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  1. .gitattributes +1 -0
  2. emu3/lib/python3.10/site-packages/pandas/api/__pycache__/__init__.cpython-310.pyc +0 -0
  3. emu3/lib/python3.10/site-packages/pandas/api/extensions/__init__.py +33 -0
  4. emu3/lib/python3.10/site-packages/pandas/api/extensions/__pycache__/__init__.cpython-310.pyc +0 -0
  5. emu3/lib/python3.10/site-packages/pandas/api/indexers/__init__.py +17 -0
  6. emu3/lib/python3.10/site-packages/pandas/api/indexers/__pycache__/__init__.cpython-310.pyc +0 -0
  7. emu3/lib/python3.10/site-packages/pandas/api/interchange/__init__.py +8 -0
  8. emu3/lib/python3.10/site-packages/pandas/api/typing/__pycache__/__init__.cpython-310.pyc +0 -0
  9. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_cov_corr.cpython-310.pyc +0 -0
  10. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_is_unique.cpython-310.pyc +0 -0
  11. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_nunique.cpython-310.pyc +0 -0
  12. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_pct_change.cpython-310.pyc +0 -0
  13. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_rename.cpython-310.pyc +0 -0
  14. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_replace.cpython-310.pyc +0 -0
  15. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_round.cpython-310.pyc +0 -0
  16. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_sort_values.cpython-310.pyc +0 -0
  17. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/__pycache__/test_to_numpy.cpython-310.pyc +0 -0
  18. emu3/lib/python3.10/site-packages/pandas/tests/series/methods/test_interpolate.py +868 -0
  19. infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/INSTALLER +1 -0
  20. infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/METADATA +55 -0
  21. infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/RECORD +34 -0
  22. infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/REQUESTED +0 -0
  23. infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/WHEEL +4 -0
  24. infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/licenses/COPYING +19 -0
  25. infer_4_33_0/lib/python3.10/site-packages/nvidia_cufft_cu11-10.9.0.58.dist-info/INSTALLER +1 -0
  26. infer_4_33_0/lib/python3.10/site-packages/nvidia_cufft_cu11-10.9.0.58.dist-info/RECORD +21 -0
  27. infer_4_33_0/lib/python3.10/site-packages/nvidia_cufft_cu11-10.9.0.58.dist-info/REQUESTED +0 -0
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  29. infer_4_33_0/lib/python3.10/site-packages/nvidia_cufft_cu11-10.9.0.58.dist-info/top_level.txt +1 -0
  30. infer_4_33_0/lib/python3.10/site-packages/opencv_python.libs/libswresample-d02fa90a.so.4.7.100 +3 -0
  31. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/AUTHORS.txt +806 -0
  32. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/INSTALLER +1 -0
  33. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/LICENSE.txt +20 -0
  34. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/METADATA +90 -0
  35. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/RECORD +854 -0
  36. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/REQUESTED +0 -0
  37. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/WHEEL +5 -0
  38. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/entry_points.txt +3 -0
  39. infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/top_level.txt +1 -0
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  42. infer_4_33_0/lib/python3.10/site-packages/py4j-0.10.9.8.dist-info/METADATA +25 -0
  43. infer_4_33_0/lib/python3.10/site-packages/py4j-0.10.9.8.dist-info/RECORD +74 -0
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  46. infer_4_33_0/lib/python3.10/site-packages/py4j-0.10.9.8.dist-info/top_level.txt +1 -0
  47. infer_4_33_0/lib/python3.10/site-packages/regex/__init__.py +3 -0
  48. infer_4_33_0/lib/python3.10/site-packages/regex/__pycache__/__init__.cpython-310.pyc +0 -0
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+ infer_4_33_0/lib/python3.10/site-packages/opencv_python.libs/libswresample-d02fa90a.so.4.7.100 filter=lfs diff=lfs merge=lfs -text
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emu3/lib/python3.10/site-packages/pandas/api/extensions/__init__.py ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Public API for extending pandas objects.
3
+ """
4
+
5
+ from pandas._libs.lib import no_default
6
+
7
+ from pandas.core.dtypes.base import (
8
+ ExtensionDtype,
9
+ register_extension_dtype,
10
+ )
11
+
12
+ from pandas.core.accessor import (
13
+ register_dataframe_accessor,
14
+ register_index_accessor,
15
+ register_series_accessor,
16
+ )
17
+ from pandas.core.algorithms import take
18
+ from pandas.core.arrays import (
19
+ ExtensionArray,
20
+ ExtensionScalarOpsMixin,
21
+ )
22
+
23
+ __all__ = [
24
+ "no_default",
25
+ "ExtensionDtype",
26
+ "register_extension_dtype",
27
+ "register_dataframe_accessor",
28
+ "register_index_accessor",
29
+ "register_series_accessor",
30
+ "take",
31
+ "ExtensionArray",
32
+ "ExtensionScalarOpsMixin",
33
+ ]
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emu3/lib/python3.10/site-packages/pandas/api/indexers/__init__.py ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Public API for Rolling Window Indexers.
3
+ """
4
+
5
+ from pandas.core.indexers import check_array_indexer
6
+ from pandas.core.indexers.objects import (
7
+ BaseIndexer,
8
+ FixedForwardWindowIndexer,
9
+ VariableOffsetWindowIndexer,
10
+ )
11
+
12
+ __all__ = [
13
+ "check_array_indexer",
14
+ "BaseIndexer",
15
+ "FixedForwardWindowIndexer",
16
+ "VariableOffsetWindowIndexer",
17
+ ]
emu3/lib/python3.10/site-packages/pandas/api/indexers/__pycache__/__init__.cpython-310.pyc ADDED
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emu3/lib/python3.10/site-packages/pandas/api/interchange/__init__.py ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Public API for DataFrame interchange protocol.
3
+ """
4
+
5
+ from pandas.core.interchange.dataframe_protocol import DataFrame
6
+ from pandas.core.interchange.from_dataframe import from_dataframe
7
+
8
+ __all__ = ["from_dataframe", "DataFrame"]
emu3/lib/python3.10/site-packages/pandas/api/typing/__pycache__/__init__.cpython-310.pyc ADDED
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emu3/lib/python3.10/site-packages/pandas/tests/series/methods/test_interpolate.py ADDED
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1
+ import numpy as np
2
+ import pytest
3
+
4
+ import pandas.util._test_decorators as td
5
+
6
+ import pandas as pd
7
+ from pandas import (
8
+ Index,
9
+ MultiIndex,
10
+ Series,
11
+ date_range,
12
+ isna,
13
+ )
14
+ import pandas._testing as tm
15
+
16
+
17
+ @pytest.fixture(
18
+ params=[
19
+ "linear",
20
+ "index",
21
+ "values",
22
+ "nearest",
23
+ "slinear",
24
+ "zero",
25
+ "quadratic",
26
+ "cubic",
27
+ "barycentric",
28
+ "krogh",
29
+ "polynomial",
30
+ "spline",
31
+ "piecewise_polynomial",
32
+ "from_derivatives",
33
+ "pchip",
34
+ "akima",
35
+ "cubicspline",
36
+ ]
37
+ )
38
+ def nontemporal_method(request):
39
+ """Fixture that returns an (method name, required kwargs) pair.
40
+
41
+ This fixture does not include method 'time' as a parameterization; that
42
+ method requires a Series with a DatetimeIndex, and is generally tested
43
+ separately from these non-temporal methods.
44
+ """
45
+ method = request.param
46
+ kwargs = {"order": 1} if method in ("spline", "polynomial") else {}
47
+ return method, kwargs
48
+
49
+
50
+ @pytest.fixture(
51
+ params=[
52
+ "linear",
53
+ "slinear",
54
+ "zero",
55
+ "quadratic",
56
+ "cubic",
57
+ "barycentric",
58
+ "krogh",
59
+ "polynomial",
60
+ "spline",
61
+ "piecewise_polynomial",
62
+ "from_derivatives",
63
+ "pchip",
64
+ "akima",
65
+ "cubicspline",
66
+ ]
67
+ )
68
+ def interp_methods_ind(request):
69
+ """Fixture that returns a (method name, required kwargs) pair to
70
+ be tested for various Index types.
71
+
72
+ This fixture does not include methods - 'time', 'index', 'nearest',
73
+ 'values' as a parameterization
74
+ """
75
+ method = request.param
76
+ kwargs = {"order": 1} if method in ("spline", "polynomial") else {}
77
+ return method, kwargs
78
+
79
+
80
+ class TestSeriesInterpolateData:
81
+ @pytest.mark.xfail(reason="EA.fillna does not handle 'linear' method")
82
+ def test_interpolate_period_values(self):
83
+ orig = Series(date_range("2012-01-01", periods=5))
84
+ ser = orig.copy()
85
+ ser[2] = pd.NaT
86
+
87
+ # period cast
88
+ ser_per = ser.dt.to_period("D")
89
+ res_per = ser_per.interpolate()
90
+ expected_per = orig.dt.to_period("D")
91
+ tm.assert_series_equal(res_per, expected_per)
92
+
93
+ def test_interpolate(self, datetime_series):
94
+ ts = Series(np.arange(len(datetime_series), dtype=float), datetime_series.index)
95
+
96
+ ts_copy = ts.copy()
97
+ ts_copy[5:10] = np.nan
98
+
99
+ linear_interp = ts_copy.interpolate(method="linear")
100
+ tm.assert_series_equal(linear_interp, ts)
101
+
102
+ ord_ts = Series(
103
+ [d.toordinal() for d in datetime_series.index], index=datetime_series.index
104
+ ).astype(float)
105
+
106
+ ord_ts_copy = ord_ts.copy()
107
+ ord_ts_copy[5:10] = np.nan
108
+
109
+ time_interp = ord_ts_copy.interpolate(method="time")
110
+ tm.assert_series_equal(time_interp, ord_ts)
111
+
112
+ def test_interpolate_time_raises_for_non_timeseries(self):
113
+ # When method='time' is used on a non-TimeSeries that contains a null
114
+ # value, a ValueError should be raised.
115
+ non_ts = Series([0, 1, 2, np.nan])
116
+ msg = "time-weighted interpolation only works on Series.* with a DatetimeIndex"
117
+ with pytest.raises(ValueError, match=msg):
118
+ non_ts.interpolate(method="time")
119
+
120
+ def test_interpolate_cubicspline(self):
121
+ pytest.importorskip("scipy")
122
+ ser = Series([10, 11, 12, 13])
123
+
124
+ expected = Series(
125
+ [11.00, 11.25, 11.50, 11.75, 12.00, 12.25, 12.50, 12.75, 13.00],
126
+ index=Index([1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75, 3.0]),
127
+ )
128
+ # interpolate at new_index
129
+ new_index = ser.index.union(Index([1.25, 1.5, 1.75, 2.25, 2.5, 2.75])).astype(
130
+ float
131
+ )
132
+ result = ser.reindex(new_index).interpolate(method="cubicspline").loc[1:3]
133
+ tm.assert_series_equal(result, expected)
134
+
135
+ def test_interpolate_pchip(self):
136
+ pytest.importorskip("scipy")
137
+ ser = Series(np.sort(np.random.default_rng(2).uniform(size=100)))
138
+
139
+ # interpolate at new_index
140
+ new_index = ser.index.union(
141
+ Index([49.25, 49.5, 49.75, 50.25, 50.5, 50.75])
142
+ ).astype(float)
143
+ interp_s = ser.reindex(new_index).interpolate(method="pchip")
144
+ # does not blow up, GH5977
145
+ interp_s.loc[49:51]
146
+
147
+ def test_interpolate_akima(self):
148
+ pytest.importorskip("scipy")
149
+ ser = Series([10, 11, 12, 13])
150
+
151
+ # interpolate at new_index where `der` is zero
152
+ expected = Series(
153
+ [11.00, 11.25, 11.50, 11.75, 12.00, 12.25, 12.50, 12.75, 13.00],
154
+ index=Index([1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75, 3.0]),
155
+ )
156
+ new_index = ser.index.union(Index([1.25, 1.5, 1.75, 2.25, 2.5, 2.75])).astype(
157
+ float
158
+ )
159
+ interp_s = ser.reindex(new_index).interpolate(method="akima")
160
+ tm.assert_series_equal(interp_s.loc[1:3], expected)
161
+
162
+ # interpolate at new_index where `der` is a non-zero int
163
+ expected = Series(
164
+ [11.0, 1.0, 1.0, 1.0, 12.0, 1.0, 1.0, 1.0, 13.0],
165
+ index=Index([1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75, 3.0]),
166
+ )
167
+ new_index = ser.index.union(Index([1.25, 1.5, 1.75, 2.25, 2.5, 2.75])).astype(
168
+ float
169
+ )
170
+ interp_s = ser.reindex(new_index).interpolate(method="akima", der=1)
171
+ tm.assert_series_equal(interp_s.loc[1:3], expected)
172
+
173
+ def test_interpolate_piecewise_polynomial(self):
174
+ pytest.importorskip("scipy")
175
+ ser = Series([10, 11, 12, 13])
176
+
177
+ expected = Series(
178
+ [11.00, 11.25, 11.50, 11.75, 12.00, 12.25, 12.50, 12.75, 13.00],
179
+ index=Index([1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75, 3.0]),
180
+ )
181
+ # interpolate at new_index
182
+ new_index = ser.index.union(Index([1.25, 1.5, 1.75, 2.25, 2.5, 2.75])).astype(
183
+ float
184
+ )
185
+ interp_s = ser.reindex(new_index).interpolate(method="piecewise_polynomial")
186
+ tm.assert_series_equal(interp_s.loc[1:3], expected)
187
+
188
+ def test_interpolate_from_derivatives(self):
189
+ pytest.importorskip("scipy")
190
+ ser = Series([10, 11, 12, 13])
191
+
192
+ expected = Series(
193
+ [11.00, 11.25, 11.50, 11.75, 12.00, 12.25, 12.50, 12.75, 13.00],
194
+ index=Index([1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75, 3.0]),
195
+ )
196
+ # interpolate at new_index
197
+ new_index = ser.index.union(Index([1.25, 1.5, 1.75, 2.25, 2.5, 2.75])).astype(
198
+ float
199
+ )
200
+ interp_s = ser.reindex(new_index).interpolate(method="from_derivatives")
201
+ tm.assert_series_equal(interp_s.loc[1:3], expected)
202
+
203
+ @pytest.mark.parametrize(
204
+ "kwargs",
205
+ [
206
+ {},
207
+ pytest.param(
208
+ {"method": "polynomial", "order": 1}, marks=td.skip_if_no("scipy")
209
+ ),
210
+ ],
211
+ )
212
+ def test_interpolate_corners(self, kwargs):
213
+ s = Series([np.nan, np.nan])
214
+ tm.assert_series_equal(s.interpolate(**kwargs), s)
215
+
216
+ s = Series([], dtype=object).interpolate()
217
+ tm.assert_series_equal(s.interpolate(**kwargs), s)
218
+
219
+ def test_interpolate_index_values(self):
220
+ s = Series(np.nan, index=np.sort(np.random.default_rng(2).random(30)))
221
+ s.loc[::3] = np.random.default_rng(2).standard_normal(10)
222
+
223
+ vals = s.index.values.astype(float)
224
+
225
+ result = s.interpolate(method="index")
226
+
227
+ expected = s.copy()
228
+ bad = isna(expected.values)
229
+ good = ~bad
230
+ expected = Series(
231
+ np.interp(vals[bad], vals[good], s.values[good]), index=s.index[bad]
232
+ )
233
+
234
+ tm.assert_series_equal(result[bad], expected)
235
+
236
+ # 'values' is synonymous with 'index' for the method kwarg
237
+ other_result = s.interpolate(method="values")
238
+
239
+ tm.assert_series_equal(other_result, result)
240
+ tm.assert_series_equal(other_result[bad], expected)
241
+
242
+ def test_interpolate_non_ts(self):
243
+ s = Series([1, 3, np.nan, np.nan, np.nan, 11])
244
+ msg = (
245
+ "time-weighted interpolation only works on Series or DataFrames "
246
+ "with a DatetimeIndex"
247
+ )
248
+ with pytest.raises(ValueError, match=msg):
249
+ s.interpolate(method="time")
250
+
251
+ @pytest.mark.parametrize(
252
+ "kwargs",
253
+ [
254
+ {},
255
+ pytest.param(
256
+ {"method": "polynomial", "order": 1}, marks=td.skip_if_no("scipy")
257
+ ),
258
+ ],
259
+ )
260
+ def test_nan_interpolate(self, kwargs):
261
+ s = Series([0, 1, np.nan, 3])
262
+ result = s.interpolate(**kwargs)
263
+ expected = Series([0.0, 1.0, 2.0, 3.0])
264
+ tm.assert_series_equal(result, expected)
265
+
266
+ def test_nan_irregular_index(self):
267
+ s = Series([1, 2, np.nan, 4], index=[1, 3, 5, 9])
268
+ result = s.interpolate()
269
+ expected = Series([1.0, 2.0, 3.0, 4.0], index=[1, 3, 5, 9])
270
+ tm.assert_series_equal(result, expected)
271
+
272
+ def test_nan_str_index(self):
273
+ s = Series([0, 1, 2, np.nan], index=list("abcd"))
274
+ result = s.interpolate()
275
+ expected = Series([0.0, 1.0, 2.0, 2.0], index=list("abcd"))
276
+ tm.assert_series_equal(result, expected)
277
+
278
+ def test_interp_quad(self):
279
+ pytest.importorskip("scipy")
280
+ sq = Series([1, 4, np.nan, 16], index=[1, 2, 3, 4])
281
+ result = sq.interpolate(method="quadratic")
282
+ expected = Series([1.0, 4.0, 9.0, 16.0], index=[1, 2, 3, 4])
283
+ tm.assert_series_equal(result, expected)
284
+
285
+ def test_interp_scipy_basic(self):
286
+ pytest.importorskip("scipy")
287
+ s = Series([1, 3, np.nan, 12, np.nan, 25])
288
+ # slinear
289
+ expected = Series([1.0, 3.0, 7.5, 12.0, 18.5, 25.0])
290
+ result = s.interpolate(method="slinear")
291
+ tm.assert_series_equal(result, expected)
292
+
293
+ msg = "The 'downcast' keyword in Series.interpolate is deprecated"
294
+ with tm.assert_produces_warning(FutureWarning, match=msg):
295
+ result = s.interpolate(method="slinear", downcast="infer")
296
+ tm.assert_series_equal(result, expected)
297
+ # nearest
298
+ expected = Series([1, 3, 3, 12, 12, 25])
299
+ result = s.interpolate(method="nearest")
300
+ tm.assert_series_equal(result, expected.astype("float"))
301
+
302
+ with tm.assert_produces_warning(FutureWarning, match=msg):
303
+ result = s.interpolate(method="nearest", downcast="infer")
304
+ tm.assert_series_equal(result, expected)
305
+ # zero
306
+ expected = Series([1, 3, 3, 12, 12, 25])
307
+ result = s.interpolate(method="zero")
308
+ tm.assert_series_equal(result, expected.astype("float"))
309
+
310
+ with tm.assert_produces_warning(FutureWarning, match=msg):
311
+ result = s.interpolate(method="zero", downcast="infer")
312
+ tm.assert_series_equal(result, expected)
313
+ # quadratic
314
+ # GH #15662.
315
+ expected = Series([1, 3.0, 6.823529, 12.0, 18.058824, 25.0])
316
+ result = s.interpolate(method="quadratic")
317
+ tm.assert_series_equal(result, expected)
318
+
319
+ with tm.assert_produces_warning(FutureWarning, match=msg):
320
+ result = s.interpolate(method="quadratic", downcast="infer")
321
+ tm.assert_series_equal(result, expected)
322
+ # cubic
323
+ expected = Series([1.0, 3.0, 6.8, 12.0, 18.2, 25.0])
324
+ result = s.interpolate(method="cubic")
325
+ tm.assert_series_equal(result, expected)
326
+
327
+ def test_interp_limit(self):
328
+ s = Series([1, 3, np.nan, np.nan, np.nan, 11])
329
+
330
+ expected = Series([1.0, 3.0, 5.0, 7.0, np.nan, 11.0])
331
+ result = s.interpolate(method="linear", limit=2)
332
+ tm.assert_series_equal(result, expected)
333
+
334
+ @pytest.mark.parametrize("limit", [-1, 0])
335
+ def test_interpolate_invalid_nonpositive_limit(self, nontemporal_method, limit):
336
+ # GH 9217: make sure limit is greater than zero.
337
+ s = Series([1, 2, np.nan, 4])
338
+ method, kwargs = nontemporal_method
339
+ with pytest.raises(ValueError, match="Limit must be greater than 0"):
340
+ s.interpolate(limit=limit, method=method, **kwargs)
341
+
342
+ def test_interpolate_invalid_float_limit(self, nontemporal_method):
343
+ # GH 9217: make sure limit is an integer.
344
+ s = Series([1, 2, np.nan, 4])
345
+ method, kwargs = nontemporal_method
346
+ limit = 2.0
347
+ with pytest.raises(ValueError, match="Limit must be an integer"):
348
+ s.interpolate(limit=limit, method=method, **kwargs)
349
+
350
+ @pytest.mark.parametrize("invalid_method", [None, "nonexistent_method"])
351
+ def test_interp_invalid_method(self, invalid_method):
352
+ s = Series([1, 3, np.nan, 12, np.nan, 25])
353
+
354
+ msg = f"method must be one of.* Got '{invalid_method}' instead"
355
+ if invalid_method is None:
356
+ msg = "'method' should be a string, not None"
357
+ with pytest.raises(ValueError, match=msg):
358
+ s.interpolate(method=invalid_method)
359
+
360
+ # When an invalid method and invalid limit (such as -1) are
361
+ # provided, the error message reflects the invalid method.
362
+ with pytest.raises(ValueError, match=msg):
363
+ s.interpolate(method=invalid_method, limit=-1)
364
+
365
+ def test_interp_invalid_method_and_value(self):
366
+ # GH#36624
367
+ ser = Series([1, 3, np.nan, 12, np.nan, 25])
368
+
369
+ msg = "'fill_value' is not a valid keyword for Series.interpolate"
370
+ msg2 = "Series.interpolate with method=pad"
371
+ with pytest.raises(ValueError, match=msg):
372
+ with tm.assert_produces_warning(FutureWarning, match=msg2):
373
+ ser.interpolate(fill_value=3, method="pad")
374
+
375
+ def test_interp_limit_forward(self):
376
+ s = Series([1, 3, np.nan, np.nan, np.nan, 11])
377
+
378
+ # Provide 'forward' (the default) explicitly here.
379
+ expected = Series([1.0, 3.0, 5.0, 7.0, np.nan, 11.0])
380
+
381
+ result = s.interpolate(method="linear", limit=2, limit_direction="forward")
382
+ tm.assert_series_equal(result, expected)
383
+
384
+ result = s.interpolate(method="linear", limit=2, limit_direction="FORWARD")
385
+ tm.assert_series_equal(result, expected)
386
+
387
+ def test_interp_unlimited(self):
388
+ # these test are for issue #16282 default Limit=None is unlimited
389
+ s = Series([np.nan, 1.0, 3.0, np.nan, np.nan, np.nan, 11.0, np.nan])
390
+ expected = Series([1.0, 1.0, 3.0, 5.0, 7.0, 9.0, 11.0, 11.0])
391
+ result = s.interpolate(method="linear", limit_direction="both")
392
+ tm.assert_series_equal(result, expected)
393
+
394
+ expected = Series([np.nan, 1.0, 3.0, 5.0, 7.0, 9.0, 11.0, 11.0])
395
+ result = s.interpolate(method="linear", limit_direction="forward")
396
+ tm.assert_series_equal(result, expected)
397
+
398
+ expected = Series([1.0, 1.0, 3.0, 5.0, 7.0, 9.0, 11.0, np.nan])
399
+ result = s.interpolate(method="linear", limit_direction="backward")
400
+ tm.assert_series_equal(result, expected)
401
+
402
+ def test_interp_limit_bad_direction(self):
403
+ s = Series([1, 3, np.nan, np.nan, np.nan, 11])
404
+
405
+ msg = (
406
+ r"Invalid limit_direction: expecting one of \['forward', "
407
+ r"'backward', 'both'\], got 'abc'"
408
+ )
409
+ with pytest.raises(ValueError, match=msg):
410
+ s.interpolate(method="linear", limit=2, limit_direction="abc")
411
+
412
+ # raises an error even if no limit is specified.
413
+ with pytest.raises(ValueError, match=msg):
414
+ s.interpolate(method="linear", limit_direction="abc")
415
+
416
+ # limit_area introduced GH #16284
417
+ def test_interp_limit_area(self):
418
+ # These tests are for issue #9218 -- fill NaNs in both directions.
419
+ s = Series([np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan])
420
+
421
+ expected = Series([np.nan, np.nan, 3.0, 4.0, 5.0, 6.0, 7.0, np.nan, np.nan])
422
+ result = s.interpolate(method="linear", limit_area="inside")
423
+ tm.assert_series_equal(result, expected)
424
+
425
+ expected = Series(
426
+ [np.nan, np.nan, 3.0, 4.0, np.nan, np.nan, 7.0, np.nan, np.nan]
427
+ )
428
+ result = s.interpolate(method="linear", limit_area="inside", limit=1)
429
+ tm.assert_series_equal(result, expected)
430
+
431
+ expected = Series([np.nan, np.nan, 3.0, 4.0, np.nan, 6.0, 7.0, np.nan, np.nan])
432
+ result = s.interpolate(
433
+ method="linear", limit_area="inside", limit_direction="both", limit=1
434
+ )
435
+ tm.assert_series_equal(result, expected)
436
+
437
+ expected = Series([np.nan, np.nan, 3.0, np.nan, np.nan, np.nan, 7.0, 7.0, 7.0])
438
+ result = s.interpolate(method="linear", limit_area="outside")
439
+ tm.assert_series_equal(result, expected)
440
+
441
+ expected = Series(
442
+ [np.nan, np.nan, 3.0, np.nan, np.nan, np.nan, 7.0, 7.0, np.nan]
443
+ )
444
+ result = s.interpolate(method="linear", limit_area="outside", limit=1)
445
+ tm.assert_series_equal(result, expected)
446
+
447
+ expected = Series([np.nan, 3.0, 3.0, np.nan, np.nan, np.nan, 7.0, 7.0, np.nan])
448
+ result = s.interpolate(
449
+ method="linear", limit_area="outside", limit_direction="both", limit=1
450
+ )
451
+ tm.assert_series_equal(result, expected)
452
+
453
+ expected = Series([3.0, 3.0, 3.0, np.nan, np.nan, np.nan, 7.0, np.nan, np.nan])
454
+ result = s.interpolate(
455
+ method="linear", limit_area="outside", limit_direction="backward"
456
+ )
457
+ tm.assert_series_equal(result, expected)
458
+
459
+ # raises an error even if limit type is wrong.
460
+ msg = r"Invalid limit_area: expecting one of \['inside', 'outside'\], got abc"
461
+ with pytest.raises(ValueError, match=msg):
462
+ s.interpolate(method="linear", limit_area="abc")
463
+
464
+ @pytest.mark.parametrize(
465
+ "method, limit_direction, expected",
466
+ [
467
+ ("pad", "backward", "forward"),
468
+ ("ffill", "backward", "forward"),
469
+ ("backfill", "forward", "backward"),
470
+ ("bfill", "forward", "backward"),
471
+ ("pad", "both", "forward"),
472
+ ("ffill", "both", "forward"),
473
+ ("backfill", "both", "backward"),
474
+ ("bfill", "both", "backward"),
475
+ ],
476
+ )
477
+ def test_interp_limit_direction_raises(self, method, limit_direction, expected):
478
+ # https://github.com/pandas-dev/pandas/pull/34746
479
+ s = Series([1, 2, 3])
480
+
481
+ msg = f"`limit_direction` must be '{expected}' for method `{method}`"
482
+ msg2 = "Series.interpolate with method="
483
+ with pytest.raises(ValueError, match=msg):
484
+ with tm.assert_produces_warning(FutureWarning, match=msg2):
485
+ s.interpolate(method=method, limit_direction=limit_direction)
486
+
487
+ @pytest.mark.parametrize(
488
+ "data, expected_data, kwargs",
489
+ (
490
+ (
491
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
492
+ [np.nan, np.nan, 3.0, 3.0, 3.0, 3.0, 7.0, np.nan, np.nan],
493
+ {"method": "pad", "limit_area": "inside"},
494
+ ),
495
+ (
496
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
497
+ [np.nan, np.nan, 3.0, 3.0, np.nan, np.nan, 7.0, np.nan, np.nan],
498
+ {"method": "pad", "limit_area": "inside", "limit": 1},
499
+ ),
500
+ (
501
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
502
+ [np.nan, np.nan, 3.0, np.nan, np.nan, np.nan, 7.0, 7.0, 7.0],
503
+ {"method": "pad", "limit_area": "outside"},
504
+ ),
505
+ (
506
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
507
+ [np.nan, np.nan, 3.0, np.nan, np.nan, np.nan, 7.0, 7.0, np.nan],
508
+ {"method": "pad", "limit_area": "outside", "limit": 1},
509
+ ),
510
+ (
511
+ [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan],
512
+ [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan],
513
+ {"method": "pad", "limit_area": "outside", "limit": 1},
514
+ ),
515
+ (
516
+ range(5),
517
+ range(5),
518
+ {"method": "pad", "limit_area": "outside", "limit": 1},
519
+ ),
520
+ ),
521
+ )
522
+ def test_interp_limit_area_with_pad(self, data, expected_data, kwargs):
523
+ # GH26796
524
+
525
+ s = Series(data)
526
+ expected = Series(expected_data)
527
+ msg = "Series.interpolate with method=pad"
528
+ with tm.assert_produces_warning(FutureWarning, match=msg):
529
+ result = s.interpolate(**kwargs)
530
+ tm.assert_series_equal(result, expected)
531
+
532
+ @pytest.mark.parametrize(
533
+ "data, expected_data, kwargs",
534
+ (
535
+ (
536
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
537
+ [np.nan, np.nan, 3.0, 7.0, 7.0, 7.0, 7.0, np.nan, np.nan],
538
+ {"method": "bfill", "limit_area": "inside"},
539
+ ),
540
+ (
541
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
542
+ [np.nan, np.nan, 3.0, np.nan, np.nan, 7.0, 7.0, np.nan, np.nan],
543
+ {"method": "bfill", "limit_area": "inside", "limit": 1},
544
+ ),
545
+ (
546
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
547
+ [3.0, 3.0, 3.0, np.nan, np.nan, np.nan, 7.0, np.nan, np.nan],
548
+ {"method": "bfill", "limit_area": "outside"},
549
+ ),
550
+ (
551
+ [np.nan, np.nan, 3, np.nan, np.nan, np.nan, 7, np.nan, np.nan],
552
+ [np.nan, 3.0, 3.0, np.nan, np.nan, np.nan, 7.0, np.nan, np.nan],
553
+ {"method": "bfill", "limit_area": "outside", "limit": 1},
554
+ ),
555
+ ),
556
+ )
557
+ def test_interp_limit_area_with_backfill(self, data, expected_data, kwargs):
558
+ # GH26796
559
+
560
+ s = Series(data)
561
+ expected = Series(expected_data)
562
+ msg = "Series.interpolate with method=bfill"
563
+ with tm.assert_produces_warning(FutureWarning, match=msg):
564
+ result = s.interpolate(**kwargs)
565
+ tm.assert_series_equal(result, expected)
566
+
567
+ def test_interp_limit_direction(self):
568
+ # These tests are for issue #9218 -- fill NaNs in both directions.
569
+ s = Series([1, 3, np.nan, np.nan, np.nan, 11])
570
+
571
+ expected = Series([1.0, 3.0, np.nan, 7.0, 9.0, 11.0])
572
+ result = s.interpolate(method="linear", limit=2, limit_direction="backward")
573
+ tm.assert_series_equal(result, expected)
574
+
575
+ expected = Series([1.0, 3.0, 5.0, np.nan, 9.0, 11.0])
576
+ result = s.interpolate(method="linear", limit=1, limit_direction="both")
577
+ tm.assert_series_equal(result, expected)
578
+
579
+ # Check that this works on a longer series of nans.
580
+ s = Series([1, 3, np.nan, np.nan, np.nan, 7, 9, np.nan, np.nan, 12, np.nan])
581
+
582
+ expected = Series([1.0, 3.0, 4.0, 5.0, 6.0, 7.0, 9.0, 10.0, 11.0, 12.0, 12.0])
583
+ result = s.interpolate(method="linear", limit=2, limit_direction="both")
584
+ tm.assert_series_equal(result, expected)
585
+
586
+ expected = Series(
587
+ [1.0, 3.0, 4.0, np.nan, 6.0, 7.0, 9.0, 10.0, 11.0, 12.0, 12.0]
588
+ )
589
+ result = s.interpolate(method="linear", limit=1, limit_direction="both")
590
+ tm.assert_series_equal(result, expected)
591
+
592
+ def test_interp_limit_to_ends(self):
593
+ # These test are for issue #10420 -- flow back to beginning.
594
+ s = Series([np.nan, np.nan, 5, 7, 9, np.nan])
595
+
596
+ expected = Series([5.0, 5.0, 5.0, 7.0, 9.0, np.nan])
597
+ result = s.interpolate(method="linear", limit=2, limit_direction="backward")
598
+ tm.assert_series_equal(result, expected)
599
+
600
+ expected = Series([5.0, 5.0, 5.0, 7.0, 9.0, 9.0])
601
+ result = s.interpolate(method="linear", limit=2, limit_direction="both")
602
+ tm.assert_series_equal(result, expected)
603
+
604
+ def test_interp_limit_before_ends(self):
605
+ # These test are for issue #11115 -- limit ends properly.
606
+ s = Series([np.nan, np.nan, 5, 7, np.nan, np.nan])
607
+
608
+ expected = Series([np.nan, np.nan, 5.0, 7.0, 7.0, np.nan])
609
+ result = s.interpolate(method="linear", limit=1, limit_direction="forward")
610
+ tm.assert_series_equal(result, expected)
611
+
612
+ expected = Series([np.nan, 5.0, 5.0, 7.0, np.nan, np.nan])
613
+ result = s.interpolate(method="linear", limit=1, limit_direction="backward")
614
+ tm.assert_series_equal(result, expected)
615
+
616
+ expected = Series([np.nan, 5.0, 5.0, 7.0, 7.0, np.nan])
617
+ result = s.interpolate(method="linear", limit=1, limit_direction="both")
618
+ tm.assert_series_equal(result, expected)
619
+
620
+ def test_interp_all_good(self):
621
+ pytest.importorskip("scipy")
622
+ s = Series([1, 2, 3])
623
+ result = s.interpolate(method="polynomial", order=1)
624
+ tm.assert_series_equal(result, s)
625
+
626
+ # non-scipy
627
+ result = s.interpolate()
628
+ tm.assert_series_equal(result, s)
629
+
630
+ @pytest.mark.parametrize(
631
+ "check_scipy", [False, pytest.param(True, marks=td.skip_if_no("scipy"))]
632
+ )
633
+ def test_interp_multiIndex(self, check_scipy):
634
+ idx = MultiIndex.from_tuples([(0, "a"), (1, "b"), (2, "c")])
635
+ s = Series([1, 2, np.nan], index=idx)
636
+
637
+ expected = s.copy()
638
+ expected.loc[2] = 2
639
+ result = s.interpolate()
640
+ tm.assert_series_equal(result, expected)
641
+
642
+ msg = "Only `method=linear` interpolation is supported on MultiIndexes"
643
+ if check_scipy:
644
+ with pytest.raises(ValueError, match=msg):
645
+ s.interpolate(method="polynomial", order=1)
646
+
647
+ def test_interp_nonmono_raise(self):
648
+ pytest.importorskip("scipy")
649
+ s = Series([1, np.nan, 3], index=[0, 2, 1])
650
+ msg = "krogh interpolation requires that the index be monotonic"
651
+ with pytest.raises(ValueError, match=msg):
652
+ s.interpolate(method="krogh")
653
+
654
+ @pytest.mark.parametrize("method", ["nearest", "pad"])
655
+ def test_interp_datetime64(self, method, tz_naive_fixture):
656
+ pytest.importorskip("scipy")
657
+ df = Series(
658
+ [1, np.nan, 3], index=date_range("1/1/2000", periods=3, tz=tz_naive_fixture)
659
+ )
660
+ warn = None if method == "nearest" else FutureWarning
661
+ msg = "Series.interpolate with method=pad is deprecated"
662
+ with tm.assert_produces_warning(warn, match=msg):
663
+ result = df.interpolate(method=method)
664
+ if warn is not None:
665
+ # check the "use ffill instead" is equivalent
666
+ alt = df.ffill()
667
+ tm.assert_series_equal(result, alt)
668
+
669
+ expected = Series(
670
+ [1.0, 1.0, 3.0],
671
+ index=date_range("1/1/2000", periods=3, tz=tz_naive_fixture),
672
+ )
673
+ tm.assert_series_equal(result, expected)
674
+
675
+ def test_interp_pad_datetime64tz_values(self):
676
+ # GH#27628 missing.interpolate_2d should handle datetimetz values
677
+ dti = date_range("2015-04-05", periods=3, tz="US/Central")
678
+ ser = Series(dti)
679
+ ser[1] = pd.NaT
680
+
681
+ msg = "Series.interpolate with method=pad is deprecated"
682
+ with tm.assert_produces_warning(FutureWarning, match=msg):
683
+ result = ser.interpolate(method="pad")
684
+ # check the "use ffill instead" is equivalent
685
+ alt = ser.ffill()
686
+ tm.assert_series_equal(result, alt)
687
+
688
+ expected = Series(dti)
689
+ expected[1] = expected[0]
690
+ tm.assert_series_equal(result, expected)
691
+
692
+ def test_interp_limit_no_nans(self):
693
+ # GH 7173
694
+ s = Series([1.0, 2.0, 3.0])
695
+ result = s.interpolate(limit=1)
696
+ expected = s
697
+ tm.assert_series_equal(result, expected)
698
+
699
+ @pytest.mark.parametrize("method", ["polynomial", "spline"])
700
+ def test_no_order(self, method):
701
+ # see GH-10633, GH-24014
702
+ pytest.importorskip("scipy")
703
+ s = Series([0, 1, np.nan, 3])
704
+ msg = "You must specify the order of the spline or polynomial"
705
+ with pytest.raises(ValueError, match=msg):
706
+ s.interpolate(method=method)
707
+
708
+ @pytest.mark.parametrize("order", [-1, -1.0, 0, 0.0, np.nan])
709
+ def test_interpolate_spline_invalid_order(self, order):
710
+ pytest.importorskip("scipy")
711
+ s = Series([0, 1, np.nan, 3])
712
+ msg = "order needs to be specified and greater than 0"
713
+ with pytest.raises(ValueError, match=msg):
714
+ s.interpolate(method="spline", order=order)
715
+
716
+ def test_spline(self):
717
+ pytest.importorskip("scipy")
718
+ s = Series([1, 2, np.nan, 4, 5, np.nan, 7])
719
+ result = s.interpolate(method="spline", order=1)
720
+ expected = Series([1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0])
721
+ tm.assert_series_equal(result, expected)
722
+
723
+ def test_spline_extrapolate(self):
724
+ pytest.importorskip("scipy")
725
+ s = Series([1, 2, 3, 4, np.nan, 6, np.nan])
726
+ result3 = s.interpolate(method="spline", order=1, ext=3)
727
+ expected3 = Series([1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 6.0])
728
+ tm.assert_series_equal(result3, expected3)
729
+
730
+ result1 = s.interpolate(method="spline", order=1, ext=0)
731
+ expected1 = Series([1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0])
732
+ tm.assert_series_equal(result1, expected1)
733
+
734
+ def test_spline_smooth(self):
735
+ pytest.importorskip("scipy")
736
+ s = Series([1, 2, np.nan, 4, 5.1, np.nan, 7])
737
+ assert (
738
+ s.interpolate(method="spline", order=3, s=0)[5]
739
+ != s.interpolate(method="spline", order=3)[5]
740
+ )
741
+
742
+ def test_spline_interpolation(self):
743
+ # Explicit cast to float to avoid implicit cast when setting np.nan
744
+ pytest.importorskip("scipy")
745
+ s = Series(np.arange(10) ** 2, dtype="float")
746
+ s[np.random.default_rng(2).integers(0, 9, 3)] = np.nan
747
+ result1 = s.interpolate(method="spline", order=1)
748
+ expected1 = s.interpolate(method="spline", order=1)
749
+ tm.assert_series_equal(result1, expected1)
750
+
751
+ def test_interp_timedelta64(self):
752
+ # GH 6424
753
+ df = Series([1, np.nan, 3], index=pd.to_timedelta([1, 2, 3]))
754
+ result = df.interpolate(method="time")
755
+ expected = Series([1.0, 2.0, 3.0], index=pd.to_timedelta([1, 2, 3]))
756
+ tm.assert_series_equal(result, expected)
757
+
758
+ # test for non uniform spacing
759
+ df = Series([1, np.nan, 3], index=pd.to_timedelta([1, 2, 4]))
760
+ result = df.interpolate(method="time")
761
+ expected = Series([1.0, 1.666667, 3.0], index=pd.to_timedelta([1, 2, 4]))
762
+ tm.assert_series_equal(result, expected)
763
+
764
+ def test_series_interpolate_method_values(self):
765
+ # GH#1646
766
+ rng = date_range("1/1/2000", "1/20/2000", freq="D")
767
+ ts = Series(np.random.default_rng(2).standard_normal(len(rng)), index=rng)
768
+
769
+ ts[::2] = np.nan
770
+
771
+ result = ts.interpolate(method="values")
772
+ exp = ts.interpolate()
773
+ tm.assert_series_equal(result, exp)
774
+
775
+ def test_series_interpolate_intraday(self):
776
+ # #1698
777
+ index = date_range("1/1/2012", periods=4, freq="12D")
778
+ ts = Series([0, 12, 24, 36], index)
779
+ new_index = index.append(index + pd.DateOffset(days=1)).sort_values()
780
+
781
+ exp = ts.reindex(new_index).interpolate(method="time")
782
+
783
+ index = date_range("1/1/2012", periods=4, freq="12h")
784
+ ts = Series([0, 12, 24, 36], index)
785
+ new_index = index.append(index + pd.DateOffset(hours=1)).sort_values()
786
+ result = ts.reindex(new_index).interpolate(method="time")
787
+
788
+ tm.assert_numpy_array_equal(result.values, exp.values)
789
+
790
+ @pytest.mark.parametrize(
791
+ "ind",
792
+ [
793
+ ["a", "b", "c", "d"],
794
+ pd.period_range(start="2019-01-01", periods=4),
795
+ pd.interval_range(start=0, end=4),
796
+ ],
797
+ )
798
+ def test_interp_non_timedelta_index(self, interp_methods_ind, ind):
799
+ # gh 21662
800
+ df = pd.DataFrame([0, 1, np.nan, 3], index=ind)
801
+
802
+ method, kwargs = interp_methods_ind
803
+ if method == "pchip":
804
+ pytest.importorskip("scipy")
805
+
806
+ if method == "linear":
807
+ result = df[0].interpolate(**kwargs)
808
+ expected = Series([0.0, 1.0, 2.0, 3.0], name=0, index=ind)
809
+ tm.assert_series_equal(result, expected)
810
+ else:
811
+ expected_error = (
812
+ "Index column must be numeric or datetime type when "
813
+ f"using {method} method other than linear. "
814
+ "Try setting a numeric or datetime index column before "
815
+ "interpolating."
816
+ )
817
+ with pytest.raises(ValueError, match=expected_error):
818
+ df[0].interpolate(method=method, **kwargs)
819
+
820
+ def test_interpolate_timedelta_index(self, request, interp_methods_ind):
821
+ """
822
+ Tests for non numerical index types - object, period, timedelta
823
+ Note that all methods except time, index, nearest and values
824
+ are tested here.
825
+ """
826
+ # gh 21662
827
+ pytest.importorskip("scipy")
828
+ ind = pd.timedelta_range(start=1, periods=4)
829
+ df = pd.DataFrame([0, 1, np.nan, 3], index=ind)
830
+
831
+ method, kwargs = interp_methods_ind
832
+
833
+ if method in {"cubic", "zero"}:
834
+ request.applymarker(
835
+ pytest.mark.xfail(
836
+ reason=f"{method} interpolation is not supported for TimedeltaIndex"
837
+ )
838
+ )
839
+ result = df[0].interpolate(method=method, **kwargs)
840
+ expected = Series([0.0, 1.0, 2.0, 3.0], name=0, index=ind)
841
+ tm.assert_series_equal(result, expected)
842
+
843
+ @pytest.mark.parametrize(
844
+ "ascending, expected_values",
845
+ [(True, [1, 2, 3, 9, 10]), (False, [10, 9, 3, 2, 1])],
846
+ )
847
+ def test_interpolate_unsorted_index(self, ascending, expected_values):
848
+ # GH 21037
849
+ ts = Series(data=[10, 9, np.nan, 2, 1], index=[10, 9, 3, 2, 1])
850
+ result = ts.sort_index(ascending=ascending).interpolate(method="index")
851
+ expected = Series(data=expected_values, index=expected_values, dtype=float)
852
+ tm.assert_series_equal(result, expected)
853
+
854
+ def test_interpolate_asfreq_raises(self):
855
+ ser = Series(["a", None, "b"], dtype=object)
856
+ msg2 = "Series.interpolate with object dtype"
857
+ msg = "Invalid fill method"
858
+ with pytest.raises(ValueError, match=msg):
859
+ with tm.assert_produces_warning(FutureWarning, match=msg2):
860
+ ser.interpolate(method="asfreq")
861
+
862
+ def test_interpolate_fill_value(self):
863
+ # GH#54920
864
+ pytest.importorskip("scipy")
865
+ ser = Series([np.nan, 0, 1, np.nan, 3, np.nan])
866
+ result = ser.interpolate(method="nearest", fill_value=0)
867
+ expected = Series([np.nan, 0, 1, 1, 3, 0])
868
+ tm.assert_series_equal(result, expected)
infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/INSTALLER ADDED
@@ -0,0 +1 @@
 
 
1
+ pip
infer_4_33_0/lib/python3.10/site-packages/jsonschema_specifications-2024.10.1.dist-info/METADATA ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Metadata-Version: 2.3
2
+ Name: jsonschema-specifications
3
+ Version: 2024.10.1
4
+ Summary: The JSON Schema meta-schemas and vocabularies, exposed as a Registry
5
+ Project-URL: Documentation, https://jsonschema-specifications.readthedocs.io/
6
+ Project-URL: Homepage, https://github.com/python-jsonschema/jsonschema-specifications
7
+ Project-URL: Issues, https://github.com/python-jsonschema/jsonschema-specifications/issues/
8
+ Project-URL: Funding, https://github.com/sponsors/Julian
9
+ Project-URL: Tidelift, https://tidelift.com/subscription/pkg/pypi-jsonschema-specifications?utm_source=pypi-jsonschema-specifications&utm_medium=referral&utm_campaign=pypi-link
10
+ Project-URL: Source, https://github.com/python-jsonschema/jsonschema-specifications
11
+ Author-email: Julian Berman <[email protected]>
12
+ License-File: COPYING
13
+ Keywords: data validation,json,json schema,jsonschema,validation
14
+ Classifier: Development Status :: 5 - Production/Stable
15
+ Classifier: Intended Audience :: Developers
16
+ Classifier: License :: OSI Approved :: MIT License
17
+ Classifier: Operating System :: OS Independent
18
+ Classifier: Programming Language :: Python
19
+ Classifier: Programming Language :: Python :: 3.8
20
+ Classifier: Programming Language :: Python :: 3.9
21
+ Classifier: Programming Language :: Python :: 3.10
22
+ Classifier: Programming Language :: Python :: 3.11
23
+ Classifier: Programming Language :: Python :: 3.12
24
+ Classifier: Programming Language :: Python :: 3.13
25
+ Classifier: Programming Language :: Python :: Implementation :: CPython
26
+ Classifier: Programming Language :: Python :: Implementation :: PyPy
27
+ Classifier: Topic :: File Formats :: JSON
28
+ Classifier: Topic :: File Formats :: JSON :: JSON Schema
29
+ Requires-Python: >=3.9
30
+ Requires-Dist: referencing>=0.31.0
31
+ Description-Content-Type: text/x-rst
32
+
33
+ =============================
34
+ ``jsonschema-specifications``
35
+ =============================
36
+
37
+ |PyPI| |Pythons| |CI| |ReadTheDocs|
38
+
39
+ JSON support files from the `JSON Schema Specifications <https://json-schema.org/specification.html>`_ (metaschemas, vocabularies, etc.), packaged for runtime access from Python as a `referencing-based Schema Registry <https://referencing.readthedocs.io/en/stable/api/#referencing.Registry>`_.
40
+
41
+ .. |PyPI| image:: https://img.shields.io/pypi/v/jsonschema-specifications.svg
42
+ :alt: PyPI version
43
+ :target: https://pypi.org/project/jsonschema-specifications/
44
+
45
+ .. |Pythons| image:: https://img.shields.io/pypi/pyversions/jsonschema-specifications.svg
46
+ :alt: Supported Python versions
47
+ :target: https://pypi.org/project/jsonschema-specifications/
48
+
49
+ .. |CI| image:: https://github.com/python-jsonschema/jsonschema-specifications/workflows/CI/badge.svg
50
+ :alt: Build status
51
+ :target: https://github.com/python-jsonschema/jsonschema-specifications/actions?query=workflow%3ACI
52
+
53
+ .. |ReadTheDocs| image:: https://readthedocs.org/projects/jsonschema-specifications/badge/?version=stable&style=flat
54
+ :alt: ReadTheDocs status
55
+ :target: https://jsonschema-specifications.readthedocs.io/en/stable/
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@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ jsonschema_specifications-2024.10.1.dist-info/licenses/COPYING,sha256=QtzWNJX4e063x3V6-jebtVpT-Ur9el9lfZrfVyNuUVw,1057
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14
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22
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23
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25
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26
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31
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32
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33
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infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/INSTALLER ADDED
@@ -0,0 +1 @@
 
 
1
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infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/LICENSE.txt ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)
2
+
3
+ Permission is hereby granted, free of charge, to any person obtaining
4
+ a copy of this software and associated documentation files (the
5
+ "Software"), to deal in the Software without restriction, including
6
+ without limitation the rights to use, copy, modify, merge, publish,
7
+ distribute, sublicense, and/or sell copies of the Software, and to
8
+ permit persons to whom the Software is furnished to do so, subject to
9
+ the following conditions:
10
+
11
+ The above copyright notice and this permission notice shall be
12
+ included in all copies or substantial portions of the Software.
13
+
14
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
15
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
16
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
17
+ NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
18
+ LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
19
+ OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
20
+ WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
infer_4_33_0/lib/python3.10/site-packages/pip-25.0.1.dist-info/METADATA ADDED
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+ Metadata-Version: 2.2
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+ Name: pip
3
+ Version: 25.0.1
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+ Summary: The PyPA recommended tool for installing Python packages.
5
+ Author-email: The pip developers <[email protected]>
6
+ License: MIT
7
+ Project-URL: Homepage, https://pip.pypa.io/
8
+ Project-URL: Documentation, https://pip.pypa.io
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+ Project-URL: Source, https://github.com/pypa/pip
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+ Project-URL: Changelog, https://pip.pypa.io/en/stable/news/
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+ Classifier: Development Status :: 5 - Production/Stable
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+ Classifier: Intended Audience :: Developers
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+ Classifier: License :: OSI Approved :: MIT License
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+ Classifier: Topic :: Software Development :: Build Tools
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+ Classifier: Programming Language :: Python
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+ Classifier: Programming Language :: Python :: 3
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+ Classifier: Programming Language :: Python :: 3 :: Only
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+ Classifier: Programming Language :: Python :: 3.8
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+ Classifier: Programming Language :: Python :: 3.9
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+ Classifier: Programming Language :: Python :: 3.10
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+ Classifier: Programming Language :: Python :: 3.11
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+ Classifier: Programming Language :: Python :: 3.12
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+ Classifier: Programming Language :: Python :: 3.13
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+ Classifier: Programming Language :: Python :: Implementation :: CPython
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+ Classifier: Programming Language :: Python :: Implementation :: PyPy
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+ Requires-Python: >=3.8
27
+ Description-Content-Type: text/x-rst
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+ License-File: LICENSE.txt
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+ License-File: AUTHORS.txt
30
+
31
+ pip - The Python Package Installer
32
+ ==================================
33
+
34
+ .. |pypi-version| image:: https://img.shields.io/pypi/v/pip.svg
35
+ :target: https://pypi.org/project/pip/
36
+ :alt: PyPI
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+
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+ .. |python-versions| image:: https://img.shields.io/pypi/pyversions/pip
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+ :target: https://pypi.org/project/pip
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+ :alt: PyPI - Python Version
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+
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+ .. |docs-badge| image:: https://readthedocs.org/projects/pip/badge/?version=latest
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+ :target: https://pip.pypa.io/en/latest
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+ :alt: Documentation
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+
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+ |pypi-version| |python-versions| |docs-badge|
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+
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+ pip is the `package installer`_ for Python. You can use pip to install packages from the `Python Package Index`_ and other indexes.
49
+
50
+ Please take a look at our documentation for how to install and use pip:
51
+
52
+ * `Installation`_
53
+ * `Usage`_
54
+
55
+ We release updates regularly, with a new version every 3 months. Find more details in our documentation:
56
+
57
+ * `Release notes`_
58
+ * `Release process`_
59
+
60
+ If you find bugs, need help, or want to talk to the developers, please use our mailing lists or chat rooms:
61
+
62
+ * `Issue tracking`_
63
+ * `Discourse channel`_
64
+ * `User IRC`_
65
+
66
+ If you want to get involved head over to GitHub to get the source code, look at our development documentation and feel free to jump on the developer mailing lists and chat rooms:
67
+
68
+ * `GitHub page`_
69
+ * `Development documentation`_
70
+ * `Development IRC`_
71
+
72
+ Code of Conduct
73
+ ---------------
74
+
75
+ Everyone interacting in the pip project's codebases, issue trackers, chat
76
+ rooms, and mailing lists is expected to follow the `PSF Code of Conduct`_.
77
+
78
+ .. _package installer: https://packaging.python.org/guides/tool-recommendations/
79
+ .. _Python Package Index: https://pypi.org
80
+ .. _Installation: https://pip.pypa.io/en/stable/installation/
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+ .. _Usage: https://pip.pypa.io/en/stable/
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+ .. _Release notes: https://pip.pypa.io/en/stable/news.html
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+ .. _Release process: https://pip.pypa.io/en/latest/development/release-process/
84
+ .. _GitHub page: https://github.com/pypa/pip
85
+ .. _Development documentation: https://pip.pypa.io/en/latest/development
86
+ .. _Issue tracking: https://github.com/pypa/pip/issues
87
+ .. _Discourse channel: https://discuss.python.org/c/packaging
88
+ .. _User IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa
89
+ .. _Development IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa-dev
90
+ .. _PSF Code of Conduct: https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md
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