Create salvage_lookup.py
Browse files- salvage_lookup.py +81 -0
salvage_lookup.py
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# salvage_lookup.py
|
| 2 |
+
from typing import Dict, Tuple, Optional
|
| 3 |
+
from salvage_table_data import SALVAGE_TABLE
|
| 4 |
+
|
| 5 |
+
def _interp(x: float, x0: float, x1: float, y0: float, y1: float) -> float:
|
| 6 |
+
if x0 == x1:
|
| 7 |
+
return y0
|
| 8 |
+
# linear interpolation (also used for gentle extrapolation)
|
| 9 |
+
return y0 + (y1 - y0) * ((x - x0) / (x1 - x0))
|
| 10 |
+
|
| 11 |
+
def _interp_age(col: Dict[int, float], age: float) -> float:
|
| 12 |
+
"""Interpolate salvage over age (1..20). Extrapolate softly outside."""
|
| 13 |
+
if not col:
|
| 14 |
+
return 0.20 # safety
|
| 15 |
+
ages = sorted(col.keys()) # [1..20]
|
| 16 |
+
if age <= ages[0]:
|
| 17 |
+
# extrapolate with slope of first segment
|
| 18 |
+
a0, a1 = ages[0], ages[1]
|
| 19 |
+
return _interp(age, a0, a1, col[a0], col[a1])
|
| 20 |
+
if age >= ages[-1]:
|
| 21 |
+
a0, a1 = ages[-2], ages[-1]
|
| 22 |
+
return _interp(age, a0, a1, col[a0], col[a1])
|
| 23 |
+
# bracket
|
| 24 |
+
for i in range(len(ages) - 1):
|
| 25 |
+
a0, a1 = ages[i], ages[i+1]
|
| 26 |
+
if a0 <= age <= a1:
|
| 27 |
+
return _interp(age, a0, a1, col[a0], col[a1])
|
| 28 |
+
return list(col.values())[-1]
|
| 29 |
+
|
| 30 |
+
def _bands_for(machine_class: str):
|
| 31 |
+
# tractors have {200,400,600}; combines/forage {100,300,500}
|
| 32 |
+
keys = sorted(SALVAGE_TABLE[machine_class].keys())
|
| 33 |
+
return keys
|
| 34 |
+
|
| 35 |
+
def get_salvage_fraction(machine_class: str, annual_hours: float, age_years: float) -> Optional[float]:
|
| 36 |
+
"""
|
| 37 |
+
Bilinear interpolation across annual hours band and age.
|
| 38 |
+
Returns salvage as a fraction of new list price (e.g., 0.31).
|
| 39 |
+
"""
|
| 40 |
+
if machine_class not in SALVAGE_TABLE:
|
| 41 |
+
return None
|
| 42 |
+
table = SALVAGE_TABLE[machine_class]
|
| 43 |
+
bands = _bands_for(machine_class)
|
| 44 |
+
|
| 45 |
+
# choose bracketing hour bands (soft extrapolation at ends)
|
| 46 |
+
if annual_hours <= bands[0]:
|
| 47 |
+
lo, hi = bands[0], bands[1] if len(bands) > 1 else bands[0]
|
| 48 |
+
elif annual_hours >= bands[-1]:
|
| 49 |
+
lo, hi = bands[-2], bands[-1] if len(bands) > 1 else bands[0]
|
| 50 |
+
else:
|
| 51 |
+
lo, hi = None, None
|
| 52 |
+
for i in range(len(bands) - 1):
|
| 53 |
+
if bands[i] <= annual_hours <= bands[i+1]:
|
| 54 |
+
lo, hi = bands[i], bands[i+1]
|
| 55 |
+
break
|
| 56 |
+
if lo is None: # fallback
|
| 57 |
+
lo, hi = bands[0], bands[-1]
|
| 58 |
+
|
| 59 |
+
# age-interp in each column
|
| 60 |
+
s_lo = _interp_age(table[lo], age_years)
|
| 61 |
+
s_hi = _interp_age(table[hi], age_years)
|
| 62 |
+
|
| 63 |
+
# hour-interp across bands
|
| 64 |
+
salv = _interp(annual_hours, lo, hi, s_lo, s_hi)
|
| 65 |
+
# clamp to [0.05, 0.95] to avoid silly results
|
| 66 |
+
return max(0.05, min(0.95, salv))
|
| 67 |
+
|
| 68 |
+
def classify_machine_for_salvage(machine_name: str, hp: Optional[float]) -> Optional[str]:
|
| 69 |
+
m = (machine_name or "").lower()
|
| 70 |
+
if "combine" in m or "forage" in m:
|
| 71 |
+
return "combine/forage harvester"
|
| 72 |
+
if "tractor" in m:
|
| 73 |
+
# map by hp
|
| 74 |
+
if hp is None:
|
| 75 |
+
return "80-149 hp tractor" # a reasonable default middle class
|
| 76 |
+
if hp < 80:
|
| 77 |
+
return "30-79 hp tractor"
|
| 78 |
+
if hp < 150:
|
| 79 |
+
return "80-149 hp tractor"
|
| 80 |
+
return "150+ hp tractor"
|
| 81 |
+
return None
|