### 001

```python
def f1(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        routes.setdefault(a, []).append(b)
    distance = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < min(limit, 3):
            for nxt in (node for node in sorted(routes.get(cur, [])) if len(str(node)) == 1):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f1([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 002

```python
def f2(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices:
            prices[name0] = rate0
    items = []
    for key, count in left:
        if key in prices:
            items.append((key, count * prices[key] + fee))
    items.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 items[:5]], 'total': sum((value for key, value in items)), 'missing': unmatched, 'count': len(items)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f2([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 003

```python
def f3(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[: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(windows), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f3([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 004

```python
def f4(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in crossings:
                crossings.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f4([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 005

```python
def f5(nodes, edges):
    nodes = list(nodes)
    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
    rootsource = dict(indegree)
    complete = set()
    sequence = []
    groups = []
    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
        groups.append(current)
        for node in current:
            complete.add(node)
            sequence.append(node)
        for node in current:
            for nxt in nextmap[node]:
                indegree[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
```

```
f5(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 006

```python
def f6(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) if value >= limit]
    increases = 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': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f6([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 007

```python
def f7(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]))
    indexes = [pos for pos, value in enumerate(series) if value > limit]
    growth = sum((1 for pos in range(1, min(65, len(series))) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': max(series), 'hits': indexes, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f7([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 008

```python
def f8(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
```

```
f8(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 009

```python
def f9(board):
    board = list(board)
    known = 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 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
```

```
f9(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 010

```python
def f10(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {str(value).upper() 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
```

```
f10(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 011

```python
def f11(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(min(64, len(values) - size + 1)):
        totals.append(sum((max(item, 0) for item in values[pos:pos + size])))
    indexes = [pos for pos, value in enumerate(totals) 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': indexes, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f11([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 012

```python
def f12(board):
    board = list(board)
    visited = set()
    components = []
    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)
            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
```

```
f12(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 013

```python
def f13(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        children.setdefault(a, []).append(b)
    distance = {start: 0}
    work = [start]
    while work:
        cur = work.pop(0)
        if distance[cur] < min(limit, 3):
            for nxt in sorted(children.get(cur, []))[:20]:
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    work.append(nxt)
    listing = list(distance)
    lastlevel = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': listing, 'depth': distance, 'frontier': lastlevel, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f13([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 014

```python
def f14(left, right, banned):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()[:12]
    banned = {canon(value) for value in banned}
    a = {canon(value) for value in left} - banned
    b = {canon(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
```

```
f14(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 015

```python
def f15(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            score = value * abs(prices[group])
            selected.append((code, score))
            totals[group] = totals.get(group, 0) + score
            sumvalue += score
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': totals, 'top': [code for code, score in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f15([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 016

```python
def f16(values, width, limit):
    values = list(values)
    size = width if width > 1 or width < 1 else 2
    windows = []
    for pos in range(min(64, 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(windows), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f16([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 017

```python
def f17(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    levels = {start: 0} if limit > 0 or limit < 0 else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if levels[cur] < limit:
            for nxt in sorted(children.get(cur, []))[:20]:
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    queue.append(nxt)
    listing = list(levels)
    edge = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': listing, 'depth': levels, 'frontier': edge, 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f17([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 018

```python
def f18(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:
            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
```

```
f18([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 019

```python
def f19(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({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f19([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 020

```python
def f20(left, right, excluded):
    left = list(left)

    def tidy(value):
        return ' '.join(str(value).split()).upper()
    excluded = {tidy(value) for value in excluded}
    a = {tidy(value) for value in left} - excluded
    b = {str(value).upper() 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
```

```
f20(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 021

```python
def f21(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 = []
            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)
            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
```

```
f21(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 022

```python
def f22(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x += dx
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in found and list(point) not in repeats:
                repeats.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f22([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 023

```python
def f23(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            score = value * ratemap[group]
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            grand += score
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': grand, 'groups': totals, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f23([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 024

```python
def f24(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            score = value * prices[group]
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            amount += score
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': amount, 'groups': totals, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f24([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 025

```python
def f25(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' ').upper()
    excluded = {str(value).upper() 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((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f25(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 026

```python
def f26(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 and count > 0:
            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
```

```
f26([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 027

```python
def f27(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)
    handled = set()
    sequence = []
    layers = []
    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
        layers.append(current)
        for node in current:
            handled.add(node)
            sequence.append(node)
        for node in current:
            for nxt in routes[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
```

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

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

### 028

```python
def f28(rows, keep, prices):
    rows = list(rows)
    selected = []
    groupmap = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep:
            score = value * abs(prices[group])
            selected.append((code, score))
            groupmap[group] = groupmap.get(group, 0) + score
            grand += score
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': grand, 'groups': groupmap, 'top': [code for code, score in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f28([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 029

```python
def f29(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        routes.setdefault(a, []).append(b)
    distance = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if distance[cur] < min(limit, 3):
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    pending.append(nxt)
    result = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': result, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f29([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 030

```python
def f30(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
    initial = dict(indegree)
    handled = set()
    listing = []
    layers = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if indegree[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
        layers.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': layers, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f30(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 031

```python
def f31(left, right, excluded):
    left = list(left)

    def clean(value):
        return str(value).strip().upper()
    excluded = {str(value).upper() for value in excluded}
    a = {str(value).upper() for value in left} - excluded
    b = {str(value).upper() 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
```

```
f31(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 032

```python
def f32(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()
    result = []
    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[:1] if any((str(node).isupper() for node in nodes)) else available
        groups.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': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f32(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 033

```python
def f33(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices and rate0 != 0:
            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
```

```
f33([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 034

```python
def f34(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:
        if before == after:
            continue
        a, b = (before, after)
        children[a].append(b)
        incoming[b] += 1
    rootsource = dict(incoming)
    complete = set()
    result = []
    layers = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in complete), reverse=len(nodes) > 20)
        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 rootsource[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f34(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 035

```python
def f35(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[:20]:
        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
```

```
f35([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 036

```python
def f36(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x = max(-64, min(64, x + dx))
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f36([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 037

```python
def f37(rows, keep, factors):
    rows = list(rows)
    matches = []
    groupmap = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * abs(factors[group])
            matches.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            sumvalue += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': sumvalue, 'groups': groupmap, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f37([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 038

```python
def f38(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({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f38([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 039

```python
def f39(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]))
    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
```

```
f39([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 040

```python
def f40(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        children.setdefault(a, []).append(b)
    distance = {start: 0} if any((start in edge for edge in edges)) else {}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if distance[cur] < limit:
            for nxt in (node for node in sorted(children.get(cur, [])) if len(str(node)) == 1):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    pending.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f40([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 041

```python
def f41(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f41([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 042

```python
def f42(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in edges[:16]:
        nextmap.setdefault(a, []).append(b)
    distance = {start: 0} if limit > 0 or limit < 0 else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(nextmap.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    result = list(distance)
    lastlevel = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': result, 'depth': distance, 'frontier': lastlevel[:3], 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f42([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 043

```python
def f43(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]
    increases = 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': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f43([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 044

```python
def f44(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices and 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]))
    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
```

```
f44([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 045

```python
def f45(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])))
    positions = [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': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f45([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 046

```python
def f46(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:
            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
```

```
f46([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 047

```python
def f47(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 and count > 0:
            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(items)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f47([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 048

```python
def f48(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * abs(prices[group])
            matches.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            sumvalue += cost
    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, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f48([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 049

```python
def f49(board):
    board = list(board)
    known = set()
    regions = []
    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 = []
            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)
            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
```

```
f49(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 050

```python
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:
        if before == after:
            continue
        a, b = (before, after)
        routes[a].append(b)
        needs[b] += 1
    initial = dict(needs)
    finished = set()
    sequence = []
    groups = []
    while len(finished) < len(nodes):
        nextbatch = 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 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
```

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

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

### 051

```python
def f51(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    steps = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < limit:
            for nxt in sorted(children.get(cur, [])):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    sequence = list(steps)
    lastlevel = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': lastlevel, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f51([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 052

```python
def f52(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)
    finished = set()
    listing = []
    groups = []
    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
        groups.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in children[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
```

```
f52(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 053

```python
def f53(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(windows), 'hits': indexes, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f53([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 054

```python
def f54(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()[:12]
    ignored = {normalize(value) for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {str(value).upper() 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
```

```
f54(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 055

```python
def f55(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
    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
```

```
f55(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 056

```python
def f56(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    ignored = {normalize(value) for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {str(value).upper() 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
```

```
f56(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 057

```python
def f57(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:
        if key in prices and count > 0:
            combined.append((key, count * prices[key] + fee))
    combined.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 combined[:5]], 'total': sum((value for key, value in combined)), 'missing': unmatched, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f57([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 058

```python
def f58(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f58([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 059

```python
def f59(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)
    complete = set()
    result = []
    layers = []
    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
        layers.append(current)
        for node in current:
            complete.add(node)
            result.append(node)
        for node in current:
            for nxt in routes[node]:
                indegree[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
```

```
f59(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 060

```python
def f60(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in repeats:
                repeats.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f60([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 061

```python
def f61(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in known and list(point) not in crossings:
                crossings.append(list(point))
            known.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f61([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 062

```python
def f62(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        nextmap.setdefault(a, []).append(b)
    steps = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < limit:
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    sequence = list(steps)
    furthest = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': furthest, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f62([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 063

```python
def f63(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()
    result = []
    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
        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
```

```
f63(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 064

```python
def f64(rows, keep, factors):
    rows = list(rows)
    selected = []
    buckets = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * factors[group]
            selected.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': buckets, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f64([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 065

```python
def f65(rows, keep, factors):
    rows = list(rows)
    kept = []
    groupmap = {}
    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))
            groupmap[group] = groupmap.get(group, 0) + cost
            amount += cost
    kept.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(kept), 'total': amount, 'groups': groupmap, 'top': list(dict.fromkeys((code for code, cost in kept)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f65([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 066

```python
def f66(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]))
    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
```

```
f66([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 067

```python
def f67(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f67([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 068

```python
def f68(nodes, edges):
    nodes = list(nodes)
    needs = {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)
        needs[b] += 1
    initial = dict(needs)
    finished = set()
    result = []
    rounds = []
    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=any((str(node).isupper() for node in nodes)))
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            finished.add(node)
            result.append(node)
        for node in current:
            for nxt in nextmap[node]:
                needs[nxt] -= 1
    returnvalue = {'order': result, 'batches': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f68(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 069

```python
def f69(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    totals = {}
    grand = 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])
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            grand += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': grand, 'groups': totals, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f69([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 070

```python
def f70(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            score = value * prices[group]
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            amount += score
    matches.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': totals, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f70([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 071

```python
def f71(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
```

```
f71([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 072

```python
def f72(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 = []
            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
```

```
f72(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 073

```python
def f73(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f73([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 074

```python
def f74(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        nextmap.setdefault(a, []).append(b)
    steps = {start: 0} if any((start in edge for edge in edges)) else {}
    work = [start]
    while work:
        cur = work.pop(0)
        if steps[cur] < limit:
            for nxt in sorted(nextmap.get(cur, [])):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    work.append(nxt)
    result = list(steps)
    lastlevel = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': result, 'depth': steps, 'frontier': lastlevel, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f74([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 075

```python
def f75(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()
    result = []
    layers = []
    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
        layers.append(current)
        for node in current:
            handled.add(node)
            result.append(node)
        for node in current:
            for nxt in nextmap[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
```

```
f75(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 076

```python
def f76(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    buckets = {}
    sumvalue = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * abs(ratemap[group])
            selected.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            sumvalue += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': sumvalue, 'groups': buckets, 'top': list(dict.fromkeys((code for code, cost in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f76([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 077

```python
def f77(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    distance = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(children.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    lastlevel = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': lastlevel, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f77([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 078

```python
def f78(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        routes.setdefault(a, []).append(b)
    levels = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if levels[cur] < min(limit, 3):
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    pending.append(nxt)
    listing = list(levels)
    furthest = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': listing, 'depth': levels, 'frontier': furthest, 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f78([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 079

```python
def f79(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
    initial = dict(incoming)
    finished = set()
    listing = []
    rounds = []
    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
        rounds.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': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f79(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 080

```python
def f80(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f80([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 081

```python
def f81(left, right, ignored):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()
    ignored = {str(value).upper() for value in ignored}
    a = {canon(value) for value in left if canon(value) != canon(value) or canon(value) != ''} - 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
```

```
f81(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 082

```python
def f82(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left if normalize(value) != normalize(value) or normalize(value) != ''} - banned
    b = {normalize(value) for value in right if normalize(value) != ''} - 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
```

```
f82(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 083

```python
def f83(rows, keep, factors):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            score = value * factors[group]
            selected.append((code, score))
            groupmap[group] = groupmap.get(group, 0) + score
            amount += score
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': groupmap, 'top': [code for code, score in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f83([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 084

```python
def f84(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]
    growth = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f84([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 085

```python
def f85(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        children.setdefault(a, []).append(b)
    distance = {start: 0}
    work = [start]
    while work:
        cur = work.pop(0)
        if distance[cur] < limit:
            for nxt in (node for node in sorted(children.get(cur, [])) if len(str(node)) == 1):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    work.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f85([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 086

```python
def f86(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
```

```
f86(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 087

```python
def f87(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
```

```
f87(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 088

```python
def f88(rows, keep, prices):
    rows = list(rows)
    selected = []
    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]
            selected.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            amount += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    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
```

```
f88([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 089

```python
def f89(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) 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
```

```
f89([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 090

```python
def f90(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[: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
```

```
f90([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 091

```python
def f91(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f91([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 092

```python
def f92(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f92([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 093

```python
def f93(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:
        a, b = (before, after)
        children[a].append(b)
        needs[b] += 1
    initial = dict(needs)
    complete = set()
    listing = []
    layers = []
    while len(complete) < len(nodes) and len(complete) < 20:
        available = sorted((node for node in nodes if needs[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)
            listing.append(node)
        for node in current:
            for nxt in children[node]:
                needs[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
```

```
f93(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 094

```python
def f94(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f94([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 095

```python
def f95(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        if name0 not in prices and rate0 != 0:
            prices[name0] = rate0
    items = []
    for key, count in left:
        if key in prices and count > 0:
            items.append((key, count * prices[key] + fee))
    items.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 items[:5]], 'total': sum((value for key, value in items)), 'missing': absent, 'count': len(items)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f95([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 096

```python
def f96(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in edges:
        nextmap.setdefault(a, []).append(b)
    levels = {start: 0}
    work = [start]
    while work:
        cur = work.pop(0)
        if levels[cur] < min(limit, 3):
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    work.append(nxt)
    result = list(levels)
    edge = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': result, 'depth': levels, 'frontier': edge, 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f96([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 097

```python
def f97(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        children.setdefault(a, []).append(b)
    steps = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < limit:
            for nxt in sorted(children.get(cur, [])):
                if nxt not in steps and (not nxt.startswith('Z')):
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    sequence = list(steps)
    furthest = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': furthest[:3], 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f97([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 098

```python
def f98(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in known and list(point) not in repeats:
                repeats.append(list(point))
            known.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f98([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 099

```python
def f99(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()[:12]
    excluded = {str(value).upper() 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
```

```
f99(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 100

```python
def f100(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 = []
            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
```

```
f100(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 101

```python
def f101(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()
    listing = []
    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)
            listing.append(node)
        for node in current:
            for nxt in children[node]:
                needs[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
```

```
f101(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 102

```python
def f102(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        routes.setdefault(a, []).append(b)
    steps = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if steps[cur] < limit:
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    pending.append(nxt)
    listing = list(steps)
    furthest = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': listing, 'depth': steps, 'frontier': furthest, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f102([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 103

```python
def f103(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)
    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 initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f103(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 104

```python
def f104(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right[:20]:
        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]))
    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
```

```
f104([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 105

```python
def f105(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip().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
    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
```

```
f105(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 106

```python
def f106(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 = {str(value).upper() 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
```

```
f106(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 107

```python
def f107(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
```

```
f107(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 108

```python
def f108(left, right, banned):
    left = list(left)

    def canon(value):
        return str(value).strip(' ').upper()
    banned = {canon(value) for value in banned}
    a = {canon(value) for value in left if canon(value) != canon(value) or canon(value) != ''} - 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((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f108(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 109

```python
def f109(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) 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': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f109([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 110

```python
def f110(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        children.setdefault(a, []).append(b)
    steps = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if steps[cur] < min(limit, 3):
            for nxt in sorted(children.get(cur, [])):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    pending.append(nxt)
    sequence = list(steps)
    lastlevel = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': lastlevel, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f110([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 111

```python
def f111(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        routes.setdefault(a, []).append(b)
    steps = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if steps[cur] < min(limit, 3):
            for nxt in (node for node in sorted(routes.get(cur, [])) if len(str(node)) == 1):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    pending.append(nxt)
    sequence = list(steps)
    furthest = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': furthest, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f111([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 112

```python
def f112(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right[:20]:
        if name0 not in ratemap and 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
```

```
f112([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 113

```python
def f113(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    buckets = {}
    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 and value >= 0:
            cost = value * ratemap[group]
            matches.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            grand += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': grand, 'groups': buckets, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f113([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 114

```python
def f114(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:
        if before == after:
            continue
        a, b = (before, after)
        routes[a].append(b)
        indegree[b] += 1
    startdegree = dict(indegree)
    handled = set()
    listing = []
    layers = []
    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
        layers.append(current)
        for node in current:
            handled.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 startdegree[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f114(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 115

```python
def f115(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    excluded = {str(value).upper() for value in excluded}
    a = {str(value).upper() 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
```

```
f115(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 116

```python
def f116(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in known and list(point) not in returns:
                returns.append(list(point))
            known.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f116([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 117

```python
def f117(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
    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
```

```
f117(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 118

```python
def f118(nodes, edges):
    nodes = list(nodes)
    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()
    listing = []
    rounds = []
    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
        rounds.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': rounds, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f118(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 119

```python
def f119(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left} - banned
    b = {str(value).upper() for value in right} - banned
    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
```

```
f119(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 120

```python
def f120(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, min(65, 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
```

```
f120([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 121

```python
def f121(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) if value >= limit]
    growth = sum((1 for pos in range(1, len(series)) if series[pos] > series[pos - 1]))
    returnvalue = {'sums': series, 'best': max([0] + series), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f121([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 122

```python
def f122(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in edges[:16]:
        routes.setdefault(a, []).append(b)
    levels = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if levels[cur] < limit:
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    queue.append(nxt)
    result = list(levels)
    edge = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': result, 'depth': levels, 'frontier': edge[:3], 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f122([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 123

```python
def f123(rows, keep, factors):
    rows = list(rows)
    selected = []
    buckets = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * factors[group]
            selected.append((code, cost))
            buckets[group] = buckets.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': buckets, 'top': list(dict.fromkeys((code for code, cost in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f123([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 124

```python
def f124(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 = []
    rounds = []
    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=len(nodes) > 20)
        if not available:
            break
        current = available
        rounds.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': rounds, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f124(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 125

```python
def f125(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f125([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 126

```python
def f126(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)
    complete = set()
    sequence = []
    rounds = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if needs[node] == 0 and node not in complete), reverse=any((str(node).isupper() for node in nodes)))
        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:
            complete.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 initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f126(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 127

```python
def f127(board):
    board = list(board)
    visited = set()
    regions = []
    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 = []
            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
```

```
f127(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 128

```python
def f128(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        children.setdefault(a, []).append(b)
    levels = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if levels[cur] < min(limit, 3):
            for nxt in sorted(children.get(cur, [])):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    queue.append(nxt)
    listing = list(levels)
    furthest = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': listing, 'depth': levels, 'frontier': furthest[:3], 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f128([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 129

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

    def tidy(value):
        return str(value).strip(' ').upper()
    ignored = {str(value).upper() for value in ignored}
    a = {tidy(value) for value in left} - ignored
    b = {str(value).upper() 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
```

```
f129(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 130

```python
def f130(left, right, fee):
    left = list(left)
    factors = {}
    for name0, rate0 in right:
        if name0 not in factors and rate0 != 0:
            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
```

```
f130([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 131

```python
def f131(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        children.setdefault(a, []).append(b)
    distance = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(children.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f131([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 132

```python
def f132(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(min(64, 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
```

```
f132([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 133

```python
def f133(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x = max(-64, min(64, x + dx))
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in repeats:
                repeats.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f133([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 134

```python
def f134(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
```

```
f134([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 135

```python
def f135(nodes, edges):
    nodes = list(nodes)
    needs = {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)
        needs[b] += 1
    rootsource = dict(needs)
    finished = set()
    sequence = []
    rounds = []
    while len(finished) < len(nodes):
        available = sorted((node for node in nodes if needs[node] == 0 and node not in finished))
        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 rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f135(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 136

```python
def f136(rows, keep, prices):
    rows = list(rows)
    kept = []
    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 * abs(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': list(dict.fromkeys((code for code, cost in kept)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f136([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 137

```python
def f137(values, width, limit):
    values = list(values)
    size = width
    series = []
    for pos in range(min(64, 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': max(series), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f137([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 138

```python
def f138(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        nextmap.setdefault(a, []).append(b)
    levels = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if levels[cur] < limit:
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    pending.append(nxt)
    result = list(levels)
    lastlevel = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': result, 'depth': levels, 'frontier': lastlevel, 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f138([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 139

```python
def f139(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)
    complete = set()
    sequence = []
    rounds = []
    while len(complete) < len(nodes) and len(complete) < 20:
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in complete))
        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 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
```

```
f139(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 140

```python
def f140(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    sumvalue = 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
            sumvalue += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': sumvalue, 'groups': totals, 'top': list(dict.fromkeys((code for code, cost in matches)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f140([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 141

```python
def f141(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 = {str(value).upper() 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
```

```
f141(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 142

```python
def f142(left, right, ignored):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()
    ignored = {str(value).upper() for value in ignored}
    a = {str(value).upper() 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((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f142(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 143

```python
def f143(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
    initial = dict(incoming)
    finished = set()
    sequence = []
    groups = []
    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[:1] if any((str(node).isupper() for node in nodes)) else nextbatch
        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
```

```
f143(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 144

```python
def f144(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:
            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
```

```
f144([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 145

```python
def f145(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f145([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 146

```python
def f146(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)
    finished = set()
    result = []
    layers = []
    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[:1] if any((str(node).isupper() for node in nodes)) else available
        layers.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': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f146(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 147

```python
def f147(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count % 100):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in known and list(point) not in crossings:
                crossings.append(list(point))
            known.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f147([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 148

```python
def f148(nodes, edges):
    nodes = list(nodes)
    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
    rootsource = 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=len(nodes) > 20)
        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 rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f148(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 149

```python
def f149(rows, keep, factors):
    rows = list(rows)
    matches = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep and value != 0:
            score = value * abs(factors[group])
            matches.append((code, score))
            groupmap[group] = groupmap.get(group, 0) + score
            amount += score
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': groupmap, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f149([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 150

```python
def f150(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    steps = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < min(limit, 3):
            for nxt in sorted(children.get(cur, []))[:20]:
                if nxt not in steps and (not nxt.startswith('Z')):
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    listing = list(steps)
    edge = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': listing, 'depth': steps, 'frontier': edge, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f150([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 151

```python
def f151(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f151([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 152

```python
def f152(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(min(64, 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': min(256, max(windows)), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f152([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 153

```python
def f153(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f153([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 154

```python
def f154(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)
    complete = set()
    sequence = []
    groups = []
    while len(complete) < len(nodes):
        available = sorted((node for node in nodes if incoming[node] == 0 and node not in complete))
        if not available:
            break
        current = available
        groups.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': groups, 'roots': sorted((node for node in nodes if initial[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f154(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 155

```python
def f155(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
```

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

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 156

```python
def f156(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
```

```
f156(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 157

```python
def f157(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) if value > limit]
    increases = 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': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f157([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 158

```python
def f158(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 = []
            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
```

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

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 159

```python
def f159(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:
            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
```

```
f159([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 160

```python
def f160(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()
    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
    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
```

```
f160(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 161

```python
def f161(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)
    complete = set()
    sequence = []
    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), reverse=len(nodes) > 20)
        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 rootsource[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f161(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 162

```python
def f162(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()
    listing = []
    rounds = []
    while len(complete) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in complete))
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            complete.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
```

```
f162(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 163

```python
def f163(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        routes.setdefault(a, []).append(b)
    steps = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if steps[cur] < min(limit, 3):
            for nxt in (node for node in sorted(routes.get(cur, [])) if len(str(node)) == 1):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    pending.append(nxt)
    listing = list(steps)
    furthest = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': listing, 'depth': steps, 'frontier': furthest, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f163([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 164

```python
def f164(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    steps = {start: 0} if limit > 0 or limit < 0 else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < limit:
            for nxt in sorted(children.get(cur, [])):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    sequence = list(steps)
    edge = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': edge[:3], 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f164([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 165

```python
def f165(board):
    board = list(board)
    known = set()
    regions = []
    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 = []
            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)
            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
```

```
f165(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 166

```python
def f166(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[:20]:
        if key in prices and count > 0:
            combined.append((key, count * prices[key] + fee))
    combined.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 combined[:5]], 'total': sum((value for key, value in combined)), 'missing': unmatched, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f166([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 167

```python
def f167(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f167([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 168

```python
def f168(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x = max(-64, min(64, x + dx))
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in crossings:
                crossings.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f168([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 169

```python
def f169(left, right, ignored):
    left = list(left)

    def normalize(value):
        return ' '.join(str(value).split()).upper()
    ignored = {normalize(value) for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {str(value).upper() 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
```

```
f169(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 170

```python
def f170(left, right, banned):
    left = list(left)

    def tidy(value):
        return str(value).strip(' ').upper()
    banned = {tidy(value) for value in banned}
    a = {tidy(value) for value in left} - banned
    b = {str(value).upper() 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
```

```
f170(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 171

```python
def f171(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in edges:
        nextmap.setdefault(a, []).append(b)
    steps = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < min(limit, 3):
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    result = list(steps)
    edge = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': result, 'depth': steps, 'frontier': edge, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f171([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 172

```python
def f172(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[:20]:
        if key in factors:
            items.append((key, count * factors[key] + fee))
    items.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 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
```

```
f172([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 173

```python
def f173(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, len(totals)) if totals[pos] > totals[pos - 1]))
    returnvalue = {'sums': totals, 'best': max([0] + totals), 'hits': matches, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f173([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 174

```python
def f174(board):
    board = list(board)
    found = set()
    pieces = []
    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)
            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
```

```
f174(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 175

```python
def f175(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        nextmap.setdefault(a, []).append(b)
    distance = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(nextmap.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    pending.append(nxt)
    sequence = list(distance)
    lastlevel = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': lastlevel, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f175([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 176

```python
def f176(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f176([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 177

```python
def f177(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    distance = {start: 0}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if distance[cur] < min(limit, 3):
            for nxt in sorted(children.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    pending.append(nxt)
    sequence = list(distance)
    edge = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': edge, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f177([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 178

```python
def f178(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    buckets = {}
    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 str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * abs(ratemap[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
```

```
f178([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 179

```python
def f179(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
    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
```

```
f179(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 180

```python
def f180(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x = max(-64, min(64, x + dx))
            y = max(-64, min(64, y + dy))
            used = min(64, used + 1)
            point = (x, y)
            if point in known and list(point) not in returns:
                returns.append(list(point))
            known.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f180([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 181

```python
def f181(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
```

```
f181([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 182

```python
def f182(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in crossings:
                crossings.append(list(point))
            found.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f182([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 183

```python
def f183(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 and (limit >= 0 or pos > 0)]
    growth = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f183([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 184

```python
def f184(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        nextmap.setdefault(a, []).append(b)
    distance = {start: 0} if limit > 0 or limit < 0 else {}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(nextmap.get(cur, []))[:20]:
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    pending.append(nxt)
    listing = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': listing, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f184([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 185

```python
def f185(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right:
        if name0 not in ratemap and 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]))
    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
```

```
f185([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 186

```python
def f186(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]))
    positions = [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': min(256, max(totals)), 'hits': positions, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f186([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 187

```python
def f187(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in edges:
        nextmap.setdefault(a, []).append(b)
    distance = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(nextmap.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    edge = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': edge[:3], 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f187([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 188

```python
def f188(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[:20]:
        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(matched)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f188([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 189

```python
def f189(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()
    ignored = {str(value).upper() for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {str(value).upper() 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((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f189(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 190

```python
def f190(rows, keep, factors):
    rows = list(rows)
    selected = []
    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(factors[group])
            selected.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            sumvalue += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': buckets, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f190([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 191

```python
def f191(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
    rootsource = dict(needs)
    complete = set()
    sequence = []
    rounds = []
    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[: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]:
                needs[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
```

```
f191(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 192

```python
def f192(rows, keep, factors):
    rows = list(rows)
    selected = []
    buckets = {}
    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 and value != 0:
            charge = value * factors[group]
            selected.append((code, charge))
            buckets[group] = buckets.get(group, 0) + charge
            grand += charge
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': grand, 'groups': buckets, 'top': [code for code, charge in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f192([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 193

```python
def f193(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()
    excluded = {canon(value) for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {str(value).upper() 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((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f193(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 194

```python
def f194(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 col >= 12 or 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 (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.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
```

```
f194(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 195

```python
def f195(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)
                        if len(visited) >= 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
```

```
f195(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 196

```python
def f196(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        routes.setdefault(a, []).append(b)
    steps = {start: 0} if any((start in edge for edge in edges)) else {}
    work = [start]
    while work:
        cur = work.pop(0)
        if steps[cur] < min(limit, 3):
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    work.append(nxt)
    listing = list(steps)
    lastlevel = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': listing, 'depth': steps, 'frontier': lastlevel, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f196([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 197

```python
def f197(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]))
    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
```

```
f197([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 198

```python
def f198(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])))
    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
```

```
f198([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 199

```python
def f199(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    sumvalue = 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))
            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
```

```
f199([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 200

```python
def f200(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip(' ').upper()
    ignored = {str(value).upper() for value in ignored}
    a = {str(value).upper() for value in left} - ignored
    b = {normalize(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
```

```
f200(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 201

```python
def f201(left, right, excluded):
    left = list(left)

    def tidy(value):
        return str(value).strip(' \r').upper()[:12]
    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} - 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
```

```
f201(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 202

```python
def f202(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:
        if before == after:
            continue
        a, b = (before, after)
        routes[a].append(b)
        needs[b] += 1
    initial = dict(needs)
    handled = set()
    sequence = []
    groups = []
    while len(handled) < len(nodes):
        nextbatch = sorted((node for node in nodes if needs[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 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
```

```
f202(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 203

```python
def f203(rows, keep, prices):
    rows = list(rows)
    matches = []
    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 str(state).lower() in {str(item).lower() for item in keep}:
            score = value * prices[group]
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            amount += score
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': amount, 'groups': totals, 'top': list(dict.fromkeys((code for code, score in matches)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f203([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 204

```python
def f204(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x = max(-64, min(64, x + dx))
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f204([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 205

```python
def f205(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(min(64, len(values) - size + 1)):
        windows.append(sum(values[pos:pos + size]))
    indexes = [pos for pos, value in enumerate(windows) if value >= limit]
    growth = 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': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f205([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 206

```python
def f206(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x = max(-64, min(64, x + dx))
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in returns:
                returns.append(list(point))
            found.add(point)
            far = min(64, max(far, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f206([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 207

```python
def f207(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]))
    positions = [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': min(256, max(totals)), 'hits': positions, 'rises': ups}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f207([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 208

```python
def f208(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \r').upper()
    ignored = {normalize(value) for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {normalize(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
```

```
f208(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 209

```python
def f209(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]))
    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
```

```
f209([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 210

```python
def f210(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 = []
            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
```

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

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 211

```python
def f211(rows, keep, prices):
    rows = list(rows)
    kept = []
    totals = {}
    grand = 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
            grand += cost
    kept.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(kept), 'total': grand, 'groups': totals, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f211([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 212

```python
def f212(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 = []
            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
```

```
f212(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 213

```python
def f213(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)
    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[: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]:
                indegree[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
```

```
f213(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 214

```python
def f214(rows, keep, prices):
    rows = list(rows)
    kept = []
    groupmap = {}
    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 and value >= 0:
            cost = value * abs(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
```

```
f214([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 215

```python
def f215(left, right, fee):
    left = list(left)
    ratemap = {}
    for name0, rate0 in right[:20]:
        if name0 not in ratemap:
            ratemap[name0] = rate0
    combined = []
    for key, count in left[:20]:
        if key in ratemap:
            combined.append((key, count * ratemap[key] + fee))
    combined.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 combined[:5]], 'total': sum((value for key, value in combined)), 'missing': absent, 'count': len(combined)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f215([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 216

```python
def f216(rows, keep, factors):
    rows = list(rows)
    matches = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep}:
            score = value * factors[group]
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            amount += score
    matches.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': totals, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f216([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 217

```python
def f217(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 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)
            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
```

```
f217(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 218

```python
def f218(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f218([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 219

```python
def f219(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
```

```
f219(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 220

```python
def f220(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)
    handled = set()
    result = []
    groups = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if needs[node] == 0 and node not in handled), reverse=len(nodes) > 20)
        if not available:
            break
        current = available
        groups.append(current)
        for node in current:
            handled.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 initial[node] == 0)), 'count': len(result)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f220(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 221

```python
def f221(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 = []
            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
```

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

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 222

```python
def f222(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
    rootsource = dict(incoming)
    handled = set()
    sequence = []
    groups = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if incoming[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 nextmap[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
```

```
f222(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 223

```python
def f223(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    buckets = {}
    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 str(state).lower() in {str(item).lower() for item in keep}:
            cost = value * ratemap[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(dict.fromkeys(matches)), 'total': amount, 'groups': buckets, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f223([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 224

```python
def f224(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 if canon(value) != canon(value) or canon(value) != ''} - 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
```

```
f224(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 225

```python
def f225(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 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)
            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
```

```
f225(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 226

```python
def f226(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    items = []
    for key, count in left[:20]:
        if key in prices:
            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
```

```
f226([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 227

```python
def f227(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]))
    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
```

```
f227([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 228

```python
def f228(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]
    growth = sum((1 for pos in range(1, len(windows)) if windows[pos] >= windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f228([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 229

```python
def f229(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            charge = value * prices[group]
            selected.append((code, charge))
            totals[group] = totals.get(group, 0) + charge
            amount += charge
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': totals, 'top': [code for code, charge in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f229([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 230

```python
def f230(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]))
    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
```

```
f230([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 231

```python
def f231(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 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
```

```
f231(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 232

```python
def f232(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip(' ').upper()
    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((min(len(value), 8) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f232(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 233

```python
def f233(left, right, ignored):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()
    ignored = {normalize(value) for value in ignored}
    a = {normalize(value) for value in left} - ignored
    b = {normalize(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
```

```
f233(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 234

```python
def f234(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]
    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': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f234([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 235

```python
def f235(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[:64]) 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': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f235([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 236

```python
def f236(board):
    board = list(board)
    visited = set()
    pieces = []
    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)
            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
```

```
f236(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 237

```python
def f237(rows, keep, factors):
    rows = list(rows)
    selected = []
    totals = {}
    sumvalue = 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 str(state).lower() in {str(item).lower() for item in keep}:
            score = value * factors[group]
            selected.append((code, score))
            totals[group] = totals.get(group, 0) + score
            sumvalue += score
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(selected), 'total': sumvalue, 'groups': totals, 'top': [code for code, score in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f237([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 238

```python
def f238(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y = max(-64, min(64, y + dy))
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f238([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 239

```python
def f239(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])))
    matches = [pos for pos, value in enumerate(windows) 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': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f239([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 240

```python
def f240(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        routes.setdefault(a, []).append(b)
    levels = {start: 0} if any((start in edge for edge in edges)) else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if levels[cur] < limit:
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    queue.append(nxt)
    sequence = list(levels)
    furthest = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': sequence, 'depth': levels, 'frontier': furthest[:3], 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f240([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 241

```python
def f241(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
```

```
f241(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 242

```python
def f242(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges[:16]:
        children.setdefault(a, []).append(b)
    distance = {start: 0} if limit > 0 or limit < 0 else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(children.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    edge = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': edge, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f242([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 243

```python
def f243(left, right, banned):
    left = list(left)

    def normalize(value):
        return str(value).strip().upper()
    banned = {normalize(value) for value in banned}
    a = {normalize(value) for value in left if normalize(value) != normalize(value) or normalize(value) != ''} - banned
    b = {str(value).upper() 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
```

```
f243(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 244

```python
def f244(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count):
            x = max(-64, min(64, x + dx))
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f244([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 245

```python
def f245(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:
            items.append((key, count * prices[key] + fee))
    items.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 items[:5]], 'total': sum((value for key, value in items)), 'missing': absent, 'count': len(items)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f245([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 246

```python
def f246(rows, keep, prices):
    rows = list(rows)
    matches = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if str(state).lower() in {str(item).lower() for item in keep} and value >= 0:
            score = value * prices[group]
            matches.append((code, score))
            totals[group] = totals.get(group, 0) + score
            grand += score
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(matches), 'total': grand, 'groups': totals, 'top': [code for code, score in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f246([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 247

```python
def f247(rows, keep, prices):
    rows = list(rows)
    matches = []
    groupmap = {}
    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))
            groupmap[group] = groupmap.get(group, 0) + charge
            amount += charge
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': amount, 'groups': groupmap, 'top': [code for code, charge in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f247([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 248

```python
def f248(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
    rootsource = dict(indegree)
    complete = set()
    listing = []
    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))
        if not nextbatch:
            break
        current = nextbatch
        rounds.append(current)
        for node in current:
            complete.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 rootsource[node] == 0)), 'count': len(listing)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f248(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 249

```python
def f249(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in repeats:
                repeats.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f249([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 250

```python
def f250(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)
    complete = set()
    sequence = []
    rounds = []
    while len(complete) < len(nodes):
        nextbatch = sorted((node for node in nodes if incoming[node] == 0 and node not in complete), reverse=len(nodes) > 20)
        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]:
                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
```

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

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

### 251

```python
def f251(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 if normalize(value) != normalize(value) or normalize(value) != ''} - excluded
    b = {normalize(value) for value in right if normalize(value) != ''} - excluded
    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
```

```
f251(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 252

```python
def f252(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:
            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(items)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f252([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 253

```python
def f253(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(windows), 'hits': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f253([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 254

```python
def f254(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]
    growth = sum((1 for pos in range(1, len(windows)) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': matches, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f254([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 255

```python
def f255(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 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
```

```
f255([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 256

```python
def f256(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in crossings:
                crossings.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f256([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 257

```python
def f257(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]))
    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
```

```
f257([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 258

```python
def f258(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[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)
                        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
```

```
f258(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 259

```python
def f259(board):
    board = list(board)
    known = 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 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
```

```
f259(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 260

```python
def f260(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]
    growth = sum((1 for pos in range(1, min(65, len(windows))) if windows[pos] > windows[pos - 1]))
    returnvalue = {'sums': windows, 'best': max(windows), 'hits': indexes, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f260([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 261

```python
def f261(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x = max(-64, min(64, x + dx))
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in known and list(point) not in crossings:
                crossings.append(list(point))
            known.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f261([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 262

```python
def f262(rows, keep, factors):
    rows = list(rows)
    selected = []
    buckets = {}
    amount = 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
            amount += cost
    selected.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(selected), 'total': amount, 'groups': buckets, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f262([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 263

```python
def f263(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in edges[:16]:
        routes.setdefault(a, []).append(b)
    distance = {start: 0} if any((start in edge for edge in edges)) else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in distance and (not nxt.startswith('Z')):
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f263([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 264

```python
def f264(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    found = {(0, 0)}
    crossings = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(count % 100):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in found and list(point) not in crossings:
                crossings.append(list(point))
            found.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': crossings[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f264([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 265

```python
def f265(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 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)
                        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
```

```
f265(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 266

```python
def f266(board):
    board = list(board)
    visited = set()
    pieces = []
    for row in range(len(board)):
        for col in range(len(board[row])):
            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
```

```
f266(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 267

```python
def f267(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in repeats:
                repeats.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f267([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 268

```python
def f268(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]))
    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
```

```
f268([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 269

```python
def f269(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    repeats = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(min(count, 64)):
            x += dx
            y = max(-64, min(64, y + dy))
            used += 1
            point = (x, y)
            if point in visited and list(point) not in repeats:
                repeats.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': repeats[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f269([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 270

```python
def f270(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 = []
            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 (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.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
```

```
f270(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 271

```python
def f271(rows, keep, ratemap):
    rows = list(rows)
    matches = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        if state in keep:
            cost = value * abs(ratemap[group])
            matches.append((code, cost))
            groupmap[group] = groupmap.get(group, 0) + cost
            amount += cost
    matches.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(matches), 'total': amount, 'groups': groupmap, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f271([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 272

```python
def f272(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip().upper()
    excluded = {str(value).upper() for value in excluded}
    a = {str(value).upper() for value in left} - excluded
    b = {canon(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
```

```
f272(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 273

```python
def f273(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
    rootsource = 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), reverse=len(nodes) > 20)
        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 nextmap[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
```

```
f273(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 274

```python
def f274(rows, keep, prices):
    rows = list(rows)
    matches = []
    buckets = {}
    sumvalue = 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
            sumvalue += cost
    matches.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(matches)), 'total': sumvalue, 'groups': buckets, 'top': [code for code, cost in matches[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f274([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 275

```python
def f275(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:
        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
```

```
f275([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 276

```python
def f276(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[: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': indexes, 'rises': growth}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f276([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 277

```python
def f277(board):
    board = list(board)
    visited = set()
    regions = []
    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 = []
            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)
            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
```

```
f277(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 278

```python
def f278(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 = []
            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
```

```
f278(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 279

```python
def f279(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in edges:
        nextmap.setdefault(a, []).append(b)
    distance = {start: 0} if any((start in edge for edge in edges)) else {}
    pending = [start]
    while pending:
        cur = pending.pop(0)
        if distance[cur] < limit:
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    pending.append(nxt)
    listing = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': listing, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f279([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 280

```python
def f280(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[1]) < 2):
        routes.setdefault(a, []).append(b)
    distance = {start: 0}
    work = [start]
    while work:
        cur = work.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    work.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest[:3], 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f280([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 281

```python
def f281(board):
    board = list(board)
    found = set()
    components = []
    for row in range(len(board)):
        for col in range(len(board[0])):
            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
```

```
f281(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 282

```python
def f282(rows, keep, ratemap):
    rows = list(rows)
    kept = []
    totals = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            cost = value * abs(ratemap[group])
            kept.append((code, cost))
            totals[group] = totals.get(group, 0) + cost
            grand += cost
    kept.sort(key=lambda item: (-item[1], str(item[0]).casefold()))
    returnvalue = {'accepted': len(kept), 'total': grand, 'groups': totals, 'top': [code for code, cost in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f282([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 283

```python
def f283(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
```

```
f283(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 284

```python
def f284(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(min(64, 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
```

```
f284([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 285

```python
def f285(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()
    listing = []
    groups = []
    while len(finished) < len(nodes):
        nextbatch = 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 nextbatch:
            break
        current = nextbatch
        groups.append(current)
        for node in current:
            finished.add(node)
            listing.append(node)
        for node in current:
            for nxt in routes[node]:
                needs[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
```

```
f285(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 286

```python
def f286(rows, keep, prices):
    rows = list(rows)
    selected = []
    totals = {}
    amount = 0
    for code, group, state, value in rows:
        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
```

```
f286([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 287

```python
def f287(rows, keep, prices):
    rows = list(rows)
    selected = []
    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(prices[group])
            selected.append((code, cost))
            buckets[group] = buckets.get(group, 0) + cost
            sumvalue += cost
    selected.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(dict.fromkeys(selected)), 'total': sumvalue, 'groups': buckets, 'top': [code for code, cost in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f287([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 288

```python
def f288(left, right, excluded):
    left = list(left)

    def normalize(value):
        return str(value).strip(' \n').upper()
    excluded = {str(value).upper() for value in excluded}
    a = {str(value).upper() 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
```

```
f288(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 289

```python
def f289(values, width, limit):
    values = list(values)
    size = width
    totals = []
    for pos in range(len(values) - size + 1):
        totals.append(sum(values[pos:pos + size]))
    indexes = [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([0] + totals), 'hits': indexes, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f289([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 290

```python
def f290(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        nextmap.setdefault(a, []).append(b)
    distance = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < limit:
            for nxt in sorted(nextmap.get(cur, []))[:20]:
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    result = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': result, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f290([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 291

```python
def f291(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    known = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves[:20]:
        dx, dy = step[direction]
        for turn in range(min(count, 3 + (count - count))):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in known and list(point) not in returns:
                returns.append(list(point))
            known.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f291([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1)])
```

```
{"bounds":[-4,0,8,8],"end":[8,8],"far":16,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":36}
```

### 292

```python
def f292(nodes, edges):
    nodes = list(nodes)
    needs = {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)
        needs[b] += 1
    rootsource = dict(needs)
    finished = set()
    sequence = []
    layers = []
    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[: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 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
```

```
f292(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 293

```python
def f293(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count):
            x += dx
            y += dy
            used = min(64, used + 1)
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, min(20, abs(x) + abs(y)))
            lowx, highx = (min(lowx, x), max(highx, x))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f293([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 294

```python
def f294(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        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(selected), 'total': amount, 'groups': groupmap, 'top': [code for code, score in selected[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f294([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":108,"north":350,"south":235},"top":["DL23","DL86","CX60"],"total":979}
```

### 295

```python
def f295(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in edges:
        nextmap.setdefault(a, []).append(b)
    steps = {start: 0}
    work = [start]
    while work:
        cur = work.pop(0)
        if steps[cur] < limit:
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in steps and (not nxt.startswith('Z')):
                    steps[nxt] = steps[cur] + 1
                    work.append(nxt)
    listing = list(steps)
    furthest = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': listing, 'depth': steps, 'frontier': furthest[:3], 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f295([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 296

```python
def f296(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([0] + windows), 'hits': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f296([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 297

```python
def f297(edges, start, limit):
    edges = list(edges)
    nextmap = {}
    for a, b in (edge for edge in edges if edge[0] <= edge[1]):
        nextmap.setdefault(a, []).append(b)
    steps = {start: 0} if any((start in edge for edge in edges)) else {}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if steps[cur] < limit:
            for nxt in (node for node in sorted(nextmap.get(cur, [])) if len(str(node)) == 1):
                if nxt not in steps:
                    steps[nxt] = steps[cur] + 1
                    queue.append(nxt)
    sequence = list(steps)
    lastlevel = sorted((node for node in steps if steps[node] == max(steps.values())))
    returnvalue = {'order': sequence, 'depth': steps, 'frontier': lastlevel, 'count': len(steps)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f297([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'C', 3)
```

```
{"count":3,"depth":{"C":0,"F":1,"H":2},"frontier":["H"],"order":["C","F","H"]}
```

### 298

```python
def f298(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:
            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({key for key, value in matched})}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f298([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 299

```python
def f299(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)
                        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
```

```
f299(['....#.', '..#.#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[2,0],[4,2],[0,4],[1,2],[5,5]],"count":6,"filled":15,"sizes":[5,3,3,2,1,1]}
```

### 300

```python
def f300(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
```

```
f300(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 301

```python
def f301(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]))
    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
```

```
f301([('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",34],["CX",22]],"missing":["AN","DL","GQ"],"total":267}
```

### 302

```python
def f302(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 if canon(value) != ''} - 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
```

```
f302(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], ['delta'])
```

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

### 303

```python
def f303(edges, start, limit):
    edges = list(edges)
    routes = {}
    for a, b in (edge for edge in edges if len(edge[0]) < 2):
        routes.setdefault(a, []).append(b)
    distance = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if distance[cur] < min(limit, 3):
            for nxt in sorted(routes.get(cur, [])):
                if nxt not in distance:
                    distance[nxt] = distance[cur] + 1
                    queue.append(nxt)
    sequence = list(distance)
    furthest = sorted((node for node in distance if distance[node] == max(distance.values())))
    returnvalue = {'order': sequence, 'depth': distance, 'frontier': furthest, 'count': len(distance)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f303([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 304

```python
def f304(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)
    handled = set()
    sequence = []
    layers = []
    while len(handled) < len(nodes):
        available = sorted((node for node in nodes if indegree[node] == 0 and node not in handled), reverse=len(nodes) > 20)
        if not available:
            break
        current = available
        layers.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': layers, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f304(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 305

```python
def f305(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[:64]) 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': positions, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f305([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 306

```python
def f306(edges, start, limit):
    edges = list(edges)
    children = {}
    for a, b in edges:
        children.setdefault(a, []).append(b)
    levels = {start: 0}
    queue = [start]
    while queue:
        cur = queue.pop(0)
        if levels[cur] < limit:
            for nxt in (node for node in sorted(children.get(cur, [])) if len(str(node)) == 1):
                if nxt not in levels:
                    levels[nxt] = levels[cur] + 1
                    queue.append(nxt)
    sequence = list(levels)
    edge = sorted((node for node in levels if levels[node] == max(levels.values())))
    returnvalue = {'order': sequence, 'depth': levels, 'frontier': edge, 'count': len(levels)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f306([('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F'), ('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')], 'H', 3)
```

```
{"count":1,"depth":{"H":0},"frontier":["H"],"order":["H"]}
```

### 307

```python
def f307(board):
    board = list(board)
    visited = set()
    regions = []
    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 = []
            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)
                        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
```

```
f307(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 308

```python
def f308(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 = []
    groups = []
    while len(complete) < len(nodes) and len(complete) < 20:
        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
        groups.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': groups, 'roots': sorted((node for node in nodes if startdegree[node] == 0)), 'count': len(sequence)}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f308(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth')])
```

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

### 309

```python
def f309(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) if value >= limit]
    increases = 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': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f309([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 310

```python
def f310(rows, keep, prices):
    rows = list(rows)
    kept = []
    buckets = {}
    grand = 0
    for code, group, state, value in rows:
        if state in keep and value >= 0:
            charge = value * abs(prices[group])
            kept.append((code, charge))
            buckets[group] = buckets.get(group, 0) + charge
            grand += charge
    kept.sort(key=lambda item: (-item[1], item[0]))
    returnvalue = {'accepted': len(kept), 'total': grand, 'groups': buckets, 'top': [code for code, charge in kept[:3]]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f310([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 311

```python
def f311(moves):
    moves = list(moves)
    step = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
    x = 0
    y = 0
    visited = {(0, 0)}
    returns = []
    far = 0
    lowx = highx = lowy = highy = 0
    used = 0
    for direction, count in moves:
        dx, dy = step[direction]
        for turn in range(count % 100):
            x += dx
            y += dy
            used += 1
            point = (x, y)
            if point in visited and list(point) not in returns:
                returns.append(list(point))
            visited.add(point)
            far = max(far, abs(x) + abs(y))
            lowx, highx = (max(-64, min(lowx, x)), min(64, max(highx, x)))
            lowy, highy = (min(lowy, y), max(highy, y))
    returnvalue = {'end': [x, y], 'far': far, 'revisits': returns[:5], 'bounds': [lowx, lowy, highx, highy], 'steps': used}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f311([('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3), ('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2)])
```

```
{"bounds":[-4,0,8,8],"end":[6,7],"far":15,"revisits":[[-2,0],[-3,0],[0,6],[0,4],[0,5]],"steps":37}
```

### 312

```python
def f312(rows, keep, ratemap):
    rows = list(rows)
    selected = []
    groupmap = {}
    amount = 0
    for code, group, state, value in rows:
        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(selected), 'total': amount, 'groups': groupmap, 'top': list(dict.fromkeys((code for code, score in selected)))[:3]}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f312([('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23), ('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3)], ['ready', 'checked'], {'north': 7, 'south': 5, 'core': 11, 'edge': 3})
```

```
{"accepted":10,"groups":{"core":286,"edge":111,"north":336,"south":235},"top":["DL23","DL86","CX60"],"total":968}
```

### 313

```python
def f313(values, width, limit):
    values = list(values)
    size = width
    windows = []
    for pos in range(min(64, 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
```

```
f313([9, 5, 9, 11, 9, 18, 7, 17, 21, 8, 6, 4, 7, 21, 16], 4, 54)
```

```
{"best":63,"hits":[5],"rises":5,"sums":[34,34,47,45,51,63,53,52,39,25,38,48]}
```

### 314

```python
def f314(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
```

```
f314(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 315

```python
def f315(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()
    result = []
    layers = []
    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
        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
```

```
f315(['proxy', 'worker', 'jobs', 'db', 'cache', 'api', 'auth', 'ui'], [('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs'), ('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache')])
```

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

### 316

```python
def f316(left, right, fee):
    left = list(left)
    prices = {}
    for name0, rate0 in right:
        if name0 not in prices:
            prices[name0] = rate0
    items = []
    for key, count in left:
        if key in prices:
            items.append((key, count * prices[key] + fee))
    items.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 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
```

```
f316([('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9), ('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9)], [('BR', 4), ('CX', 5), ('EV', 10), ('FP', 10), ('HR', 5)], 2)
```

```
{"count":5,"items":[["EV",92],["FP",72],["HR",47],["BR",26],["CX",22]],"missing":["AN","DL","GQ"],"total":259}
```

### 317

```python
def f317(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) 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': matches, 'rises': increases}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f317([9, 5, 9, 11, 13, 18, 7, 17, 21, 8, 6, 4, 7, 18, 16], 4, 53)
```

```
{"best":63,"hits":[4,5,6],"rises":6,"sums":[34,38,51,49,55,63,53,52,39,25,35,45]}
```

### 318

```python
def f318(board):
    board = list(board)
    found = set()
    pieces = []
    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 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 (nxt[1] < 12) and (board[nxt[0]][nxt[1]] == '#') and (nxt not in found):
                        found.add(nxt)
                        if len(found) >= 100:
                            continue
                        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
```

```
f318(['...##.', '....#.', '#..#.#', '##.###', '..#...', '.##..#'])
```

```
{"anchors":[[2,3],[0,3],[2,0],[4,2],[5,5]],"count":5,"filled":15,"sizes":[5,3,3,3,1]}
```

### 319

```python
def f319(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
    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
```

```
f319(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### 320

```python
def f320(left, right, excluded):
    left = list(left)

    def canon(value):
        return str(value).strip(' \n').upper()
    excluded = {canon(value) for value in excluded}
    a = {canon(value) for value in left} - excluded
    b = {str(value).upper() 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((len(value) for value in both))}
    output = dict()
    output.update(returnvalue)
    return output
```

```
f320(['GARNET', 'helium', 'BLUE', ' Amber', 'delta', 'Ember', 'Ember'], ['delta', 'ivory', 'Ember', 'BLUE', 'frost', 'GARNET', 'Ember'], [' Amber'])
```

```
{"all":["BLUE","DELTA","EMBER","FROST","GARNET","HELIUM","IVORY"],"both":["BLUE","DELTA","EMBER","GARNET"],"left":["HELIUM"],"right":["FROST","IVORY"],"score":20}
```

### Final Query

Give me the output of the final query without executing it!

```python
import json, re
from collections import deque
out = {}
edges = list((('A', 'C'), ('A', 'B'), ('B', 'D'), ('B', 'E'), ('C', 'F')) + (('D', 'G'), ('E', 'G'), ('F', 'H'), ('G', 'A')))
start = 'H'
limit = 3
links = {}
for edge in edges:
    links.setdefault(edge[0], []).append(edge[1])
distance = {start: 0}
queue = deque([start])
while queue:
    node = queue.popleft()
    if distance[node] == limit:
        continue
    for child in sorted(links.get(node, [])):
        if child in distance:
            continue
        distance[child] = distance[node] + 1
        queue.append(child)
furthest = max(distance.values())
record = {'aa': list(distance), 'bb': distance, 'cc': sorted((node for node in distance if distance[node] == furthest)), 'dd': len(distance)}
signal = record['dd']
route = signal
cases = {
    1: list(('....#.', '..#.#.', '#..#.#') + ('##.###', '..#...', '.##..#')),
    3: 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)}
token = record['dd']
keep = list(('ready',) + ('checked',))
rates = dict((('north', 7),) + (('south', 5), ('core', 11), ('edge', 3)))
route = signal
cases = {
    3: list((('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 10), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23)) + (('CX38', 'edge', 'checked', 25), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3))),
    1: list((('BR16', 'north', 'checked', 8), ('CX53', 'north', 'checked', 12), ('DL90', 'north', 'ready', 14), ('DL27', 'south', 'hold', 12), ('CX64', 'north', 'ready', 16), ('DL01', 'core', 'hold', 23)) + (('CX38', 'edge', 'checked', 24), ('CX75', 'core', 'checked', 10), ('DL12', 'core', 'hold', 24), ('CX49', 'edge', 'ready', 12), ('DL86', 'south', 'ready', 24), ('DL23', 'core', 'ready', 16), ('CX60', 'south', 'ready', 23), ('BR97', 'south', 'hold', 3))),
}
rows = 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}
memo = record['bb']
left = list(('GARNET', 'helium', 'BLUE', ' Amber') + ('delta', 'Ember', 'Ember'))
right = list(('delta', 'ivory', 'Ember', 'BLUE') + ('frost', 'GARNET', 'Ember'))
route = (token, memo)
cases = {
    (6, 979): [' Amber'],
    (6, 968): ['delta'],
    (5, 979): ['delta'],
    (5, 968): ['delta'],
}
blocked = 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))}
clue = record['ee']
right = list((('BR', 4), ('CX', 5)) + (('EV', 10), ('FP', 10), ('HR', 5)))
fee = 2
route = clue
cases = {
    15: list((('AN', 3), ('BR', 8), ('CX', 4), ('DL', 8)) + (('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9))),
    20: list((('AN', 3), ('BR', 6), ('CX', 4), ('DL', 9)) + (('EV', 9), ('FP', 7), ('GQ', 2), ('HR', 9))),
}
left = 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)}
stamp = record['bb']
route = stamp
cases = {
    259: list((('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3)) + (('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('N', 1))),
    267: list((('W', 3), ('E', 1), ('W', 2), ('N', 3), ('E', 2), ('N', 3), ('E', 3)) + (('W', 1), ('S', 3), ('N', 2), ('E', 3), ('N', 3), ('S', 1), ('E', 2), ('E', 3), ('W', 2))),
}
moves = cases[route]
delta = {'N': (0, 1), 'E': (1, 0), 'S': (0, -1), 'W': (-1, 0)}
points = [[0, 0]]
for direction, count in moves:
    dx, dy = delta[direction]
    for turn in range(count):
        points.append([points[-1][0] + dx, points[-1][1] + dy])
seen = set()
revisits = []
for point in points:
    key = tuple(point)
    if key in seen and point not in revisits:
        revisits.append(point)
    seen.add(key)
record = {'aa': points[-1], 'bb': max((abs(point[0]) + abs(point[1]) for point in points)), 'cc': revisits[:5], 'dd': [min((point[0] for point in points)), min((point[1] for point in points)), max((point[0] for point in points)), max((point[1] for point in points))], 'ee': len(points) - 1}
ticket = record['bb']
nodes = list(('proxy', 'worker', 'jobs', 'db', 'cache') + ('api', 'auth', 'ui'))
route = ticket
cases = {
    15: list((('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs')) + (('jobs', 'worker'), ('auth', 'proxy'), ('cache', 'auth'))),
    16: list((('auth', 'api'), ('db', 'api'), ('cache', 'api'), ('api', 'ui'), ('db', 'jobs')) + (('jobs', 'worker'), ('auth', 'proxy'), ('db', 'cache'))),
}
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)}
badge = record['aa'][0]
width = 4
route = badge
cases = {
    'auth': (list((9, 5, 9, 11, 13, 18, 7) + (17, 21, 8, 6, 4, 7, 18, 16)), 53),
    'cache': (list((9, 5, 9, 11, 9, 18, 7) + (17, 21, 8, 6, 4, 7, 21, 16)), 54),
}
values, limit = 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['bb'] = record['bb']
out['cc'] = record['cc']
out['dd'] = record['dd']
print(json.dumps(out, separators=(",", ":"), sort_keys=True))
```