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authorSebastian Berg <sebastian@sipsolutions.net>2019-09-14 20:57:50 -0700
committerGitHub <noreply@github.com>2019-09-14 20:57:50 -0700
commit53adf81bc503d749b13160a27e49160c5bbe48d7 (patch)
tree2d674d8b239f0211525f978f586f68b3c8038c4b /numpy/lib
parent31ffdecf07d18ed4dbb66b171cb0f998d4b190fa (diff)
parent594d0c39bd7baf9575411b4a9689ec0bd564c930 (diff)
downloadnumpy-53adf81bc503d749b13160a27e49160c5bbe48d7.tar.gz
Merge pull request #14508 from Kai-Striega/financial_review
DOC: Add warning to NPV function
Diffstat (limited to 'numpy/lib')
-rw-r--r--numpy/lib/financial.py33
-rw-r--r--numpy/lib/tests/test_financial.py6
2 files changed, 33 insertions, 6 deletions
diff --git a/numpy/lib/financial.py b/numpy/lib/financial.py
index 216687475..d72384e99 100644
--- a/numpy/lib/financial.py
+++ b/numpy/lib/financial.py
@@ -715,8 +715,6 @@ def irr(values):
>>> round(np.irr([-5, 10.5, 1, -8, 1]), 5)
0.0886
- (Compare with the Example given for numpy.lib.financial.npv)
-
"""
# `np.roots` call is why this function does not support Decimal type.
#
@@ -763,6 +761,15 @@ def npv(rate, values):
The NPV of the input cash flow series `values` at the discount
`rate`.
+ Warnings
+ --------
+ ``npv`` considers a series of cashflows starting in the present (t = 0).
+ NPV can also be defined with a series of future cashflows, paid at the
+ end, rather than the start, of each period. If future cashflows are used,
+ the first cashflow `values[0]` must be zeroed and added to the net
+ present value of the future cashflows. This is demonstrated in the
+ examples.
+
Notes
-----
Returns the result of: [G]_
@@ -776,10 +783,24 @@ def npv(rate, values):
Examples
--------
- >>> np.npv(0.281,[-100, 39, 59, 55, 20])
- -0.0084785916384548798 # may vary
-
- (Compare with the Example given for numpy.lib.financial.irr)
+ Consider a potential project with an initial investment of $40 000 and
+ projected cashflows of $5 000, $8 000, $12 000 and $30 000 at the end of
+ each period discounted at a rate of 8% per period. To find the project's
+ net present value:
+
+ >>> rate, cashflows = 0.08, [-40_000, 5_000, 8_000, 12_000, 30_000]
+ >>> np.npv(rate, cashflows).round(5)
+ 3065.22267
+
+ It may be preferable to split the projected cashflow into an initial
+ investment and expected future cashflows. In this case, the value of
+ the initial cashflow is zero and the initial investment is later added
+ to the future cashflows net present value:
+
+ >>> initial_cashflow = cashflows[0]
+ >>> cashflows[0] = 0
+ >>> np.round(np.npv(rate, cashflows) + initial_cashflow, 5)
+ 3065.22267
"""
values = np.asarray(values)
diff --git a/numpy/lib/tests/test_financial.py b/numpy/lib/tests/test_financial.py
index 524915041..21088765f 100644
--- a/numpy/lib/tests/test_financial.py
+++ b/numpy/lib/tests/test_financial.py
@@ -9,6 +9,12 @@ from numpy.testing import (
class TestFinancial(object):
+ def test_npv_irr_congruence(self):
+ # IRR is defined as the rate required for the present value of a
+ # a series of cashflows to be zero i.e. NPV(IRR(x), x) = 0
+ cashflows = np.array([-40000, 5000, 8000, 12000, 30000])
+ assert_allclose(np.npv(np.irr(cashflows), cashflows), 0, atol=1e-10, rtol=0)
+
def test_rate(self):
assert_almost_equal(
np.rate(10, 0, -3500, 10000),