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- generate_graphs.py +254 -0
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2C_patterns.md
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generate_graphs.py
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| 1 |
+
import os
|
| 2 |
+
import matplotlib.pyplot as plt
|
| 3 |
+
import matplotlib.patches as patches
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| 4 |
+
import math
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| 5 |
+
|
| 6 |
+
os.makedirs('images', exist_ok=True)
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| 7 |
+
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| 8 |
+
candle_types = ['Bull_1', 'Bull_2', 'Bull_3', 'Bull_4', 'Bear_1', 'Bear_2', 'Bear_3', 'Bear_4']
|
| 9 |
+
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| 10 |
+
alignments = ['GAP_UP', 'GAP_DOWN', 'ENGULFING', 'HARAMI', 'EQUAL_HIGH', 'EQUAL_LOW', 'MEETING_LINES', 'OVERLAP_UPPER', 'OVERLAP_LOWER', 'PIERCING_CLOUD']
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| 11 |
+
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| 12 |
+
def get_base_candle(c_type, base_y=50.0, body_size=10.0, wick_size=5.0):
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| 13 |
+
half_body = body_size / 2.0
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| 14 |
+
top_body = base_y + half_body
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| 15 |
+
bot_body = base_y - half_body
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| 16 |
+
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| 17 |
+
if c_type == 'Bull_1': # H > C > O > L
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| 18 |
+
return (bot_body, top_body + wick_size, bot_body - wick_size, top_body)
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| 19 |
+
elif c_type == 'Bull_2': # C=H > O > L
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| 20 |
+
return (bot_body, top_body, bot_body - wick_size, top_body)
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| 21 |
+
elif c_type == 'Bull_3': # H > C > O=L
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| 22 |
+
return (bot_body, top_body + wick_size, bot_body, top_body)
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| 23 |
+
elif c_type == 'Bull_4': # C=H > O=L
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| 24 |
+
return (bot_body, top_body, bot_body, top_body)
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| 25 |
+
elif c_type == 'Bear_1': # H > O > C > L
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| 26 |
+
return (top_body, top_body + wick_size, bot_body - wick_size, bot_body)
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| 27 |
+
elif c_type == 'Bear_2': # H > O > C=L
|
| 28 |
+
return (top_body, top_body + wick_size, bot_body, bot_body)
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| 29 |
+
elif c_type == 'Bear_3': # H=O > C > L
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| 30 |
+
return (top_body, top_body, bot_body - wick_size, bot_body)
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| 31 |
+
elif c_type == 'Bear_4': # H=O > C=L
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| 32 |
+
return (top_body, top_body, bot_body, bot_body)
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| 33 |
+
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| 34 |
+
def get_c2(type1, align, type2):
|
| 35 |
+
c1_body_size = 10.0
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| 36 |
+
c1_wick_size = 5.0
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| 37 |
+
O1, H1, L1, C1 = get_base_candle(type1, 50.0, c1_body_size, c1_wick_size)
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| 38 |
+
top1 = max(O1, C1)
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| 39 |
+
bot1 = min(O1, C1)
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| 40 |
+
mid1 = (O1 + C1) / 2.0
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| 41 |
+
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| 42 |
+
c2_body_size = 10.0
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| 43 |
+
c2_wick_size = 5.0
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| 44 |
+
base_y = 50.0
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| 45 |
+
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| 46 |
+
if align == 'GAP_UP':
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| 47 |
+
base_y = H1 + c2_body_size/2.0 + c2_wick_size + 2.0
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| 48 |
+
elif align == 'GAP_DOWN':
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| 49 |
+
base_y = L1 - c2_body_size/2.0 - c2_wick_size - 2.0
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| 50 |
+
elif align == 'ENGULFING':
|
| 51 |
+
c2_body_size = c1_body_size * 1.5
|
| 52 |
+
c2_wick_size = c1_wick_size * 1.5
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| 53 |
+
base_y = mid1
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| 54 |
+
elif align == 'HARAMI':
|
| 55 |
+
c2_body_size = c1_body_size * 0.5
|
| 56 |
+
c2_wick_size = c1_wick_size * 0.5
|
| 57 |
+
base_y = mid1
|
| 58 |
+
elif align == 'EQUAL_HIGH':
|
| 59 |
+
_, H2_test, _, _ = get_base_candle(type2, 50.0, c2_body_size, c2_wick_size)
|
| 60 |
+
base_y = 50.0 + (H1 - H2_test)
|
| 61 |
+
elif align == 'EQUAL_LOW':
|
| 62 |
+
_, _, L2_test, _ = get_base_candle(type2, 50.0, c2_body_size, c2_wick_size)
|
| 63 |
+
base_y = 50.0 + (L1 - L2_test)
|
| 64 |
+
elif align == 'MEETING_LINES':
|
| 65 |
+
_, _, _, C2_test = get_base_candle(type2, 50.0, c2_body_size, c2_wick_size)
|
| 66 |
+
base_y = 50.0 + (C1 - C2_test)
|
| 67 |
+
elif align == 'OVERLAP_UPPER':
|
| 68 |
+
base_y = top1
|
| 69 |
+
elif align == 'OVERLAP_LOWER':
|
| 70 |
+
base_y = bot1
|
| 71 |
+
elif align == 'PIERCING_CLOUD':
|
| 72 |
+
c2_body_size = 18.0
|
| 73 |
+
base_y = mid1 + 4.0
|
| 74 |
+
|
| 75 |
+
return get_base_candle(type2, base_y, c2_body_size, c2_wick_size)
|
| 76 |
+
|
| 77 |
+
def is_bullish(O, C): return C > O
|
| 78 |
+
def is_bearish(O, C): return C < O
|
| 79 |
+
|
| 80 |
+
def determine_standard_name(c1_type, O1, H1, L1, C1, c2_type, O2, H2, L2, C2):
|
| 81 |
+
is_bull1 = is_bullish(O1, C1)
|
| 82 |
+
is_bear1 = is_bearish(O1, C1)
|
| 83 |
+
is_bull2 = is_bullish(O2, C2)
|
| 84 |
+
is_bear2 = is_bearish(O2, C2)
|
| 85 |
+
|
| 86 |
+
mid1 = (O1 + C1) / 2.0
|
| 87 |
+
names = []
|
| 88 |
+
|
| 89 |
+
if is_bear1 and is_bull2 and (O2 <= C1 and C2 >= O1) and (O2 < C1 or C2 > O1):
|
| 90 |
+
names.append("Bullish Engulfing")
|
| 91 |
+
elif is_bull1 and is_bear2 and (O2 >= C1 and C2 <= O1) and (O2 > C1 or C2 < O1):
|
| 92 |
+
names.append("Bearish Engulfing")
|
| 93 |
+
|
| 94 |
+
if is_bear1 and is_bull2 and (O2 >= C1 and C2 <= O1) and (O2 > C1 or C2 < O1):
|
| 95 |
+
names.append("Bullish Harami")
|
| 96 |
+
elif is_bull1 and is_bear2 and (O2 <= C1 and C2 >= O1) and (O2 < C1 or C2 > O1):
|
| 97 |
+
names.append("Bearish Harami")
|
| 98 |
+
|
| 99 |
+
if is_bear1 and is_bull2 and O2 < L1 and C2 > mid1 and C2 < O1:
|
| 100 |
+
names.append("Piercing Line")
|
| 101 |
+
|
| 102 |
+
if is_bull1 and is_bear2 and O2 > H1 and C2 < mid1 and C2 > O1:
|
| 103 |
+
names.append("Dark Cloud Cover")
|
| 104 |
+
|
| 105 |
+
if is_bear1 and is_bull2 and O2 > O1 and L2 > H1 and c1_type == 'Bear_4' and c2_type == 'Bull_4':
|
| 106 |
+
names.append("Bullish Kicking")
|
| 107 |
+
if is_bull1 and is_bear2 and O2 < O1 and H2 < L1 and c1_type == 'Bull_4' and c2_type == 'Bear_4':
|
| 108 |
+
names.append("Bearish Kicking")
|
| 109 |
+
|
| 110 |
+
if is_bear1 and is_bull2 and abs(L1 - L2) < 0.05:
|
| 111 |
+
names.append("Tweezer Bottom")
|
| 112 |
+
if is_bull1 and is_bear2 and abs(H1 - H2) < 0.05:
|
| 113 |
+
names.append("Tweezer Top")
|
| 114 |
+
|
| 115 |
+
if is_bear1 and is_bull2 and abs(C1 - C2) < 0.05 and O2 < C1:
|
| 116 |
+
names.append("Bullish Meeting Lines")
|
| 117 |
+
if is_bull1 and is_bear2 and abs(C1 - C2) < 0.05 and O2 > C1:
|
| 118 |
+
names.append("Bearish Meeting Lines")
|
| 119 |
+
|
| 120 |
+
if is_bear1 and is_bull2 and O2 < L1 and C2 < mid1 and C2 > C1:
|
| 121 |
+
names.append("Thrusting")
|
| 122 |
+
|
| 123 |
+
if is_bear1 and is_bull2 and O2 < L1 and abs(C2 - C1) < 0.05:
|
| 124 |
+
names.append("In Neck")
|
| 125 |
+
|
| 126 |
+
if is_bear1 and is_bull2 and O2 < L1 and abs(C2 - L1) < 0.05:
|
| 127 |
+
names.append("On Neck")
|
| 128 |
+
|
| 129 |
+
return ", ".join(names) if names else "-"
|
| 130 |
+
|
| 131 |
+
def draw_candle(ax, x, O, H, L, C):
|
| 132 |
+
color = 'green' if C > O else 'red'
|
| 133 |
+
ax.plot([x, x], [L, H], color=color, linewidth=2)
|
| 134 |
+
top = max(O, C)
|
| 135 |
+
bottom = min(O, C)
|
| 136 |
+
height = top - bottom
|
| 137 |
+
rect = patches.Rectangle((x - 0.3, bottom), 0.6, height, linewidth=1, edgecolor=color, facecolor=color)
|
| 138 |
+
ax.add_patch(rect)
|
| 139 |
+
|
| 140 |
+
def get_pattern_desc(align):
|
| 141 |
+
descriptions = {
|
| 142 |
+
'GAP_UP': 'C2 completely above C1',
|
| 143 |
+
'GAP_DOWN': 'C2 completely below C1',
|
| 144 |
+
'ENGULFING': 'C2 body engulfs C1 body',
|
| 145 |
+
'HARAMI': 'C2 body inside C1 body',
|
| 146 |
+
'EQUAL_HIGH': 'Higher shadow matches exactly',
|
| 147 |
+
'EQUAL_LOW': 'Lower shadow matches exactly',
|
| 148 |
+
'MEETING_LINES': 'Close of C2 matches Close of C1',
|
| 149 |
+
'OVERLAP_UPPER': 'C2 centered on C1 High/Open',
|
| 150 |
+
'OVERLAP_LOWER': 'C2 centered on C1 Low/Close',
|
| 151 |
+
'PIERCING_CLOUD': 'Large gap and heavy overlap'
|
| 152 |
+
}
|
| 153 |
+
return descriptions.get(align, align)
|
| 154 |
+
|
| 155 |
+
def get_candle_logic(c_type, suffix):
|
| 156 |
+
if c_type == 'Bull_1':
|
| 157 |
+
return f"H{suffix} > C{suffix} & O{suffix} & L{suffix} <br> C{suffix} > O{suffix} & L{suffix} <br> O{suffix} > L{suffix}"
|
| 158 |
+
elif c_type == 'Bull_2':
|
| 159 |
+
return f"(C{suffix} = H{suffix}) > O{suffix} & L{suffix} <br> C{suffix} > O{suffix} & L{suffix} <br> O{suffix} > L{suffix}"
|
| 160 |
+
elif c_type == 'Bull_3':
|
| 161 |
+
return f"H{suffix} > C{suffix} & O{suffix} & L{suffix} <br> C{suffix} > O{suffix} & L{suffix} <br> O{suffix} = L{suffix}"
|
| 162 |
+
elif c_type == 'Bull_4':
|
| 163 |
+
return f"(C{suffix} = H{suffix}) > O{suffix} & L{suffix} <br> C{suffix} > O{suffix} & L{suffix} <br> O{suffix} = L{suffix}"
|
| 164 |
+
elif c_type == 'Bear_1':
|
| 165 |
+
return f"L{suffix} < C{suffix} & O{suffix} & H{suffix} <br> C{suffix} < O{suffix} & H{suffix} <br> O{suffix} < H{suffix}"
|
| 166 |
+
elif c_type == 'Bear_2':
|
| 167 |
+
return f"(C{suffix} = L{suffix}) < O{suffix} & H{suffix} <br> C{suffix} < O{suffix} & H{suffix} <br> O{suffix} < H{suffix}"
|
| 168 |
+
elif c_type == 'Bear_3':
|
| 169 |
+
return f"L{suffix} < C{suffix} & O{suffix} & H{suffix} <br> C{suffix} < O{suffix} & H{suffix} <br> O{suffix} = H{suffix}"
|
| 170 |
+
elif c_type == 'Bear_4':
|
| 171 |
+
return f"(C{suffix} = L{suffix}) < O{suffix} & H{suffix} <br> C{suffix} < O{suffix} & H{suffix} <br> O{suffix} = H{suffix}"
|
| 172 |
+
return ""
|
| 173 |
+
|
| 174 |
+
def get_alignment_logic(align):
|
| 175 |
+
if align == 'GAP_UP': return "L_C0 > H_C-1"
|
| 176 |
+
if align == 'GAP_DOWN': return "H_C0 < L_C-1"
|
| 177 |
+
if align == 'ENGULFING': return "(max(O_C0, C_C0) > max(O_C-1, C_C-1)) & (min(O_C0, C_C0) < min(O_C-1, C_C-1))"
|
| 178 |
+
if align == 'HARAMI': return "(max(O_C0, C_C0) < max(O_C-1, C_C-1)) & (min(O_C0, C_C0) > min(O_C-1, C_C-1))"
|
| 179 |
+
if align == 'EQUAL_HIGH': return "H_C0 = H_C-1"
|
| 180 |
+
if align == 'EQUAL_LOW': return "L_C0 = L_C-1"
|
| 181 |
+
if align == 'MEETING_LINES': return "C_C0 = C_C-1"
|
| 182 |
+
if align == 'OVERLAP_UPPER': return "((O_C0 + C_C0) / 2) = max(O_C-1, C_C-1)"
|
| 183 |
+
if align == 'OVERLAP_LOWER': return "((O_C0 + C_C0) / 2) = min(O_C-1, C_C-1)"
|
| 184 |
+
if align == 'PIERCING_CLOUD': return "(O_C0 > H_C-1) & (C_C0 < ((O_C-1 + C_C-1)/2))"
|
| 185 |
+
return ""
|
| 186 |
+
|
| 187 |
+
def get_logic_string(c1_type, align, c2_type):
|
| 188 |
+
lines1 = get_candle_logic(c1_type, "_C-1")
|
| 189 |
+
lines2 = get_candle_logic(c2_type, "_C0")
|
| 190 |
+
align_rule = get_alignment_logic(align)
|
| 191 |
+
return f"{{ <br> {lines1} <br> {lines2} <br> {align_rule} <br> }}"
|
| 192 |
+
|
| 193 |
+
patterns = []
|
| 194 |
+
|
| 195 |
+
# Generate all patterns
|
| 196 |
+
for t1 in candle_types:
|
| 197 |
+
for align in alignments:
|
| 198 |
+
for t2 in candle_types:
|
| 199 |
+
patterns.append((t1, align, t2))
|
| 200 |
+
|
| 201 |
+
total_patterns = len(patterns)
|
| 202 |
+
patterns_per_img = 10
|
| 203 |
+
|
| 204 |
+
markdown_lines = []
|
| 205 |
+
markdown_lines.append("# Complete 2-Candle Patterns")
|
| 206 |
+
markdown_lines.append("")
|
| 207 |
+
markdown_lines.append("| Code_Name | Pattern_Description | Pattern_Logic | Standard_Name | Image Reference |")
|
| 208 |
+
markdown_lines.append("|---|---|---|---|---|")
|
| 209 |
+
|
| 210 |
+
for i in range(0, total_patterns, patterns_per_img):
|
| 211 |
+
batch = patterns[i:i+patterns_per_img]
|
| 212 |
+
|
| 213 |
+
fig, axes = plt.subplots(2, 5, figsize=(20, 8))
|
| 214 |
+
fig.subplots_adjust(hspace=0.4, wspace=0.3)
|
| 215 |
+
axes = axes.flatten()
|
| 216 |
+
|
| 217 |
+
for ax in axes:
|
| 218 |
+
ax.set_visible(False)
|
| 219 |
+
|
| 220 |
+
for j, (t1, align, t2) in enumerate(batch):
|
| 221 |
+
ax = axes[j]
|
| 222 |
+
ax.set_visible(True)
|
| 223 |
+
|
| 224 |
+
O1, H1, L1, C1 = get_base_candle(t1, 50.0, 10.0, 5.0)
|
| 225 |
+
O2, H2, L2, C2 = get_c2(t1, align, t2)
|
| 226 |
+
|
| 227 |
+
draw_candle(ax, 1, O1, H1, L1, C1)
|
| 228 |
+
draw_candle(ax, 2, O2, H2, L2, C2)
|
| 229 |
+
|
| 230 |
+
min_y = min(L1, L2) - 5
|
| 231 |
+
max_y = max(H1, H2) + 5
|
| 232 |
+
ax.set_ylim(min_y, max_y)
|
| 233 |
+
ax.set_xlim(0, 3)
|
| 234 |
+
ax.set_xticks([])
|
| 235 |
+
ax.set_yticks([])
|
| 236 |
+
|
| 237 |
+
code_name = f"{t1}_{align}_{t2}"
|
| 238 |
+
std_name = determine_standard_name(t1, O1, H1, L1, C1, t2, O2, H2, L2, C2)
|
| 239 |
+
desc = get_pattern_desc(align)
|
| 240 |
+
|
| 241 |
+
ax.set_title(f"{code_name}\n({std_name})", fontsize=9)
|
| 242 |
+
|
| 243 |
+
img_name = f"plot_{i//patterns_per_img + 1}.png"
|
| 244 |
+
logic_str = get_logic_string(t1, align, t2)
|
| 245 |
+
markdown_lines.append(f"| {code_name} | {desc} | {logic_str} | {std_name} | {img_name} |")
|
| 246 |
+
|
| 247 |
+
img_path = os.path.join('images', img_name)
|
| 248 |
+
plt.savefig(img_path, bbox_inches='tight')
|
| 249 |
+
plt.close(fig)
|
| 250 |
+
|
| 251 |
+
with open('2C_patterns.md', 'w') as f:
|
| 252 |
+
f.write("\n".join(markdown_lines))
|
| 253 |
+
|
| 254 |
+
print(f"Generated {total_patterns} patterns and saved to images folder. MD written to 2C_patterns.md")
|
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