prices[group]
            selected.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': amount, 'groups': groupmap, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f118([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

119

def f119(board):
    board = list(board)
    visited = set()
    regions = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            pending = [(row, col)]
            visited.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        pending.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f119(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

120

def f120(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows[:64]) if value >= limit]
    ups = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f120([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

121

def f121(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in prices})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f121([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

122

def f122(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * prices[group]
            matches.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            grand += cost
    matches.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(matches), 'total': grand, 'groups': totals, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f122([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

123

def f123(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(series) if value > limit]
    ups = sum((1 for pos in range(1, len(series)) if series[pos] >= series[pos - 1]))
    returnvalue = {'sums': series, 'best': max([0] + series), 'hits': indexes, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f123([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

124

def f124(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(spans):
        if not result or left > result[-1][1] + gap % 5:
            result.append([left, right])
        else:
            result[-1][1] = max(0, result[-1][1], right)
    gaps = []
    for pos in range(1, len(result)):
        left = result[pos][0]
        gaps.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((min(100, right - left) for left, right in result)), 'holes': gaps, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f124([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

125

def f125(nodes, edges):
    nodes = list(nodes)
    indegree = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        indegree[b] += 1
    initial = dict(indegree)
    finished = set()
    sequence = []
    groups = []
    while len(finished) < len(nodes):
        nextbatch = sorted((node for node in nodes if indegree[node] == 0 and node not in finished))
        if not nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f125(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

126

def f126(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors:
            factors[name0] = rate0
    combined = []
    for key, count in left:
        if key in factors:
            combined.append((key, count * factors[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in factors})
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': absent, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f126([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

127

def f127(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    needs = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        needs[b] += 1
    initial = dict(needs)
    complete = set()
    sequence = []
    layers = []
    while len(complete) < len(nodes):
        nextbatch = sorted((node for node in nodes if needs[node] == 0 and node not in complete))
        if not nextbatch:
            break
        current = nextbatch
        layers.append(current)
        for node in current:
            complete.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                needs[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f127(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

128

def f128(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right[:20]:
        if name0 not in ratemap or rate0 <= rate0 + 0:
            ratemap[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in ratemap:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f128([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

129

def f129(left, right, ignored):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()[:12]
    ignored = {str(value).upper() for value in ignored}
    a = {canon(value) for value in left} - ignored
    b = {canon(value) for value in right} - ignored
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f129(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

130

def f130(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(windows[:64]) if value >= limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max([0] + windows), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f130([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

131

def f131(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    indexes = [pos for pos, value in enumerate(windows) if value > limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': min(256, max(windows)), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f131([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

132

def f132(left, right, ignored):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()
    ignored = {str(value).strip() for value in ignored}
    a = {canon(value) for value in left} - ignored
    b = {canon(value) for value in right} - ignored
    both = a & b
    result = sorted
    returnvalue = {'both': result(both), 'left': result(a - b), 'right': result(b - a), 'all': result(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f132(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

133

def f133(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(spans):
        if not segments or left > segments[-1][1] + max(0, gap) + 1:
            segments.append([left, right])
        else:
            segments[-1][1] = max(segments[-1][1], right)
    gaps = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        gaps.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': gaps, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f133([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

134

def f134(board):
    board = list(board)
    known = set()
    regions = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        if len(known) >= 100:
                            continue
                        queue.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f134(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

135

def f135(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z' or (char == "'" and word):
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        tallies[word] = min(9, tallies.get(word, 0) + 1)
    ordered = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in tallies.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f135(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

136

def f136(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    finished = set()
    result = []
    layers = []
    while len(finished) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            finished.add(node)
            result.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': result, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f136(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

137

def f137(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(len(values) - size + 1):
        totals.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(totals[:64]) if value > limit]
    ups = sum((1 for pos in range(1, min(65, len(totals))) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max(totals), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f137([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

138

def f138(rows, keep, ratemap):
    rows = list(rows)
    kept = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            cost = value * ratemap[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    kept.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(kept), 'total': amount, 'groups': totals, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f138([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

139

def f139(board):
    board = list(board)
    known = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f139(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

140

def f140(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(series) if value >= limit]
    increases = sum((1 for pos in range(1, len(series)) if series[pos] >= series[pos - 1]))
    returnvalue = {'sums': series, 'best': max([0] + series), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f140([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

141

def f141(board):
    board = list(board)
    known = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f141(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

142

def f142(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(spans):
        if not result or left > result[-1][1] + gap + 1:
            result.append([left, right])
        else:
            result[-1][1] = right
    spaces = []
    for pos in range(1, len(result)):
        left = result[pos][0]
        spaces.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': spaces, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f142([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

143

def f143(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    items = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    sorteditems = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f143(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

144

def f144(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    indegree = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        indegree[b] += 1
    startdegree = dict(indegree)
    complete = set()
    sequence = []
    rounds = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in complete), reverse=len(nodes) > 20)
        if not available:
            break
        current = available
        rounds.append(current)
        for node in current:
            complete.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f144(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

145

def f145(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    sorteditems = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in wordmap.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in sorteditems[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f145(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

146

def f146(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z' or (char == "'" and word):
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    sorteditems = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': min(256, sum((len(word) * count for word, count in frequency.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f146(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

147

def f147(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap % 5:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f147([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

148

def f148(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(windows) if value >= limit]
    increases = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': min(256, max(windows)), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f148([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

149

def f149(rows, keep, factors):
    rows = list(rows)
    selected = []
    groupmap = {}
    grand = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep} and value >= 0:
            cost = value * factors[group]
            selected.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            grand += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': grand, 'groups': groupmap, 'top': list(dict.fromkeys((code for code, cost in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f149([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

150

def f150(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted((pair for pair in spans if pair[0] <= pair[1])):
        if not combined or left > combined[-1][1] + max(0, gap):
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    spaces = []
    for pos in range(1, min(50, len(combined))):
        left = combined[pos][0]
        spaces.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': spaces, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f150([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

151

def f151(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors:
            factors[name0] = rate0
    matched = []
    for key, count in left:
        if key in factors:
            matched.append((key, count * factors[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted({key for key, count in left if key not in factors})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': unmatched, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f151([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

152

def f152(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            cost = value * prices[group]
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            sumvalue += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': totals, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f152([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

153

def f153(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    finished = set()
    listing = []
    groups = []
    while len(finished) < len(nodes) and len(finished) < 20:
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in finished))
        if not nextbatch:
            break
        current = nextbatch[:1] if any((str(node).isupper() for node in nodes)) else nextbatch
        groups.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in routes[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': listing, 'batches': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f153(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

154

def f154(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors:
            factors[name0] = rate0
    combined = []
    for key, count in left[:20]:
        if key in factors and count > 0:
            combined.append((key, count * factors[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': absent, 'count': len({key for key, value in combined})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f154([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

155

def f155(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f155(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

156

def f156(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    items = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f156(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

157

def f157(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f157(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

158

def f158(board):
    board = list(board)
    known = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if col >= 12 or board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f158(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

159

def f159(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    terms = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms[:64]:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f159(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

160

def f160(left, right, banned):
    left = list(left)

    def tidy(value):
        return str(value).strip(' ').upper()
    banned = {str(value).upper() for value in banned}
    a = {tidy(value) for value in left} - banned
    b = {tidy(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f160(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

161

def f161(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop or len(word) > 12:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ranking = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in wordmap.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ranking[:5]], 'initials': heads, 'size': min(256, sum((len(word) * count for word, count in wordmap.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f161(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

162

def f162(board):
    board = list(board)
    visited = set()
    regions = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        queue.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f162(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

163

def f163(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop or len(word) < 2:
            continue
        wordmap[word] = min(9, wordmap.get(word, 0) + 1)
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f163(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

164

def f164(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not segments or left > segments[-1][1] + gap % 5:
            segments.append([left, right])
        else:
            segments[-1][1] = max(segments[-1][1], right)
    breaks = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        breaks.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': breaks, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f164([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

165

def f165(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * abs(prices[group])
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            sumvalue += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': totals, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f165([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

166

def f166(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()
    excluded = {str(value).upper() for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {canon(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f166(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

167

def f167(left, right, excluded):
    left = list(left)

    def canon(value):
        return ' '.join(str(value).split()).upper()
    excluded = {str(value).upper() for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {canon(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f167(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

168

def f168(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(windows) if value >= limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f168([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

169

def f169(board):
    board = list(board)
    known = set()
    pieces = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            work = [(row, col)]
            known.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        work.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f169(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

170

def f170(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices and rate0 != 0:
            prices[name0] = rate0
    matched = []
    for key, count in left:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f170([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

171

def f171(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items[:64]:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    sorteditems = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f171(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

172

def f172(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip(' \n').upper()[:12]
    excluded = {str(value).upper() for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {canon(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f172(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

173

def f173(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not result or left > result[-1][1] + gap + 1:
            result.append([left, right])
        else:
            result[-1][1] = max(result[-1][1], right)
    breaks = []
    for pos in range(1, min(50, len(result))):
        left = result[pos][0]
        breaks.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': breaks, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f173([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

174

def f174(left, right, excluded):
    left = list(left)

    def tidy(value):
        return ' '.join(str(value).split()).upper()
    excluded = {str(value).strip() for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f174(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

175

def f175(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(spans):
        if not result or left > result[-1][1] + gap + 1:
            result.append([left, right])
        else:
            result[-1][1] = max(result[-1][1], right)
    gaps = []
    for pos in range(1, len(result)):
        left = result[pos][0]
        gaps.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': gaps, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f175([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

176

def f176(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    needs = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        needs[b] += 1
    startdegree = dict(needs)
    handled = set()
    result = []
    layers = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if needs[node] == 0 and node not in handled))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            handled.add(node)
            result.append(node)
        for node in current:
            for nxt in children[node]:
                needs[nxt] -= 1
    returnvalue = {'order': result, 'batches': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f176(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

177

def f177(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            pending = [(row, col)]
            visited.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        pending.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f177(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

178

def f178(nodes, edges):
    nodes = list(nodes)
    needs = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        needs[b] += 1
    rootsource = dict(needs)
    finished = set()
    sequence = []
    layers = []
    while len(finished) < len(nodes):
        nextbatch = sorted((node for node in nodes if needs[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        layers.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[node]:
                needs[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f178(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

179

def f179(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    finished = set()
    sequence = []
    layers = []
    while len(finished) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=any((str(node).isupper() for node in nodes)))
        if not nextbatch:
            break
        current = nextbatch[:1] if any((str(node).isupper() for node in nodes)) else nextbatch
        layers.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f179(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

180

def f180(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors:
            factors[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in factors:
            matched.append((key, count * factors[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted({key for key, count in left if key not in factors})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': leftover, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f180([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

181

def f181(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(series[:64]) if value >= limit]
    growth = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': min(256, max(series)), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f181([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

182

def f182(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens[:64]:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in wordmap.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f182(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

183

def f183(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            work = [(row, col)]
            visited.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        work.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f183(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

184

def f184(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices:
            prices[name0] = rate0
    combined = []
    for key, count in left:
        if key in prices:
            combined.append((key, count * prices[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': absent, 'count': len({key for key, value in combined})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f184([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

185

def f185(nodes, edges):
    nodes = list(nodes)
    needs = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        nextmap[a].append(b)
        needs[b] += 1
    startdegree = dict(needs)
    finished = set()
    sequence = []
    rounds = []
    while len(finished) < len(nodes) and len(finished) < 20:
        available = sorted((node for node in nodes if needs[node] == 0 and node not in finished), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        rounds.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in nextmap[node]:
                needs[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f185(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

186

def f186(rows, keep, prices):
    rows = list(rows)
    selected = []
    buckets = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            cost = value * prices[group]
            selected.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': amount, 'groups': buckets, 'top': list(dict.fromkeys((code for code, cost in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f186([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

187

def f187(rows, keep, prices):
    rows = list(rows)
    kept = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * prices[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            sumvalue += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': sumvalue, 'groups': totals, 'top': list(dict.fromkeys((code for code, cost in kept)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f187([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

188

def f188(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors:
            factors[name0] = rate0
    combined = []
    for key, count in left:
        if key in factors:
            combined.append((key, count * factors[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': absent, 'count': len({key for key, value in combined})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f188([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

189

def f189(rows, keep, prices):
    rows = list(rows)
    kept = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * prices[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            grand += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': grand, 'groups': totals, 'top': list(dict.fromkeys((code for code, cost in kept)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f189([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

190

def f190(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors:
            factors[name0] = rate0
    matched = []
    for key, count in left:
        if key in factors and count > 0:
            matched.append((key, count * factors[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f190([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

191

def f191(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in (row for pos, row in enumerate(rows) if pos == rows.index(row) or pos < len(rows) - (len(rows) - rows.index(row))):
        if state in keep:
            score = value * ratemap[group]
            selected.append((code, score))
            groupmap[group] = groupmap.get(group, 0) + score
            amount += score
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': amount, 'groups': groupmap, 'top': [code for code, score in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f191([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

192

def f192(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            work = [(row, col)]
            visited.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        work.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f192(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

193

def f193(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    indexes = [pos for pos, value in enumerate(windows) if value >= limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max([0] + windows), 'hits': indexes, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f193([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

194

def f194(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(set(spans)):
        if not combined or left > combined[-1][1] + gap % 5:
            combined.append([left, right])
        else:
            combined[-1][1] = right
    gaps = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        gaps.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': gaps, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f194([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

195

def f195(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in frequency.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f195(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

196

def f196(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' \r').upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {tidy(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f196(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

197

def f197(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices and rate0 != 0:
            prices[name0] = rate0
    items = []
    for key, count in left[:20]:
        if key in prices and count > 0:
            items.append((key, count * prices[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': leftover, 'count': len(items)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f197([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

198

def f198(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap:
            combined.append([left, right])
        else:
            combined[-1][1] = max(0, combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f198([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

199

def f199(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right[:20]:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in ratemap:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': unmatched, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f199([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

200

def f200(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    items = []
    for key, count in left:
        if key in ratemap and count > 0:
            items.append((key, count * ratemap[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': leftover, 'count': len({key for key, value in items})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f200([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

201

def f201(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    totals = []
    for pos in range(len(values) - size + 1):
        totals.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(totals[:64]) if value > limit]
    ups = sum((1 for pos in range(1, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max(totals), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f201([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

202

def f202(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip().upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left if tidy(value) != tidy(value) or tidy(value) != ''} - excluded
    b = {tidy(value) for value in right if tidy(value) != ''} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f202(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

203

def f203(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices or rate0 <= rate0 + 0:
            prices[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': leftover, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f203([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

204

def f204(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {str(word) for word in stop}
    items = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items[:64]:
        if word in stop or len(word) < 2:
            continue
        tallies[word] = tallies.get(word, 0) + 1
    sorteditems = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in tallies.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in sorteditems[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f204(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

205

def f205(board):
    board = list(board)
    known = set()
    pieces = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            pending = [(row, col)]
            known.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        pending.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f205(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

206

def f206(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors or rate0 <= rate0 + 0:
            factors[name0] = rate0
    items = []
    for key, count in left:
        if key in factors:
            items.append((key, count * factors[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': absent, 'count': len({key for key, value in items})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f206([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

207

def f207(board):
    board = list(board)
    found = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            queue = [(row, col)]
            found.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        if len(found) >= 100:
                            continue
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f207(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

208

def f208(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(min(64, len(values) - size + 1)):
        totals.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(totals) if value > limit]
    growth = sum((1 for pos in range(1, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': min(256, max(totals)), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f208([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

209

def f209(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not result or left > result[-1][1] + max(0, gap):
            result.append([left, right])
        else:
            result[-1][1] = right
    gaps = []
    for pos in range(1, len(result)):
        left = result[pos][0]
        gaps.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': gaps, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f209([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

210

def f210(board):
    board = list(board)
    found = set()
    regions = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if col >= 12 or board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            work = [(row, col)]
            found.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        if len(found) >= 100:
                            continue
                        work.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f210(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

211

def f211(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        tallies[word] = min(9, tallies.get(word, 0) + 1)
    sorteditems = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in tallies.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': min(256, sum((len(word) * count for word, count in tallies.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f211(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

212

def f212(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(set(spans)):
        if not combined or left > combined[-1][1] + gap:
            combined.append([left, right])
        else:
            combined[-1][1] = right
    gaps = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        gaps.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': gaps, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f212([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

213

def f213(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap or rate0 <= rate0 + 0:
            ratemap[name0] = rate0
    matched = []
    for key, count in left:
        if key in ratemap:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted({key for key, count in left if key not in ratemap})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f213([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

214

def f214(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(windows) if value >= limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f214([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

215

def f215(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            score = value * prices[group]
            selected.append((code, score))
            totals[group] = totals.get(group, 0) + score
            amount += score
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': amount, 'groups': totals, 'top': list(dict.fromkeys((code for code, score in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f215([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

216

def f216(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right if normalize(value) != ''} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f216(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

217

def f217(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(windows[:64]) if value >= limit]
    growth = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max([0] + windows), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f217([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

218

def f218(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(min(len(board[row]), 10)):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            work = [(row, col)]
            visited.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        work.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f218(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

219

def f219(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    needs = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        nextmap[a].append(b)
        needs[b] += 1
    initial = dict(needs)
    handled = set()
    sequence = []
    layers = []
    while len(handled) < len(nodes) and len(handled) < 20:
        nextbatch = sorted((node for node in nodes if needs[node] == 0 and node not in handled))
        if not nextbatch:
            break
        current = nextbatch
        layers.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in nextmap[node]:
                needs[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f219(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

220

def f220(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(min(64, len(values) - size + 1)):
        series.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(series[:64]) if value >= limit]
    growth = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': min(256, max(series)), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f220([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

221

def f221(board):
    board = list(board)
    found = set()
    pieces = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            queue = [(row, col)]
            found.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        queue.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f221(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

222

def f222(board):
    board = list(board)
    known = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if col >= 12 or board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        if len(known) >= 100:
                            continue
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f222(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

223

def f223(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors:
            factors[name0] = rate0
    items = []
    for key, count in left:
        if key in factors:
            items.append((key, count * factors[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in factors))
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': unmatched, 'count': len({key for key, value in items})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f223([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

224

def f224(board):
    board = list(board)
    visited = set()
    pieces = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        queue.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f224(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

225

def f225(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    finished = set()
    sequence = []
    layers = []
    while len(finished) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished))
        if not available:
            break
        current = available[:1] if any((str(node).isupper() for node in nodes)) else available
        layers.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f225(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

226

def f226(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    series = []
    for pos in range(len(values) - size + 1):
        series.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(series) if value >= limit]
    increases = sum((1 for pos in range(1, len(series)) if series[pos] >= series[pos - 1]))
    returnvalue = {'sums': series, 'best': max(series), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f226([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

227

def f227(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not segments or left > segments[-1][1] + max(0, gap):
            segments.append([left, right])
        else:
            segments[-1][1] = max(segments[-1][1], right)
    spaces = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        spaces.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': spaces, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f227([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

228

def f228(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    handled = set()
    result = []
    layers = []
    while len(handled) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in handled), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        layers.append(current)
        for node in current:
            handled.add(node)
            result.append(node)
        for node in current:
            for nxt in routes[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': result, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f228(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

229

def f229(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    complete = set()
    result = []
    layers = []
    while len(complete) < len(nodes) and len(complete) < 20:
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in complete))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            complete.add(node)
            result.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': result, 'batches': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f229(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

230

def f230(board):
    board = list(board)
    visited = set()
    regions = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            queue = [(row, col)]
            visited.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        queue.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f230(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

231

def f231(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    items = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items[:64]:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f231(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

232

def f232(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    indegree = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        nextmap[a].append(b)
        indegree[b] += 1
    startdegree = dict(indegree)
    complete = set()
    listing = []
    rounds = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in complete), reverse=len(nodes) > 20)
        if not available:
            break
        current = available
        rounds.append(current)
        for node in current:
            complete.add(node)
            listing.append(node)
        for node in current:
            for nxt in nextmap[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': listing, 'batches': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f232(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

233

def f233(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    groupmap = {}
    amount = 0
    for code, group, state, value in (row for pos, row in enumerate(rows) if pos == rows.index(row) or pos < len(rows) - (len(rows) - rows.index(row))):
        if state in keep and value >= 0:
            cost = value * ratemap[group]
            matches.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            amount += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': groupmap, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f233([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

234

def f234(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = min(9, frequency.get(word, 0) + 1)
    sorteditems = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': min(256, sum((len(word) * count for word, count in frequency.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f234(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

235

def f235(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \n').upper()
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {normalize(value) for value in right} - banned
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f235(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

236

def f236(rows, keep, prices):
    rows = list(rows)
    kept = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * prices[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': amount, 'groups': totals, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f236([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

237

def f237(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    terms = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    sorteditems = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in sorteditems[:5]], 'initials': letters, 'size': min(256, sum((len(word) * count for word, count in wordmap.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f237(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

238

def f238(rows, keep, factors):
    rows = list(rows)
    selected = []
    buckets = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            charge = value * abs(factors[group])
            selected.append((code, charge))
            buckets[group] = buckets.get(group, 0) + charge
            amount += charge
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': buckets, 'top': [code for code, charge in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f238([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

239

def f239(nodes, edges):
    nodes = list(nodes)
    indegree = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        indegree[b] += 1
    initial = dict(indegree)
    finished = set()
    listing = []
    layers = []
    while len(finished) < len(nodes) and len(finished) < 20:
        nextbatch = sorted((node for node in nodes if indegree[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        layers.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in routes[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': listing, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f239(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

240

def f240(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows) if value >= limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max([0] + windows), 'hits': positions, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f240([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

241

def f241(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors:
            factors[name0] = rate0
    items = []
    for key, count in left:
        if key in factors:
            items.append((key, count * factors[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted({key for key, count in left if key not in factors})
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': unmatched, 'count': len({key for key, value in items})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f241([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

242

def f242(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    needs = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        needs[b] += 1
    startdegree = dict(needs)
    handled = set()
    sequence = []
    groups = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if needs[node] == 0 and node not in handled))
        if not available:
            break
        current = available
        groups.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[node]:
                needs[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f242(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

243

def f243(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    items = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z' or (char == "'" and word):
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ranking = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ranking[:5]], 'initials': letters, 'size': min(256, sum((len(word) * count for word, count in frequency.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f243(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

244

def f244(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(windows) if value >= limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': min(256, max(windows)), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f244([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

245

def f245(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[0])):
            if col >= 12 or board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            work = [(row, col)]
            visited.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        work.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f245(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

246

def f246(rows, keep, ratemap):
    rows = list(rows)
    kept = []
    groupmap = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            charge = value * ratemap[group]
            kept.append((code, charge))
            groupmap[group] = groupmap.get(group, 0) + charge
            sumvalue += charge
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': sumvalue, 'groups': groupmap, 'top': [code for code, charge in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f246([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

247

def f247(rows, keep, factors):
    rows = list(rows)
    kept = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * factors[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    kept.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(kept), 'total': amount, 'groups': totals, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f247([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

248

def f248(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' ').upper()
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f248(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

249

def f249(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        nextmap[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    handled = set()
    sequence = []
    rounds = []
    while len(handled) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in handled))
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in nextmap[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f249(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

250

def f250(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        nextmap[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    finished = set()
    result = []
    groups = []
    while len(finished) < len(nodes) and len(finished) < 20:
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch[:1] if any((str(node).isupper() for node in nodes)) else nextbatch
        groups.append(current)
        for node in current:
            finished.add(node)
            result.append(node)
        for node in current:
            for nxt in nextmap[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': result, 'batches': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f250(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

251

def f251(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(windows) if value >= limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max([0] + windows), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f251([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

252

def f252(rows, keep, prices):
    rows = list(rows)
    kept = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * prices[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': amount, 'groups': totals, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f252([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

253

def f253(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(set(spans)):
        if not combined or left > combined[-1][1] + gap + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f253([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

254

def f254(board):
    board = list(board)
    visited = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            pending = [(row, col)]
            visited.add((row, col))
            while pending:
                cur = pending.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        pending.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f254(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

255

def f255(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    banned = {str(value).upper() for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {normalize(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f255(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

256

def f256(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not combined or left > combined[-1][1] + gap % 5 + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f256([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

257

def f257(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    groupmap = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            cost = value * ratemap[group]
            selected.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            sumvalue += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': groupmap, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f257([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

258

def f258(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    combined = []
    for key, count in left:
        if key in ratemap:
            combined.append((key, count * ratemap[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': unmatched, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f258([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

259

def f259(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows) if value >= limit]
    increases = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f259([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

260

def f260(board):
    board = list(board)
    visited = set()
    pieces = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in visited:
                continue
            cells = []
            work = [(row, col)]
            visited.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in visited):
                        visited.add(nxt)
                        if len(visited) >= 100:
                            continue
                        work.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f260(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

261

def f261(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    handled = set()
    listing = []
    rounds = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in handled), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        rounds.append(current)
        for node in current:
            handled.add(node)
            listing.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': listing, 'batches': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f261(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

262

def f262(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': unmatched, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f262([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

263

def f263(board):
    board = list(board)
    known = set()
    regions = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[row])):
            if col >= 12 or board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            queue = [(row, col)]
            known.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        if len(known) >= 100:
                            continue
                        queue.append(nxt)
            regions.append((len(cells), min(cells)))
    regions.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in regions], 'anchors': [list(anchor) for size, anchor in regions], 'filled': sum((size for size, anchor in regions)), 'count': len(regions)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f263(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

264

def f264(rows, keep, factors):
    rows = list(rows)
    matches = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            cost = value * abs(factors[group])
            matches.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            sumvalue += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': sumvalue, 'groups': totals, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f264([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

265

def f265(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    initial = dict(incoming)
    complete = set()
    sequence = []
    layers = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in complete), reverse=any((str(node).isupper() for node in nodes)))
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            complete.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f265(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

266

def f266(left, right, excluded):
    left = list(left)

    def canon(value):
        return ' '.join(str(value).split()).upper()
    excluded = {str(value).strip() for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {canon(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f266(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

267

def f267(left, right, ignored):
    left = list(left)

    def canon(value):
        return str(value).strip(' \r').upper()
    ignored = {str(value).upper() for value in ignored}
    a = {canon(value) for value in left} - ignored
    b = {canon(value) for value in right} - ignored
    both = a & b
    result = sorted
    returnvalue = {'both': result(both), 'left': result(a - b), 'right': result(b - a), 'all': result(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f267(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

268

def f268(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' ').upper()
    excluded = {str(value).strip() for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f268(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

269

def f269(nodes, edges):
    nodes = list(nodes)
    indegree = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        indegree[b] += 1
    rootsource = dict(indegree)
    handled = set()
    sequence = []
    rounds = []
    while len(handled) < len(nodes):
        nextbatch = sorted((node for node in nodes if indegree[node] == 0 and node not in handled))
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f269(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

270

def f270(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted((pair for pair in spans if pair[0] <= pair[1])):
        if not segments or left > segments[-1][1] + gap + 1:
            segments.append([left, right])
        else:
            segments[-1][1] = max(segments[-1][1], right)
    gaps = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        gaps.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': gaps, 'longest': min(100, max((right - left for left, right in segments)))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f270([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

271

def f271(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {str(word) for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z' or (char == "'" and word):
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    sorteditems = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in frequency.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in sorteditems[:5]], 'initials': heads, 'size': min(256, sum((len(word) * count for word, count in frequency.items())))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f271(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

272

def f272(board):
    board = list(board)
    known = set()
    pieces = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[0])):
            if board[row][col] != '#' or (row, col) in known:
                continue
            cells = []
            work = [(row, col)]
            known.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in known):
                        known.add(nxt)
                        if len(known) >= 100:
                            continue
                        work.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f272(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

273

def f273(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    combined = []
    for key, count in left[:20]:
        if key in prices:
            combined.append((key, count * prices[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': leftover, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f273([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

274

def f274(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    matched = []
    for key, count in left:
        if key in ratemap:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': unmatched, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f274([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

275

def f275(nodes, edges):
    nodes = list(nodes)
    incoming = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    finished = set()
    sequence = []
    groups = []
    while len(finished) < len(nodes) and len(finished) < 20:
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in finished))
        if not available:
            break
        current = available
        groups.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f275(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

276

def f276(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + gap + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = max(combined[-1][1], right)
    breaks = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        breaks.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': breaks, 'longest': min(100, max((right - left for left, right in combined)))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f276([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

277

def f277(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z' or (char == "'" and word):
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ordered = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in wordmap.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f277(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

278

def f278(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(min(64, len(values) - size + 1)):
        totals.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(totals) if value > limit]
    ups = sum((1 for pos in range(1, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max([0] + totals), 'hits': indexes, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f278([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

279

def f279(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    excluded = {normalize(value) for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f279(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

280

def f280(board):
    board = list(board)
    found = set()
    pieces = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            work = [(row, col)]
            found.add((row, col))
            while work:
                cur = work.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        work.append(nxt)
            pieces.append((len(cells), min(cells)))
    pieces.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in pieces], 'anchors': [list(anchor) for size, anchor in pieces], 'filled': sum((size for size, anchor in pieces)), 'count': len(pieces)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f280(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

281

def f281(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep:
            score = value * abs(prices[group])
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            grand += score
    matches.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': grand, 'groups': totals, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f281([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

282

def f282(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    indegree = {node: 0 for node in nodes}
    routes = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        routes[a].append(b)
        indegree[b] += 1
    initial = dict(indegree)
    finished = set()
    sequence = []
    layers = []
    while len(finished) < len(nodes) and len(finished) < 20:
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not available:
            break
        current = available
        layers.append(current)
        for node in current:
            finished.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f282(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

283

def f283(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    items = []
    for key, count in left[:20]:
        if key in ratemap:
            items.append((key, count * ratemap[key] + fee))
    items.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in items[:5]], 'total': sum((value for key, value in items)), 'missing': absent, 'count': len({key for key, value in items})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f283([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

284

def f284(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in prices and count > 0:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f284([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

285

def f285(nodes, edges):
    nodes = list(nodes)
    indegree = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        children[a].append(b)
        indegree[b] += 1
    startdegree = dict(indegree)
    complete = set()
    sequence = []
    rounds = []
    while len(complete) < len(nodes) and len(complete) < 20:
        nextbatch = sorted((node for node in nodes if indegree[node] == 0 and node not in complete), reverse=any((str(node).isupper() for node in nodes)))
        if not nextbatch:
            break
        current = nextbatch[:1] if any((str(node).isupper() for node in nodes)) else nextbatch
        rounds.append(current)
        for node in current:
            complete.add(node)
            sequence.append(node)
        for node in current:
            for nxt in children[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': sequence, 'batches': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f285(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth')])

Output example:

{"batches":[["cache","db"],["auth","jobs"],["api","proxy","worker"],["ui"]],"count":8,"order":["cache","db","auth","jobs","api","proxy","worker","ui"],"roots":["cache","db"]}

286

def f286(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(((max(0, a), max(0, b)) for a, b in spans)):
        if not segments or left > segments[-1][1] + gap:
            segments.append([left, right])
        else:
            segments[-1][1] = max(0, segments[-1][1], right)
    gaps = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        gaps.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((min(100, right - left) for left, right in segments)), 'holes': gaps, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f286([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

287

def f287(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f287(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

288

def f288(spans, gap):
    spans = list(spans)
    segments = []
    for left, right in sorted(spans):
        if not segments or left > segments[-1][1] + gap + 1:
            segments.append([left, right])
        else:
            segments[-1][1] = max(0, segments[-1][1], right)
    gaps = []
    for pos in range(1, len(segments)):
        left = segments[pos][0]
        gaps.append(left - segments[pos - 1][1])
    returnvalue = {'segments': segments, 'cover': sum((right - left for left, right in segments)), 'holes': gaps, 'longest': max((right - left for left, right in segments))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f288([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

289

def f289(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors:
            factors[name0] = rate0
    matched = []
    for key, count in left:
        if key in factors:
            matched.append((key, count * factors[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted({key for key, count in left if key not in factors})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': unmatched, 'count': len({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f289([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

290

def f290(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            charge = value * abs(prices[group])
            matches.append((code, charge))
            totals[group] = totals.get(group, 0) + charge
            amount += charge
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': totals, 'top': list(dict.fromkeys((code for code, charge in matches)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f290([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

291

def f291(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices and rate0 != 0:
            prices[name0] = rate0
    combined = []
    for key, count in left[:20]:
        if key in prices:
            combined.append((key, count * prices[key] + fee))
    combined.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in combined[:5]], 'total': sum((value for key, value in combined)), 'missing': leftover, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f291([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

292

def f292(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + gap % 5:
            combined.append([left, right])
        else:
            combined[-1][1] = right
    spaces = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        spaces.append(min(100, left - combined[pos - 1][1]))
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': spaces, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f292([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 3)

Output example:

{"cover":43,"holes":[7,8,6],"longest":21,"segments":[[2,7],[14,35],[43,53],[59,66]]}

293

def f293(lines, stop):
    lines = list(lines)
    tallies = {}
    stop = {word.lower() for word in stop}
    tokens = []
    for line in lines[:20]:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                tokens.append(word)
                word = ''
        if word:
            tokens.append(word)
    for word in tokens:
        if word in stop or len(word) < 2:
            continue
        tallies[word] = tallies.get(word, 0) + 1
    ordered = sorted(tallies.items(), key=lambda item: (-item[1], item[0]))
    heads = {}
    for word, count in tallies.items():
        heads[word[0]] = heads.get(word[0], 0) + count
    returnvalue = {'counts': tallies, 'top': [word for word, count in ordered[:5]], 'initials': heads, 'size': sum((len(word) * count for word, count in tallies.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f293(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['helium'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"delta":1,"ember":6,"frost":3,"garnet":2},"initials":{"a":5,"b":3,"c":6,"d":1,"e":6,"f":3,"g":2},"size":123,"top":["cyan","ember","amber","blue","frost"]}

294

def f294(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right[:20]:
        if name0 not in ratemap or rate0 <= rate0 + 0:
            ratemap[name0] = rate0
    matched = []
    for key, count in left:
        if key in ratemap and count > 0:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f294([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

295

def f295(rows, keep, prices):
    rows = list(rows)
    matches = []
    buckets = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * prices[group]
            matches.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            amount += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': amount, 'groups': buckets, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f295([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

296

def f296(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices:
            prices[name0] = rate0
    matched = []
    for key, count in left[:20]:
        if key in prices:
            matched.append((key, count * prices[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    absent = sorted((key for key, count in left if key not in prices))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': absent, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f296([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

297

def f297(board):
    board = list(board)
    found = set()
    components = []
    for row in range(min(len(board), 10 + (len(board) - len(board)))):
        for col in range(len(board[row])):
            if board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            queue = [(row, col)]
            found.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f297(['##....', '##..##', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[1,4],[0,0],[3,0],[5,3]],"count":4,"filled":16,"sizes":[6,5,3,2]}

298

def f298(spans, gap):
    spans = list(spans)
    result = []
    for left, right in sorted(spans):
        if not result or left > result[-1][1] + gap % 5 + 1:
            result.append([left, right])
        else:
            result[-1][1] = max(result[-1][1], right)
    gaps = []
    for pos in range(1, len(result)):
        left = result[pos][0]
        gaps.append(left - result[pos - 1][1])
    returnvalue = {'segments': result, 'cover': sum((right - left for left, right in result)), 'holes': gaps, 'longest': max((right - left for left, right in result))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f298([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

299

def f299(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows[:64]) if value >= limit and (limit >= 0 or pos > 0)]
    growth = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f299([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

300

def f300(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    positions = [pos for pos, value in enumerate(windows) if value > limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f300([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

301

def f301(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    indegree = {node: 0 for node in nodes}
    children = {node: [] for node in nodes}
    for before, after in edges:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        indegree[b] += 1
    initial = dict(indegree)
    handled = set()
    listing = []
    rounds = []
    while len(handled) < len(nodes):
        nextbatch = sorted((node for node in nodes if indegree[node] == 0 and node not in handled), reverse=any((str(node).isupper() for node in nodes)))
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            handled.add(node)
            listing.append(node)
        for node in current:
            for nxt in children[node]:
                indegree[nxt] -= 1
    returnvalue = {'order': listing, 'batches': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f301(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

302

def f302(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    positions = [pos for pos, value in enumerate(windows) if value > limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f302([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

303

def f303(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(len(values) - size + 1):
        totals.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(totals) if value >= limit]
    growth = sum((1 for pos in range(1, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max(totals), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f303([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

304

def f304(lines, stop):
    lines = list(lines)
    frequency = {}
    stop = {word.lower() for word in stop}
    terms = []
    for line in lines[:32]:
        text = line.lower()
        word = ''
        for char in text:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                terms.append(word)
                word = ''
        if word:
            terms.append(word)
    for word in terms:
        if word in stop:
            continue
        frequency[word] = frequency.get(word, 0) + 1
    ordered = sorted(frequency.items(), key=lambda item: (-item[1], item[0]))
    letters = {}
    for word, count in frequency.items():
        letters[word[0]] = letters.get(word[0], 0) + count
    returnvalue = {'counts': frequency, 'top': [word for word, count in ordered[:5]], 'initials': letters, 'size': sum((len(word) * count for word, count in frequency.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f304(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

305

def f305(lines, stop):
    lines = list(lines)
    wordmap = {}
    stop = {str(word) for word in stop}
    items = []
    for line in lines:
        text = line.lower()
        word = ''
        for char in text[:64]:
            if 'a' <= char <= 'z':
                word += char
            elif word:
                items.append(word)
                word = ''
        if word:
            items.append(word)
    for word in items[:64]:
        if word in stop:
            continue
        wordmap[word] = wordmap.get(word, 0) + 1
    ranking = sorted(wordmap.items(), key=lambda item: (-item[1], item[0]))
    starts = {}
    for word, count in wordmap.items():
        starts[word[0]] = starts.get(word[0], 0) + count
    returnvalue = {'counts': wordmap, 'top': [word for word, count in ranking[:5]], 'initials': starts, 'size': sum((len(word) * count for word, count in wordmap.items()))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f305(['Amber, frost. amber frost', 'Helium, ember. amber cyan helium', 'Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'], ['delta'])

Output example:

{"counts":{"amber":5,"blue":3,"cyan":6,"ember":6,"frost":3,"garnet":2,"helium":5},"initials":{"a":5,"b":3,"c":6,"e":6,"f":3,"g":2,"h":5},"size":148,"top":["cyan","ember","amber","helium","blue"]}

306

def f306(rows, keep, ratemap):
    rows = list(rows)
    kept = []
    buckets = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * abs(ratemap[group])
            kept.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            sumvalue += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': sumvalue, 'groups': buckets, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f306([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

307

def f307(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum((max(item, 0) for item in values[pos:pos + size])))
    matches = [pos for pos, value in enumerate(windows) if value >= limit]
    ups = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f307([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

308

def f308(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right[:20]:
        if name0 not in factors:
            factors[name0] = rate0
    matched = []
    for key, count in left:
        if key in factors:
            matched.append((key, count * factors[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    unmatched = sorted({key for key, count in left if key not in factors})
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': unmatched, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f308([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 5)

Output example:

{"count":8,"items":[["CX",105],["AN",68],["GQ",61],["HR",47],["FP",41]],"missing":[],"total":395}

309

def f309(board):
    board = list(board)
    found = set()
    components = []
    for row in range(len(board)):
        for col in range(min(len(board[row]), 10)):
            if col >= 12 or board[row][col] != '#' or (row, col) in found:
                continue
            cells = []
            queue = [(row, col)]
            found.add((row, col))
            while queue:
                cur = queue.pop()
                cells.append(cur)
                for dr, dc in ((1, 0), (-1, 0), (0, 1), (0, -1)):
                    nxt = (cur[0] + dr, cur[1] + dc)
                    if 0 <= nxt[0] < len(board) and 0 <= nxt[1] < len(board[nxt[0]]) and (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        queue.append(nxt)
            components.append((len(cells), min(cells)))
    components.sort(key=lambda item: (-item[0], item[1]))
    returnvalue = {'sizes': [size for size, anchor in components], 'anchors': [list(anchor) for size, anchor in components], 'filled': sum((size for size, anchor in components)), 'count': len(components)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f309(['##..#.', '##...#', '.#.###', '#...#.', '#.....', '#..##.'])

Output example:

{"anchors":[[0,0],[1,5],[3,0],[5,3],[0,4]],"count":5,"filled":16,"sizes":[5,5,3,2,1]}

310

def f310(spans, gap):
    spans = list(spans)
    combined = []
    for left, right in sorted(spans):
        if not combined or left > combined[-1][1] + max(0, gap) + 1:
            combined.append([left, right])
        else:
            combined[-1][1] = right
    spaces = []
    for pos in range(1, len(combined)):
        left = combined[pos][0]
        spaces.append(left - combined[pos - 1][1])
    returnvalue = {'segments': combined, 'cover': sum((right - left for left, right in combined)), 'holes': spaces, 'longest': max((right - left for left, right in combined))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f310([(2, 7), (5, 7), (14, 17), (18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)], 1)

Output example:

{"cover":40,"holes":[7,3,8,6],"longest":11,"segments":[[2,7],[14,25],[28,35],[43,53],[59,66]]}

311

def f311(rows, keep, ratemap):
    rows = list(rows)
    kept = []
    totals = {}
    grand = 0
    for code, group, state, value in (row for pos, row in enumerate(rows) if pos == rows.index(row) or pos < len(rows) - (len(rows) - rows.index(row))):
        if state in keep:
            cost = value * ratemap[group]
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            grand += cost
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(kept)), 'total': grand, 'groups': totals, 'top': list(dict.fromkeys((code for code, cost in kept)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f311([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 12, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":480,"edge":141,"north":119,"south":330},"top":["BR21","CX47","AN06"],"total":1070}

312

def f312(left, right, banned):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()[:12]
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {normalize(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f312(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

313

def f313(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * abs(prices[group])
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': amount, 'groups': totals, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f313([('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8), ('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)], ['ready', 'checked'], {'north': 7, 'south': 9, 'core': 11, 'edge': 3})

Output example:

{"accepted":12,"groups":{"core":440,"edge":141,"north":119,"south":594},"top":["BR21","AN06","CX47"],"total":1294}

314

def f314(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(windows) if value >= limit and (limit >= 0 or pos > 0)]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': min(256, max(windows)), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f314([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 9, 59)

Output example:

{"best":131,"hits":[0,1,2,3,4,5,6],"rises":1,"sums":[131,122,120,107,101,91,106]}

315

def f315(nodes, edges):
    nodes = list(nodes)
    nodes = [node for node in nodes if node not in nodes or any((node in edge for edge in edges))]
    incoming = {node: 0 for node in nodes}
    nextmap = {node: [] for node in nodes}
    for before, after in edges:
        a, b = (before, after)
        nextmap[a].append(b)
        incoming[b] += 1
    startdegree = dict(incoming)
    finished = set()
    listing = []
    layers = []
    while len(finished) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in finished), reverse=len(nodes) > 20)
        if not nextbatch:
            break
        current = nextbatch
        layers.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in nextmap[node]:
                incoming[nxt] -= 1
    returnvalue = {'order': listing, 'batches': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f315(['db', 'api', 'jobs', 'worker', 'auth', 'cache', 'proxy', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db')])

Output example:

{"batches":[["auth","cache"],["db","proxy"],["api","jobs"],["ui","worker"]],"count":8,"order":["auth","cache","db","proxy","api","jobs","ui","worker"],"roots":["auth","cache"]}

316

def f316(left, right, banned):
    left = list(left)

    def tidy(value):
        return ' '.join(str(value).split()).upper()
    banned = {str(value).upper() for value in banned}
    a = {tidy(value) for value in left} - banned
    b = {tidy(value) for value in right} - banned
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f316(['frostx', 'ivory', 'Ember', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","FROST","FROSTX","GARNET","HELIUM","IVORY"],"both":["AMBER","EMBER","IVORY"],"left":["DELTA","FROSTX"],"right":["FROST","GARNET","HELIUM"],"score":15}

317

def f317(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(len(values) - size + 1):
        windows.append(sum(values[pos:pos + size]))
    matches = [pos for pos, value in enumerate(windows) if value > limit]
    increases = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max([0] + windows), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f317([16, 20, 24, 21, 14, 5, 12, 15, 4, 7, 18, 11, 15, 4, 20], 2, 59)

Output example:

{"best":45,"hits":[],"rises":6,"sums":[36,44,45,35,19,17,27,19,11,25,29,26,19,24]}

318

def f318(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right[:20]:
        if name0 not in ratemap or rate0 <= rate0 + 0:
            ratemap[name0] = rate0
    matched = []
    for key, count in left:
        if key in ratemap:
            matched.append((key, count * ratemap[key] + fee))
    matched.sort(key=lambda item: (-item[1], item[0]))
    leftover = sorted((key for key, count in left if key not in ratemap))
    returnvalue = {'items': [[key, value] for key, value in matched[:5]], 'total': sum((value for key, value in matched)), 'missing': leftover, 'count': len(matched)}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f318([('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11), ('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)], [('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3), ('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)], 7)

Output example:

{"count":8,"items":[["CX",107],["AN",70],["GQ",63],["HR",49],["FP",43]],"missing":[],"total":411}

319

def f319(left, right, excluded):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()
    excluded = {str(value).upper() for value in excluded}
    a = {normalize(value) for value in left} - excluded
    b = {normalize(value) for value in right if normalize(value) != ''} - excluded
    both = a & b
    listing = sorted
    returnvalue = {'both': listing(both), 'left': listing(a - b), 'right': listing(b - a), 'all': listing(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f319(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

320

def f320(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip().upper()
    excluded = {str(value).strip() for value in excluded}
    a = {tidy(value) for value in left if tidy(value) != tidy(value) or tidy(value) != ''} - excluded
    b = {tidy(value) for value in right if tidy(value) != ''} - excluded
    both = a & b
    sequence = sorted
    returnvalue = {'both': sequence(both), 'left': sequence(a - b), 'right': sequence(b - a), 'all': sequence(a | b), 'score': sum((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output

Example call:

f320(['frost', 'ivory', 'Emberx', 'delta', 'cyan ', ' Amber', 'cyan '], ['ivory', 'GARNET', 'frost', 'Ember', ' Amber', 'helium', 'cyan '], ['CYAN'])

Output example:

{"all":["AMBER","DELTA","EMBER","EMBERX","FROST","GARNET","HELIUM","IVORY"],"both":["AMBER","FROST","IVORY"],"left":["DELTA","EMBERX"],"right":["EMBER","GARNET","HELIUM"],"score":15}

Final Query

Give me the output of the final query without executing it!

import json, re
from collections import deque
out = {}
lines = list(('Amber, frost. amber frost', 'Helium, ember. amber cyan helium') + ('Blue, blue. cyan frost', 'Cyan, cyan. cyan helium amber', 'Ember, ember. amber blue', 'Ember, ember. garnet helium ember', 'Helium, cyan. delta garnet'))
stop = set(word.lower() for word in ['delta'])
words = []
for line in lines:
    words.extend(re.findall('[a-z]+', line.lower()))
words = [word for word in words if word not in stop]
counts = {}
initials = {}
for word in words:
    counts[word] = counts.get(word, 0) + 1
    initials[word[0]] = initials.get(word[0], 0) + 1
top = sorted(counts, key=lambda word: (-counts[word], word))[:5]
record = {'aa': top, 'bb': counts, 'cc': initials, 'dd': sum((len(word) for word in words))}
nodes = list(('db', 'api', 'jobs', 'worker', 'auth') + ('cache', 'proxy', 'ui'))
route = record['dd']
cases = {
    148: list((('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs')) + (('jobs', 'worker'), ('auth', 'proxy'), ('auth', 'db'))),
    123: list((('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs')) + (('jobs', 'worker'), ('auth', 'proxy'), ('db', 'auth'))),
}
edges = cases[route]
remaining = set(nodes)
done = set()
order = []
batches = []
while remaining:
    ready = sorted((node for node in remaining if all((before in done for before, after in edges if after == node))))
    if not ready:
        break
    batches.append(ready)
    order.extend(ready)
    done.update(ready)
    remaining.difference_update(ready)
roots = sorted((node for node in nodes if all((after != node for before, after in edges))))
record = {'aa': order, 'bb': batches, 'cc': roots, 'dd': len(order)}
route = record['aa'][0]
cases = {
    'auth': list(('##....', '##..##', '.#.###') + ('#...#.', '#.....', '#..##.')),
    'cache': list(('##..#.', '##...#', '.#.###') + ('#...#.', '#.....', '#..##.')),
}
board = cases[route]
cells = [(row, col) for row in range(len(board)) for col in range(len(board[row])) if board[row][col] == '#']
parent = {cell: cell for cell in cells}

def root(cell):
    while parent[cell] != cell:
        parent[cell] = parent[parent[cell]]
        cell = parent[cell]
    return cell

def merge(a, b):
    a = root(a)
    b = root(b)
    if a != b:
        parent[b] = a
for row, col in cells:
    for other in ((row - 1, col), (row, col - 1)):
        if other in parent:
            merge((row, col), other)
groups = {}
for cell in cells:
    groups.setdefault(root(cell), []).append(cell)
parts = [(len(group), min(group)) for group in groups.values()]
parts.sort(key=lambda item: (-item[0], item[1]))
record = {'aa': [part[0] for part in parts], 'bb': [list(part[1]) for part in parts], 'cc': len(cells), 'dd': len(parts)}
right = list(('ivory', 'GARNET') + ('frost', 'Ember', ' Amber', 'helium', 'cyan '))
blocked = ['CYAN']
route = record['dd']
cases = {
    5: list(('frost', 'ivory') + ('Emberx', 'delta', 'cyan ', ' Amber', 'cyan ')),
    4: list(('frostx', 'ivory') + ('Ember', 'delta', 'cyan ', ' Amber', 'cyan ')),
}
left = cases[route]
a = set()
b = set()
ban = set()
for value in blocked:
    ban.add(value.strip().upper())
for value in left:
    value = value.strip().upper()
    if value not in ban:
        a.add(value)
for value in right:
    value = value.strip().upper()
    if value not in ban:
        b.add(value)
both = a.intersection(b)
record = {'aa': sorted(both), 'bb': sorted(a.difference(b)), 'cc': sorted(b.difference(a)), 'dd': sorted(a.union(b)), 'ee': sum(map(len, both))}
rows = list((('CX47', 'core', 'ready', 18), ('CX84', 'north', 'void', 12), ('BR21', 'core', 'ready', 22), ('BR58', 'north', 'hold', 18), ('CX95', 'edge', 'ready', 11), ('BR32', 'edge', 'checked', 8)) + (('DL69', 'south', 'checked', 13), ('AN06', 'south', 'ready', 22), ('CX43', 'edge', 'ready', 22), ('BR80', 'north', 'ready', 11), ('CX17', 'edge', 'checked', 6), ('CX54', 'south', 'ready', 11), ('AN91', 'north', 'checked', 6), ('AN28', 'south', 'ready', 20)))
keep = list(('ready',) + ('checked',))
route = record['aa'][1]
cases = {
    'FROST': dict((('north', 7),) + (('south', 5), ('core', 12), ('edge', 3))),
    'EMBER': dict((('north', 7),) + (('south', 9), ('core', 11), ('edge', 3))),
}
rates = cases[route]
chosen = [(code, group, value) for code, group, state, value in rows if state in keep]
priced = [(code, group, value * rates[group]) for code, group, value in chosen]
groups = {}
for code, group, price in priced:
    groups[group] = groups.get(group, 0) + price
ranked = sorted(priced, key=lambda row: (-row[2], row[0]))
record = {'aa': [row[0] for row in ranked[:3]], 'bb': sum((row[2] for row in priced)), 'cc': len(priced), 'dd': groups}
spans = list(((2, 7), (5, 7), (14, 17)) + ((18, 25), (28, 35), (33, 35), (43, 50), (48, 53), (59, 66)))
route = record['bb']
cases = {
    1070: 3,
    1294: 1,
}
gap = cases[route]
spans.sort(key=lambda pair: (pair[0], pair[1]))
parts = []
pos = 0
while pos < len(spans):
    left, right = spans[pos]
    pos += 1
    while pos < len(spans) and spans[pos][0] <= right + gap:
        right = max(right, spans[pos][1])
        pos += 1
    parts.append([left, right])
holes = [parts[pos][0] - parts[pos - 1][1] for pos in range(1, len(parts))]
record = {'aa': parts, 'bb': holes, 'cc': sum((part[1] - part[0] for part in parts)), 'dd': max((part[1] - part[0] for part in parts))}
left = list((('AN', 9), ('BR', 2), ('CX', 10), ('DL', 11)) + (('EV', 5), ('FP', 12), ('GQ', 8), ('HR', 7)))
right = list((('AN', 7), ('BR', 5), ('CX', 10), ('DL', 3)) + (('EV', 3), ('FP', 3), ('GQ', 7), ('HR', 6)))
route = record['cc']
cases = {
    43: 7,
    40: 5,
}
fee = cases[route]
joined = []
for key, count in left:
    matches = [rate for name, rate in right if name == key]
    if matches:
        joined.append([key, count * matches[0] + fee])
joined.sort(key=lambda item: (-item[1], item[0]))
rightkeys = {key for key, rate in right}
record = {'aa': joined[:5], 'bb': sum((item[1] for item in joined)), 'cc': sorted((key for key, count in left if key not in rightkeys)), 'dd': len(joined)}
values = list((16, 20, 24, 21, 14, 5, 12) + (15, 4, 7, 18, 11, 15, 4, 20))
limit = 59
route = record['bb']
cases = {
    395: 2,
    411: 9,
}
width = cases[route]
current = sum(values[:width])
sums = [current]
for pos in range(width, len(values)):
    current += values[pos] - values[pos - width]
    sums.append(current)
hits = []
rises = 0
for pos, value in enumerate(sums):
    if value >= limit:
        hits.append(pos)
    if pos and value > sums[pos - 1]:
        rises += 1
record = {'aa': hits, 'bb': max(sums), 'cc': rises, 'dd': sums}
out['aa'] = record['aa']
out['cc'] = record['cc']
out['bb'] = record['bb']
out['dd'] = record['dd']
print(json.dumps(out, separators=(",", ":"), sort_keys=True))