PandasDataFrameOutputParser
Author: Jiwon Kim
Peer Review : Junseong Kim, Jaehun Choi
Proofread : Two-Jay
This is a part of LangChain Open Tutorial
Overview
This tutorial handles how LLM output could be controlled as pd.DataFrame format.
Pandas is a package, useful in a format of table (i.e. tabular data), widely used by data scientist. It will help you explore, clean, and process the data.
To learn more about pd.DataFrame and its capabilities, visit one of Pandas official tutorial,10 minutes to pandas.
PandasDataFrameOutputParser parses an output using Pandas DataFrame format, according to the official API doc
This can be utilized both as forming of structured output to LLM query in a string and as a forming of structured input for LLM query
As an output, you can further look at the usage of pydantic in 01-PydanticOutputParser and elsewhere in this learning guide.
As an input,
pd.DataFramedataset can be utilized, to make LLM interact with the data
Objective of this tutorial
Know where
PandasDataFrameOutputParseris used to interact withpd.DataFrame
Data Acqusition
Access to figshare.com where you can discover the outputs of the academic research from csv to pdfs.
Table of Contents
References
Internal Reference
Environment Setup
Set up the environment. You may refer to Environment Setup for more details.
[Note]
langchain-opentutorialis a package that provides a set of easy-to-use environment setup, useful functions and utilities for tutorials.You can checkout the
langchain-opentutorialfor more details.
%%capture --no-stderr
%pip install langchain-opentutorial%pip install pprintpp
%pip install typingCollecting pprintpp
Using cached pprintpp-0.4.0-py2.py3-none-any.whl.metadata (7.9 kB)
Using cached pprintpp-0.4.0-py2.py3-none-any.whl (16 kB)
Installing collected packages: pprintpp
Successfully installed pprintpp-0.4.0
Requirement already satisfied: typing in /Users/jiwonkim/Library/Caches/pypoetry/virtualenvs/langchain-opentutorial-BdlRz0c_-py3.11/lib/python3.11/site-packages (3.7.4.3)# Install required packages
from langchain_opentutorial import package
package.install(
[
"pprint", # Need installation
"typing", # Need installation
"os",
"pandas",
"langchain",
"langchain_core",
"langchain_community",
"langchain_openai",
],
verbose=False,
upgrade=False,
)ERROR: Could not find a version that satisfies the requirement pprint (from versions: none)
ERROR: No matching distribution found for pprint# Set environment variables
from langchain_opentutorial import set_env
set_env(
{
"OPENAI_API_KEY": "",
"LANGCHAIN_API_KEY": "",
"LANGCHAIN_TRACING_V2": "true",
"LANGCHAIN_ENDPOINT": "https://api.smith.langchain.com",
"LANGCHAIN_PROJECT": "PandasDataFrameOutputParser",
}
)Environment variables have been set successfully.You can alternatively set API keys such as OPENAI_API_KEY in a .env file and load them.
[Note] This is not necessary if you've already set the required API keys in previous steps.
# Load API keys from .env file
from dotenv import load_dotenv
load_dotenv(
override=True, dotenv_path="../.env"
) # override to my own in one-upper mother pathTrueimport pprint
from typing import Any, Dict
import os
import pandas as pd
from langchain.output_parsers import PandasDataFrameOutputParser
from langchain_core.prompts import PromptTemplate
from langchain_openai import ChatOpenAI
print(
f'{os.environ["LANGCHAIN_PROJECT"]} project has been tracked at langsmith endpoint'
)LANGCHAIN_PROJECT project has been tracked at langsmith endpoint# Initiate Langchain OpenAI model (recommend using gpt-4o-mini)
model = ChatOpenAI(temperature=0, model_name="gpt-4o-mini")Without model use
The
format_parser_outputfunction is used to convert parser output to dictionary format and format the output.When input is
pd.DataFrameor file.
# Purpose: Only to print. It is a helper function.
def format_parser_output(parser_output: Dict[str, Any]) -> None:
length_val = len(list(parser_output.values()))
if length_val == 1 and isinstance(parser_output.values, (int, float)):
return {"result": parser_output}
# Iterate around the "keys" of parser output (dict)
else:
for key in parser_output.keys():
parser_output[key] = parser_output[key].to_dict()
# Pretty Print
return pprint.PrettyPrinter(width=4, compact=True).pprint(parser_output)Since "typical"
titanic.csvdata that had been brought up multiple times in such tutorials, it is boringLet's get from figshare.com
Data Link
Permanent: Air-Traffic-Passenger-Statistics-csv.csv
# Define dataframe
df = pd.read_csv("./data/Air-Traffic-Passenger-Statistics-csv.csv")
df.head()Activity Period
Activity Period Start Date
Operating Airline
Operating Airline IATA Code
Published Airline
Published Airline IATA Code
GEO Summary
GEO Region
Activity Type Code
Price Category Code
Terminal
Boarding Area
Passenger Count
data_as_of
data_loaded_at
0
199907
1999/07/01
ATA Airlines
TZ
ATA Airlines
TZ
Domestic
US
Deplaned
Low Fare
Terminal 1
B
31432
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
1
199907
1999/07/01
ATA Airlines
TZ
ATA Airlines
TZ
Domestic
US
Enplaned
Low Fare
Terminal 1
B
31353
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
2
199907
1999/07/01
ATA Airlines
TZ
ATA Airlines
TZ
Domestic
US
Thru / Transit
Low Fare
Terminal 1
B
2518
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
3
199907
1999/07/01
Aeroflot Russian International Airlines
NaN
Aeroflot Russian International Airlines
NaN
International
Europe
Deplaned
Other
Terminal 2
D
1324
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
4
199907
1999/07/01
Aeroflot Russian International Airlines
NaN
Aeroflot Russian International Airlines
NaN
International
Europe
Enplaned
Other
Terminal 2
D
1198
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
df.columnsIndex(['Activity Period', 'Activity Period Start Date', 'Operating Airline',
'Operating Airline IATA Code', 'Published Airline',
'Published Airline IATA Code', 'GEO Summary', 'GEO Region',
'Activity Type Code', 'Price Category Code', 'Terminal',
'Boarding Area', 'Passenger Count', 'data_as_of', 'data_loaded_at'],
dtype='object')df.columns = df.columns.str.strip().str.replace('"', "").str.replace("'", "")# Set up a parser and inject instructions into the prompt template.
parser = PandasDataFrameOutputParser(dataframe=df)
# Print the parser's instructions.
print(parser.get_format_instructions())The output should be formatted as a string as the operation, followed by a colon, followed by the column or row to be queried on, followed by optional array parameters.
1. The column names are limited to the possible columns below.
2. Arrays must either be a comma-separated list of numbers formatted as [1,3,5], or it must be in range of numbers formatted as [0..4].
3. Remember that arrays are optional and not necessarily required.
4. If the column is not in the possible columns or the operation is not a valid Pandas DataFrame operation, return why it is invalid as a sentence starting with either "Invalid column" or "Invalid operation".
As an example, for the formats:
1. String "column:num_legs" is a well-formatted instance which gets the column num_legs, where num_legs is a possible column.
2. String "row:1" is a well-formatted instance which gets row 1.
3. String "column:num_legs[1,2]" is a well-formatted instance which gets the column num_legs for rows 1 and 2, where num_legs is a possible column.
4. String "row:1[num_legs]" is a well-formatted instance which gets row 1, but for just column num_legs, where num_legs is a possible column.
5. String "mean:num_legs[1..3]" is a well-formatted instance which takes the mean of num_legs from rows 1 to 3, where num_legs is a possible column and mean is a valid Pandas DataFrame operation.
6. String "do_something:num_legs" is a badly-formatted instance, where do_something is not a valid Pandas DataFrame operation.
7. String "mean:invalid_col" is a badly-formatted instance, where invalid_col is not a possible column.
Here are the possible columns:
```
Activity Period, Activity Period Start Date, Operating Airline, Operating Airline IATA Code, Published Airline, Published Airline IATA Code, GEO Summary, GEO Region, Activity Type Code, Price Category Code, Terminal, Boarding Area, Passenger Count, data_as_of, data_loaded_at
```
Example of looking up a value for a column.
print(df["GEO Region"].head())0 US
1 US
2 US
3 Europe
4 Europe
Name: GEO Region, dtype: objectdf.columns[7]'GEO Region'# Example of working with columns.
df_query = "column:GEO Region[0..4]" # Replace with your intended query
output = parser.parse(df_query)
print(output)
print("----")
print("----")
format_parser_output(output){'GEO Region': 0 US
1 US
2 US
3 Europe
4 Europe
Name: GEO Region, dtype: object}
----
----
{'GEO Region': {0: 'US',
1: 'US',
2: 'US',
3: 'Europe',
4: 'Europe'}}Example of a row lookup.
# Example of retrieving first row
df_query = "row:1"
# Row lookup
output = parser.parse(df_query)
format_parser_output(output){'1': {'Activity Period': 199907,
'Activity Period Start Date': '1999/07/01',
'Activity Type Code': 'Enplaned',
'Boarding Area': 'B',
'GEO Region': 'US',
'GEO Summary': 'Domestic',
'Operating Airline': 'ATA '
'Airlines',
'Operating Airline IATA Code': 'TZ',
'Passenger Count': 31353,
'Price Category Code': 'Low '
'Fare',
'Published Airline': 'ATA '
'Airlines',
'Published Airline IATA Code': 'TZ',
'Terminal': 'Terminal '
'1',
'data_as_of': '2023/11/20 '
'07:01:34 '
'AM',
'data_loaded_at': '2023/11/20 '
'07:02:25 '
'AM'}}Further Operations on Column
df["Passenger Count"].head(5)0 31432
1 31353
2 2518
3 1324
4 1198
Name: Passenger Count, dtype: int64# Average passenger counts from 5 first rows
df["Passenger Count"].head(5).mean()13565.0# Querying the same operation as above
df_query = "mean:Passenger Count[0..4]"
output = parser.parse(df_query)
print(output){'mean': 13565.0}Next Example is using value_counts()
df.head()Activity Period
Activity Period Start Date
Operating Airline
Operating Airline IATA Code
Published Airline
Published Airline IATA Code
GEO Summary
GEO Region
Activity Type Code
Price Category Code
Terminal
Boarding Area
Passenger Count
data_as_of
data_loaded_at
0
199907
1999/07/01
ATA Airlines
TZ
ATA Airlines
TZ
Domestic
US
Deplaned
Low Fare
Terminal 1
B
31432
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
1
199907
1999/07/01
ATA Airlines
TZ
ATA Airlines
TZ
Domestic
US
Enplaned
Low Fare
Terminal 1
B
31353
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
2
199907
1999/07/01
ATA Airlines
TZ
ATA Airlines
TZ
Domestic
US
Thru / Transit
Low Fare
Terminal 1
B
2518
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
3
199907
1999/07/01
Aeroflot Russian International Airlines
NaN
Aeroflot Russian International Airlines
NaN
International
Europe
Deplaned
Other
Terminal 2
D
1324
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
4
199907
1999/07/01
Aeroflot Russian International Airlines
NaN
Aeroflot Russian International Airlines
NaN
International
Europe
Enplaned
Other
Terminal 2
D
1198
2023/11/20 07:01:34 AM
2023/11/20 07:02:25 AM
# Wrongly formatted query
df_query = "Calculate value_counts for `GEO` Region."
# Parse out the query
output = parser.parse(df_query)
# Print out result
print(output)---------------------------------------------------------------------------
OutputParserException Traceback (most recent call last)
Cell In[22], line 5
2 df_query = "Calculate value_counts for `GEO` Region."
4 # Parse out the query
----> 5 output = parser.parse(df_query)
7 # Print out result
8 print(output)
File ~/Library/Caches/pypoetry/virtualenvs/langchain-opentutorial-BdlRz0c_-py3.11/lib/python3.11/site-packages/langchain/output_parsers/pandas_dataframe.py:85, in PandasDataFrameOutputParser.parse(self, request)
83 splitted_request = request.strip().split(":")
84 if len(splitted_request) != 2:
---> 85 raise OutputParserException(
86 f"Request '{request}' is not correctly formatted. \
87 Please refer to the format instructions."
88 )
89 result = {}
90 try:
OutputParserException: Request 'Calculate value_counts for `GEO` Region.' is not correctly formatted. Please refer to the format instructions.
For troubleshooting, visit: https://python.langchain.com/docs/troubleshooting/errors/OUTPUT_PARSING_FAILURE # Well formatted query
df_query = "value_counts:GEO Region"
# Parse out the query
output = parser.parse(df_query)
# Print out result
print(output){'value_counts': GEO Region
US 12475
Asia 7499
Europe 5758
Canada 3216
Mexico 2651
Australia / Oceania 1712
Central America 809
Middle East 667
South America 91
Name: count, dtype: int64}# Confirmed with the results
df["Operating Airline"].value_counts()Operating Airline
United Airlines - Pre 07/01/2013 3670
United Airlines 3368
SkyWest Airlines 2028
Alaska Airlines 1790
Delta Air Lines 772
...
Pacific Aviation 2
Casino Express 1
Boeing Company 1
Samsic Airport America, LLC 1
Harmony Airways 1
Name: count, Length: 134, dtype: int64Reflections
Did not use the model
With model
# Query the column; Passenger count
df_query = "Query {Passenger count} column"
# Setting up the PromptTemplate
prompt = PromptTemplate(
template="Answer the user query.\n{format_instructions}\n{query}\n",
input_variables=["query"], # Set up input variable. Look above {query}
partial_variables={
"format_instructions": parser.get_format_instructions()
}, # Set up partial variable (how it would like to be displayed)
)
# Set up the chain
chain = prompt | model
# Execute the chain based on the query
chain_output = chain.invoke({"query": df_query})
# Use parser here
parser_output = parser.parse(chain_output.content[1:-1])
# Print out
format_parser_output(parser_output){'Passenger Count': {0: 31432,
1: 31353,
2: 2518,
3: 1324,
4: 1198,
5: 24124,
6: 23613,
7: 4983,
8: 4604,
9: 205,
10: 10118,
11: 9093,
12: 41433,
13: 47409,
14: 4135,
15: 9595,
16: 10082,
17: 277,
18: 6266,
19: 6765,
20: 1056,
21: 4229,
22: 5624,
23: 4506,
24: 3282,
25: 124057,
26: 119356,
27: 4702,
28: 4146,
29: 24606,
30: 21161,
31: 5236,
32: 5699,
33: 6432,
34: 5759,
35: 1503,
36: 1442,
37: 9823,
38: 7594,
39: 1794,
40: 957,
41: 120258,
42: 114735,
43: 11117,
44: 10117,
45: 4598,
46: 4195,
47: 9927,
48: 10007,
49: 8667,
50: 8809,
51: 9997,
52: 9070,
53: 8672,
54: 8210,
55: 9889,
56: 9373,
57: 23003,
58: 21110,
59: 16650,
60: 16453,
61: 171,
62: 164,
63: 477,
64: 474,
65: 3037,
66: 3006,
67: 6486,
68: 6093,
69: 81204,
70: 80371,
71: 5008,
72: 9194,
73: 8645,
74: 9164,
75: 6783,
76: 26850,
77: 26399,
78: 17346,
79: 18669,
80: 6541,
81: 4763,
82: 16023,
83: 15151,
84: 2307,
85: 2394,
86: 49493,
87: 51042,
88: 427,
89: 408,
90: 38102,
91: 36438,
92: 53,
93: 85,
94: 142,
95: 3153,
96: 2912,
97: 4973,
98: 4527,
99: 3947,
100: 4390,
101: 37742,
102: 35323,
103: 8894,
104: 9385,
105: 4026,
106: 4040,
107: 55142,
108: 55228,
109: 35131,
110: 31947,
111: 68247,
112: 67479,
113: 57971,
114: 54936,
115: 1181,
116: 784782,
117: 792965,
118: 16837,
119: 51309,
120: 47487,
121: 706,
122: 9202,
123: 8977,
124: 477,
125: 15849,
126: 15873,
127: 238,
128: 7495,
129: 24456,
130: 16271,
131: 665,
132: 3732,
133: 3994,
134: 104,
135: 12456,
136: 11039,
137: 34523,
138: 32551,
139: 2089,
140: 1437,
141: 1252,
142: 25730,
143: 24808,
144: 5364,
145: 4050,
146: 389,
147: 398,
148: 9976,
149: 9537,
150: 43769,
151: 61755,
152: 4278,
153: 9554,
154: 8560,
155: 321,
156: 6808,
157: 6939,
158: 796,
159: 5253,
160: 5219,
161: 4785,
162: 4295,
163: 120250,
164: 118524,
165: 4571,
166: 3847,
167: 23177,
168: 22820,
169: 5640,
170: 5935,
171: 6962,
172: 6529,
173: 1381,
174: 1285,
175: 9636,
176: 9471,
177: 2440,
178: 2119,
179: 115657,
180: 116837,
181: 10528,
182: 10987,
183: 4179,
184: 3493,
185: 10442,
186: 9968,
187: 9073,
188: 8012,
189: 9526,
190: 9984,
191: 8689,
192: 8295,
193: 8364,
194: 7804,
195: 22231,
196: 22984,
197: 17671,
198: 15765,
199: 3056,
200: 3129,
201: 7892,
202: 7807,
203: 80561,
204: 80787,
205: 4119,
206: 9994,
207: 9795,
208: 8769,
209: 6527,
210: 19094,
211: 16751,
212: 7204,
213: 6694,
214: 16117,
215: 15546,
216: 2482,
217: 2180,
218: 50065,
219: 46152,
220: 880,
221: 778,
222: 38281,
223: 38050,
224: 48,
225: 2903,
226: 2823,
227: 4775,
228: 4727,
229: 4540,
230: 3542,
231: 36896,
232: 37573,
233: 10157,
234: 10161,
235: 3694,
236: 3398,
237: 57150,
238: 55368,
239: 35344,
240: 30637,
241: 66832,
242: 71503,
243: 856501,
244: 846421,
245: 18872,
246: 51786,
247: 53373,
248: 518,
249: 9163,
250: 6741,
251: 378,
252: 16964,
253: 16025,
254: 211,
255: 6896,
256: 23960,
257: 17540,
258: 743,
259: 3635,
260: 4064,
261: 81,
262: 12242,
263: 12287,
264: 21258,
265: 20659,
266: 850,
267: 640,
268: 22207,
269: 20929,
270: 3722,
271: 4485,
272: 14,
273: 204,
274: 9079,
275: 9542,
276: 33387,
277: 36938,
278: 3821,
279: 7232,
280: 6580,
281: 395,
282: 3992,
283: 5161,
284: 922,
285: 5608,
286: 4468,
287: 4506,
288: 3282,
289: 122529,
290: 120397,
291: 3103,
292: 3660,
293: 22657,
294: 21500,
295: 4647,
296: 4792,
297: 5065,
298: 5287,
299: 123,
300: 4815,
301: 5357,
302: 1552,
303: 1912,
304: 95082,
305: 95607,
306: 8260,
307: 8981,
308: 1359,
309: 1026,
310: 6961,
311: 7107,
312: 7401,
313: 7621,
314: 8171,
315: 8161,
316: 8618,
317: 8653,
318: 6822,
319: 7107,
320: 21987,
321: 22763,
322: 8854,
323: 10407,
324: 64,
325: 202,
326: 2763,
327: 2647,
328: 9554,
329: 9907,
330: 60968,
331: 60775,
332: 3932,
333: 8729,
334: 8591,
335: 6096,
336: 5423,
337: 9659,
338: 9538,
339: 4526,
340: 4766,
341: 15178,
342: 14196,
343: 2058,
344: 2336,
345: 44143,
346: 45405,
347: 338,
348: 575,
349: 33168,
350: 32118,
351: 120,
352: 100,
353: 115,
354: 2417,
355: 2377,
356: 5062,
357: 5008,
358: 2810,
359: 2267,
360: 28530,
361: 28943,
362: 6205,
363: 6994,
364: 3235,
365: 2893,
366: 41737,
367: 41053,
368: 32116,
369: 29236,
370: 58513,
371: 61077,
372: 721873,
373: 733383,
374: 12287,
375: 45352,
376: 46391,
377: 614,
378: 8190,
379: 7198,
380: 385,
381: 14059,
382: 14752,
383: 435,
384: 23046,
385: 16644,
386: 570,
387: 3171,
388: 3536,
389: 92,
390: 11599,
391: 11699,
392: 19730,
393: 19696,
394: 786,
395: 516,
396: 21918,
397: 19808,
398: 4262,
399: 4437,
400: 9390,
401: 8074,
402: 30664,
403: 37117,
404: 6720,
405: 5019,
406: 5430,
407: 920,
408: 5384,
409: 7315,
410: 1624,
411: 4445,
412: 4992,
413: 3930,
414: 4028,
415: 131884,
416: 133788,
417: 266,
418: 3575,
419: 3567,
420: 20336,
421: 19604,
422: 4065,
423: 4272,
424: 5470,
425: 6866,
426: 4636,
427: 5609,
428: 2089,
429: 1393,
430: 97669,
431: 98920,
432: 7641,
433: 9069,
434: 6637,
435: 6513,
436: 9133,
437: 9130,
438: 6847,
439: 8704,
440: 8844,
441: 8657,
442: 6564,
443: 6812,
444: 21398,
445: 20694,
446: 8963,
447: 14190,
448: 87,
449: 2957,
450: 2937,
451: 10972,
452: 10459,
453: 64854,
454: 64364,
455: 5610,
456: 8268,
457: 8445,
458: 6008,
459: 7340,
460: 9764,
461: 9921,
462: 5589,
463: 5756,
464: 14726,
465: 16633,
466: 1339,
467: 2014,
468: 48834,
469: 49910,
470: 34,
471: 267,
472: 35152,
473: 33971,
474: 41,
475: 2960,
476: 2985,
477: 4744,
478: 4934,
479: 2446,
480: 2754,
481: 29374,
482: 28793,
483: 5900,
484: 6026,
485: 3289,
486: 2928,
487: 45902,
488: 45245,
489: 33913,
490: 29661,
491: 60355,
492: 64829,
493: 51861,
494: 49271,
495: 926,
496: 705671,
497: 705491,
498: 11903,
499: 44023,
500: 47661,
501: 744,
502: 7376,
503: 9805,
504: 468,
505: 13030,
506: 12188,
507: 485,
508: 6499,
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1583: 9026,
1584: 9026,
1585: 25774,
1586: 22121,
1587: 4710,
1588: 3424,
1589: 3798,
1590: 39,
1591: 18887,
1592: 16303,
1593: 35157,
1594: 32504,
1595: 1643,
1596: 295,
1597: 1373,
1598: 1193,
1599: 25760,
1600: 26041,
1601: 6932,
1602: 5835,
1603: 10706,
1604: 10137,
1605: 40244,
1606: 43405,
1607: 3992,
1608: 9816,
1609: 10031,
1610: 295,
1611: 6865,
1612: 7277,
1613: 1152,
1614: 5563,
1615: 5706,
1616: 5121,
1617: 4622,
1618: 324,
1619: 465,
1620: 166080,
1621: 163463,
1622: 127,
1623: 4456,
1624: 4123,
1625: 22628,
1626: 21572,
1627: 5575,
1628: 5405,
1629: 7484,
1630: 6943,
1631: 11029,
1632: 10333,
1633: 122555,
1634: 123659,
1635: 11169,
1636: 11090,
1637: 11686,
1638: 12142,
1639: 17260,
1640: 15491,
1641: 9987,
1642: 10343,
1643: 11102,
1644: 10963,
1645: 8601,
1646: 8822,
1647: 22508,
1648: 23095,
1649: 17760,
1650: 16281,
1651: 56,
1652: 56,
1653: 3242,
1654: 3222,
1655: 22160,
1656: 22093,
1657: 83153,
1658: 84910,
1659: 5790,
1660: 10058,
1661: 9166,
1662: 11563,
1663: 8256,
1664: 20764,
1665: 18111,
1666: 5888,
1667: 5272,
1668: 18186,
1669: 17323,
1670: 2614,
1671: 2497,
1672: 51925,
1673: 53878,
1674: 42482,
1675: 42429,
1676: 65,
1677: 4789,
1678: 4783,
1679: 6738,
1680: 7001,
1681: 4530,
1682: 3597,
1683: 37294,
1684: 38062,
1685: 69181,
1686: 66503,
1687: 37658,
1688: 27206,
1689: 67348,
1690: 65893,
1691: 41999,
1692: 40075,
1693: 934,
1694: 686295,
1695: 691028,
1696: 15997,
1697: 80213,
1698: 76504,
1699: 911,
1700: 7472,
1701: 6720,
1702: 139,
1703: 17662,
1704: 16787,
1705: 129,
1706: 9384,
1707: 9384,
1708: 22778,
1709: 23881,
1710: 4912,
1711: 3487,
1712: 3683,
1713: 73,
1714: 18875,
1715: 19047,
1716: 22478,
1717: 22544,
1718: 1147,
1719: 1004,
1720: 22193,
1721: 23353,
1722: 6040,
1723: 6145,
1724: 9825,
1725: 11354,
1726: 31014,
1727: 34373,
1728: 4143,
1729: 6588,
1730: 7113,
1731: 399,
1732: 3949,
1733: 5480,
1734: 1529,
1735: 5922,
1736: 5294,
1737: 4344,
1738: 4472,
1739: 3609,
1740: 3659,
1741: 133077,
1742: 135844,
1743: 49,
1744: 3452,
1745: 3662,
1746: 20300,
1747: 20151,
1748: 5341,
1749: 4759,
1750: 5917,
1751: 6079,
1752: 141,
1753: 141,
1754: 8036,
1755: 8770,
1756: 95981,
1757: 96256,
1758: 8583,
1759: 8973,
1760: 10726,
1761: 10415,
1762: 10736,
1763: 10587,
1764: 8030,
1765: 9601,
1766: 9515,
1767: 9657,
1768: 6109,
1769: 5436,
1770: 22078,
1771: 22529,
1772: 10651,
1773: 12700,
1774: 2841,
1775: 2740,
1776: 20856,
1777: 20487,
1778: 61661,
1779: 63790,
1780: 5496,
1781: 8803,
1782: 8332,
1783: 7731,
1784: 6166,
1785: 9046,
1786: 9046,
1787: 15426,
1788: 14426,
1789: 1968,
1790: 2156,
1791: 44384,
1792: 43637,
1793: 37374,
1794: 36405,
1795: 3893,
1796: 3782,
1797: 6813,
1798: 6859,
1799: 3479,
1800: 2211,
1801: 31179,
1802: 32326,
1803: 58018,
1804: 57621,
1805: 21833,
1806: 33420,
1807: 54730,
1808: 54868,
1809: 35872,
1810: 34691,
1811: 542,
1812: 586170,
1813: 598189,
1814: 9258,
1815: 72073,
1816: 72967,
1817: 928,
1818: 8077,
1819: 8615,
1820: 154,
1821: 13807,
1822: 13904,
1823: 21,
1824: 1398,
1825: 1398,
1826: 31007,
1827: 31568,
1828: 1037,
1829: 2962,
1830: 3254,
1831: 55,
1832: 16679,
1833: 17048,
1834: 22700,
1835: 22117,
1836: 467,
1837: 1101,
1838: 744,
1839: 22640,
1840: 19470,
1841: 5917,
1842: 5518,
1843: 8912,
1844: 8468,
1845: 29437,
1846: 33764,
1847: 3549,
1848: 4710,
1849: 5698,
1850: 835,
1851: 4738,
1852: 7058,
1853: 1872,
1854: 4837,
1855: 5971,
1856: 4095,
1857: 4582,
1858: 4614,
1859: 5131,
1860: 133375,
1861: 134992,
1862: 3809,
1863: 3929,
1864: 18568,
1865: 18502,
1866: 7052,
1867: 7242,
1868: 6019,
1869: 7206,
1870: 7724,
1871: 9091,
1872: 95252,
1873: 96124,
1874: 8057,
1875: 8962,
1876: 10224,
1877: 10193,
1878: 12651,
1879: 13133,
1880: 8370,
1881: 10149,
1882: 9521,
1883: 9401,
1884: 4856,
1885: 5002,
1886: 21349,
1887: 19929,
1888: 10394,
1889: 15549,
1890: 85,
1891: 2926,
1892: 2707,
1893: 22031,
1894: 20698,
1895: 64063,
1896: 63846,
1897: 6291,
1898: 8360,
1899: 8081,
1900: 7041,
1901: 7595,
1902: 9644,
1903: 9283,
1904: 375,
1905: 595,
1906: 15603,
1907: 13624,
1908: 1195,
1909: 1715,
1910: 45861,
1911: 45431,
1912: 38374,
1913: 38181,
1914: 3966,
1915: 4111,
1916: 6597,
1917: 6311,
1918: 2758,
1919: 3056,
1920: 33566,
1921: 33535,
1922: 59555,
1923: 59805,
1924: 34418,
1925: 33597,
1926: 53144,
1927: 53922,
1928: 36482,
1929: 35060,
1930: 625,
1931: 596146,
1932: 604553,
1933: 10686,
1934: 68085,
1935: 67087,
1936: 971,
1937: 7777,
1938: 7552,
1939: 150,
1940: 11219,
1941: 10160,
1942: 6596,
1943: 6596,
1944: 20522,
1945: 19450,
1946: 3749,
1947: 2807,
1948: 3669,
1949: 41,
1950: 13922,
1951: 13740,
1952: 21324,
1953: 21321,
1954: 774,
1955: 887,
1956: 704,
1957: 14018,
1958: 13467,
1959: 4625,
1960: 2809,
1961: 5634,
1962: 4231,
1963: 29971,
1964: 36161,
1965: 6075,
1966: 3936,
1967: 5031,
1968: 1129,
1969: 5920,
1970: 8625,
1971: 2121,
1972: 3874,
1973: 4138,
1974: 3791,
1975: 4050,
1976: 3563,
1977: 3844,
1978: 125536,
1979: 124842,
1980: 139,
1981: 3094,
1982: 3822,
1983: 12111,
1984: 12374,
1985: 10706,
1986: 10771,
1987: 6448,
1988: 7077,
1989: 8196,
1990: 9665,
1991: 88986,
1992: 90088,
1993: 8113,
1994: 9702,
1995: 10028,
1996: 10122,
1997: 12668,
1998: 11779,
1999: 8249,
2000: 9662,
2001: 9521,
2002: 9077,
2003: 5429,
2004: 4871,
2005: 11993,
2006: 12274,
2007: 11017,
2008: 16159,
2009: 134,
2010: 2461,
2011: 2412,
2012: 22110,
2013: 19875,
2014: 55114,
2015: 55149,
2016: 5453,
2017: 7857,
2018: 8339,
2019: 6884,
2020: 8265,
2021: 9721,
2022: 8381,
2023: 2061,
2024: 1798,
2025: 14520,
2026: 14434,
2027: 1477,
2028: 2065,
2029: 45161,
2030: 44877,
2031: 39780,
2032: 39100,
2033: 3657,
2034: 3721,
2035: 3488,
2036: 3572,
2037: 3747,
2038: 3597,
2039: 34106,
2040: 34627,
2041: 49183,
2042: 48933,
2043: 36029,
2044: 38083,
2045: 50783,
2046: 51678,
2047: 38807,
2048: 36698,
2049: 566,
2050: 634140,
2051: 632798,
2052: 9668,
2053: 70178,
2054: 74301,
2055: 1083,
2056: 8404,
2057: 9498,
2058: 180,
2059: 13067,
2060: 12027,
2061: 9352,
2062: 9352,
2063: 22633,
2064: 20557,
2065: 4979,
2066: 2991,
2067: 3823,
2068: 48,
2069: 9683,
2070: 9697,
2071: 20262,
2072: 20780,
2073: 618,
2074: 924,
2075: 915,
2076: 13908,
2077: 14220,
2078: 3719,
2079: 4676,
2080: 5185,
2081: 5472,
2082: 28767,
2083: 36082,
2084: 6418,
2085: 5453,
2086: 6821,
2087: 1157,
2088: 5345,
2089: 11159,
2090: 3129,
2091: 4349,
2092: 4083,
2093: 3754,
2094: 4104,
2095: 4900,
2096: 5080,
2097: 116892,
2098: 122958,
2099: 200,
2100: 3656,
2101: 3722,
2102: 11307,
2103: 12156,
2104: 11489,
2105: 11867,
2106: 6469,
2107: 7004,
2108: 9816,
2109: 11571,
2110: 79450,
2111: 86028,
2112: 9281,
2113: 10689,
2114: 9649,
2115: 9887,
2116: 10804,
2117: 13394,
2118: 9574,
2119: 8040,
2120: 8952,
2121: 9672,
2122: 5618,
2123: 6303,
2124: 12372,
2125: 12332,
2126: 12540,
2127: 18451,
2128: 155,
2129: 2138,
2130: 2220,
2131: 16318,
2132: 17513,
2133: 54483,
2134: 55491,
2135: 5225,
2136: 7707,
2137: 8144,
2138: 154,
2139: 8364,
2140: 12979,
2141: 7987,
2142: 8795,
2143: 935,
2144: 1130,
2145: 14434,
2146: 14520,
2147: 1685,
2148: 2046,
2149: 40268,
2150: 41931,
2151: 38109,
2152: 38550,
2153: 3309,
2154: 3528,
2155: 3052,
2156: 3513,
2157: 3542,
2158: 4459,
2159: 32139,
2160: 30039,
2161: 48434,
2162: 47477,
2163: 31865,
2164: 33985,
2165: 47797,
2166: 49898,
2167: 44586,
2168: 43819,
2169: 932,
2170: 572481,
2171: 597051,
2172: 11750,
2173: 59707,
2174: 62666,
2175: 968,
2176: 9049,
2177: 8953,
2178: 155,
2179: 11960,
2180: 11492,
2181: 59,
2182: 904,
2183: 28166,
2184: 26965,
2185: 383,
2186: 2631,
2187: 3736,
2188: 31,
2189: 9395,
2190: 10094,
2191: 20403,
2192: 19867,
2193: 1122,
2194: 1011,
2195: 920,
2196: 12157,
2197: 12676,
2198: 4105,
2199: 2560,
2200: 5503,
2201: 4744,
2202: 23245,
2203: 29755,
2204: 5939,
2205: 5639,
2206: 6007,
2207: 1022,
2208: 5007,
2209: 7099,
2210: 2713,
2211: 3590,
2212: 4089,
2213: 3417,
2214: 3485,
2215: 3942,
2216: 3517,
2217: 97456,
2218: 104656,
2219: 3459,
2220: 3094,
2221: 11856,
2222: 12077,
2223: 12454,
2224: 12084,
2225: 6608,
2226: 6171,
2227: 11610,
2228: 10002,
2229: 73208,
2230: 68351,
2231: 10950,
2232: 9920,
2233: 8629,
2234: 8359,
2235: 11235,
2236: 8657,
2237: 8648,
2238: 8732,
2239: 8838,
2240: 8034,
2241: 6118,
2242: 4994,
2243: 12139,
2244: 12041,
2245: 18316,
2246: 15317,
2247: 207,
2248: 190,
2249: 17214,
2250: 16185,
2251: 44899,
2252: 44990,
2253: 5682,
2254: 8593,
2255: 7728,
2256: 13794,
2257: 10375,
2258: 6775,
2259: 5690,
2260: 1243,
2261: 1387,
2262: 16883,
2263: 16140,
2264: 1329,
2265: 1695,
2266: 35025,
2267: 34326,
2268: 32108,
2269: 30376,
2270: 2644,
2271: 2572,
2272: 3883,
2273: 3497,
2274: 4236,
2275: 3716,
2276: 23313,
2277: 21750,
2278: 37206,
2279: 38630,
2280: 32377,
2281: 29982,
2282: 42297,
2283: 39262,
2284: 41220,
2285: 38321,
2286: 903,
2287: 519208,
2288: 516191,
2289: 11597,
2290: 64745,
2291: 58054,
2292: 640,
2293: 9142,
2294: 9089,
2295: 202,
2296: 11179,
2297: 11197,
2298: 6319,
2299: 25011,
2300: 18196,
2301: 2064,
2302: 3072,
2303: 3425,
2304: 81,
2305: 10122,
2306: 10200,
2307: 20355,
2308: 19888,
2309: 434,
2310: 819,
2311: 829,
2312: 10506,
2313: 10315,
2314: 2641,
2315: 2065,
2316: 5060,
2317: 4527,
2318: 24560,
2319: 31738,
2320: 6567,
2321: 5439,
2322: 6355,
2323: 1162,
2324: 4341,
2325: 7897,
2326: 3029,
2327: 3154,
2328: 3359,
2329: 3042,
2330: 3267,
2331: 3099,
2332: 3286,
2333: 96070,
2334: 92050,
2335: 199,
2336: 3080,
2337: 3111,
2338: 12386,
2339: 9891,
2340: 12264,
2341: 11808,
2342: 4601,
2343: 5448,
2344: 8338,
2345: 8175,
2346: 64520,
2347: 61560,
2348: 8342,
2349: 8635,
2350: 7865,
2351: 7777,
2352: 8660,
2353: 7283,
2354: 7169,
2355: 7806,
2356: 7153,
2357: 6542,
2358: 4389,
2359: 3533,
2360: 10456,
2361: 10278,
2362: 14277,
2363: 12823,
2364: 14774,
2365: 15128,
2366: 41752,
2367: 40301,
2368: 3502,
2369: 7434,
2370: 5625,
2371: 9205,
2372: 6755,
2373: 4621,
2374: 4552,
2375: 1408,
2376: 1393,
2377: 13053,
2378: 11776,
2379: 1368,
2380: 1692,
2381: 36046,
2382: 34364,
2383: 26972,
2384: 25756,
2385: 2356,
2386: 2299,
2387: 3284,
2388: 2886,
2389: 3350,
2390: 2918,
2391: 19430,
2392: 18530,
2393: 35966,
2394: 37087,
2395: 29615,
2396: 28877,
2397: 37931,
2398: 36256,
2399: 38417,
2400: 36349,
2401: 874,
2402: 495633,
2403: 497748,
2404: 11628,
2405: 49658,
2406: 51264,
2407: 580,
2408: 6971,
2409: 6960,
2410: 120,
2411: 11193,
2412: 10388,
2413: 22992,
2414: 20980,
2415: 413,
2416: 2910,
2417: 3094,
2418: 91,
2419: 8840,
2420: 8812,
2421: 23817,
2422: 25186,
2423: 953,
2424: 755,
2425: 24653,
2426: 26079,
2427: 3598,
2428: 4320,
2429: 6342,
2430: 6185,
2431: 30518,
2432: 37410,
2433: 7155,
2434: 5999,
2435: 6766,
2436: 1168,
2437: 4134,
2438: 9456,
2439: 4429,
2440: 5117,
2441: 4369,
2442: 3052,
2443: 3874,
2444: 4590,
2445: 3854,
2446: 111789,
2447: 108153,
2448: 3368,
2449: 3587,
2450: 12748,
2451: 13493,
2452: 6703,
2453: 5587,
2454: 9560,
2455: 7837,
2456: 75982,
2457: 79315,
2458: 9624,
2459: 9502,
2460: 9171,
2461: 9197,
2462: 8392,
2463: 8227,
2464: 7820,
2465: 9769,
2466: 9142,
2467: 9686,
2468: 4676,
2469: 4027,
2470: 14089,
2471: 14624,
2472: 13917,
2473: 14063,
2474: 17560,
2475: 19901,
2476: 50006,
2477: 51910,
2478: 4601,
2479: 7209,
2480: 6916,
2481: 10347,
2482: 9131,
2483: 7350,
2484: 8243,
2485: 298,
2486: 14396,
2487: 12418,
2488: 1587,
2489: 2396,
2490: 43178,
2491: 43703,
2492: 2731,
2493: 3271,
2494: 3478,
2495: 3413,
2496: 4526,
2497: 4565,
2498: 3809,
2499: 3292,
2500: 25515,
2501: 26212,
2502: 45619,
2503: 42876,
2504: 34416,
2505: 35943,
2506: 39235,
2507: 40597,
2508: 45367,
2509: 43876,
2510: 1247,
2511: 582414,
2512: 596359,
2513: 16970,
2514: 61663,
2515: 63190,
2516: 825,
2517: 8018,
2518: 7159,
2519: 139,
2520: 11596,
2521: 12423,
2522: 29004,
2523: 29842,
2524: 529,
2525: 3285,
2526: 3721,
2527: 53,
2528: 11215,
2529: 11261,
2530: 23372,
2531: 23595,
2532: 267,
2533: 1221,
2534: 920,
2535: 24611,
2536: 20379,
2537: 5312,
2538: 4549,
2539: 9132,
2540: 8840,
2541: 32619,
2542: 38766,
2543: 4707,
2544: 7539,
2545: 7152,
2546: 373,
2547: 8347,
2548: 11863,
2549: 3286,
2550: 4899,
2551: 5696,
2552: 3456,
2553: 2975,
2554: 3552,
2555: 3683,
2556: 115146,
2557: 114543,
2558: 3638,
2559: 3214,
2560: 13796,
2561: 12688,
2562: 6169,
2563: 5476,
2564: 9598,
2565: 9006,
2566: 75013,
2567: 76006,
2568: 9968,
2569: 9176,
2570: 9365,
2571: 9773,
2572: 9998,
2573: 9376,
2574: 8427,
2575: 8474,
2576: 9741,
2577: 9532,
2578: 4808,
2579: 4127,
2580: 17506,
2581: 18328,
2582: 13917,
2583: 14063,
2584: 19571,
2585: 21512,
2586: 53308,
2587: 54996,
2588: 5271,
2589: 8351,
2590: 5857,
2591: 11287,
2592: 11156,
2593: 9912,
2594: 10241,
2595: 708,
2596: 820,
2597: 14832,
2598: 12897,
2599: 46393,
2600: 45226,
2601: 3313,
2602: 3511,
2603: 5907,
2604: 5341,
2605: 3999,
2606: 2582,
2607: 28767,
2608: 28395,
2609: 43630,
2610: 44000,
2611: 30851,
2612: 30862,
2613: 41668,
2614: 40836,
2615: 45436,
2616: 43268,
2617: 993,
2618: 583756,
2619: 596066,
2620: 12779,
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9795: 331,
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9799: 361206,
9800: 5639,
9801: 69657,
9802: 67199,
9803: 4133,
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9808: 12005,
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9810: 21324,
9811: 21173,
9812: 826,
9813: 10294,
9814: 11615,
9815: 315,
9816: 8044,
9817: 7796,
9818: 21281,
9819: 20712,
9820: 4618,
9821: 4805,
9822: 6761,
9823: 7256,
9824: 8731,
9825: 8893,
9826: 6997,
9827: 6991,
9828: 39362,
9829: 45531,
9830: 3011,
9831: 3073,
9832: 5422,
9833: 1697,
9834: 9837,
9835: 14122,
9836: 2230,
9837: 5328,
9838: 5801,
9839: 133306,
9840: 139122,
9841: 3031,
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9843: 4,
9844: 4,
9845: 4451,
9846: 4467,
9847: 1833,
9848: 2289,
9849: 15653,
9850: 16644,
9851: 9984,
9852: 10577,
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9860: 19646,
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9864: 4721,
9865: 7113,
9866: 8191,
9867: 7722,
9868: 7309,
9869: 4199,
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9875: 1785,
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9877: 45203,
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9880: 6840,
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9895: 4516,
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9899: 38293,
9900: 35548,
9901: 50618,
9902: 52589,
9903: 14346,
9904: 363,
9905: 25034,
9906: 24292,
9907: 391,
9908: 49392,
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9910: 54105,
9911: 364408,
9912: 6677,
9913: 65916,
9914: 70588,
9915: 3360,
9916: 8892,
9917: 8853,
9918: 804,
9919: 14662,
9920: 15799,
9921: 21,
9922: 21866,
9923: 22418,
9924: 709,
9925: 10696,
9926: 12439,
9927: 330,
9928: 9050,
9929: 8951,
9930: 48,
9931: 48,
9932: 19541,
9933: 18824,
9934: 4845,
9935: 4397,
9936: 7200,
9937: 6473,
9938: 9254,
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9940: 4171,
9941: 4141,
9942: 35595,
9943: 35845,
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9956: 2576,
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9958: 4952,
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9963: 15835,
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9972: 17887,
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10024: 322569,
10025: 44777,
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10027: 7204,
10028: 71731,
10029: 65750,
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10032: 9260,
10033: 1067,
10034: 13918,
10035: 15013,
10036: 84,
10037: 21032,
10038: 19587,
10039: 1052,
10040: 9271,
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10050: 6199,
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10052: 8000,
10053: 2974,
10054: 3084,
10055: 36273,
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10061: 10000,
10062: 10627,
10063: 1963,
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10066: 111975,
10067: 111947,
10068: 2902,
10069: 2584,
10070: 5,
10071: 3857,
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10092: 7093,
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10098: 16230,
10099: 460,
10100: 286,
10101: 4601,
10102: 4591,
10103: 1610,
10104: 2786,
10105: 36931,
10106: 36979,
10107: 5885,
10108: 5591,
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10110: 9892,
10111: 2850,
10112: 3444,
10113: 14330,
10114: 14852,
10115: 5869,
10116: 5543,
10117: 83779,
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10120: 6311,
10121: 2050,
10122: 1918,
10123: 4159,
10124: 3901,
10125: 34684,
10126: 20944,
10127: 34291,
10128: 22292,
10129: 40568,
10130: 39790,
10131: 13111,
10132: 170,
10133: 22216,
10134: 20845,
10135: 387,
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10137: 306419,
10138: 43749,
10139: 315514,
10140: 6623,
10141: 60050,
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10143: 3706,
10144: 7216,
10145: 7709,
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10147: 12856,
10148: 13801,
10149: 63,
10150: 18079,
10151: 17674,
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10154: 7397,
10155: 197,
10156: 7869,
10157: 7727,
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10159: 262,
10160: 21421,
10161: 22508,
10162: 5603,
10163: 5902,
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10168: 3774,
10169: 3849,
10170: 41599,
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10175: 2131,
10176: 11719,
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10178: 2159,
10179: 6142,
10180: 6407,
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10185: 5000,
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10200: 22811,
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10210: 3981,
10211: 19163,
10212: 19923,
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10214: 1248,
10215: 5893,
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10219: 42845,
10220: 44505,
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10224: 10462,
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10254: 8295,
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10260: 938,
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10264: 23806,
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10280: 6748,
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10297: 4968,
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10299: 3167,
10300: 3739,
10301: 19308,
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10310: 12107,
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10317: 8979,
10318: 6747,
10319: 11566,
10320: 10882,
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10325: 1177,
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10330: 4074,
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10332: 49915,
10333: 6820,
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10340: 14075,
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10350: 4202,
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10360: 26203,
10361: 472,
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10364: 54407,
10365: 397287,
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10374: 14786,
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10376: 26464,
10377: 27204,
10378: 1082,
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10380: 8242,
10381: 237,
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10384: 25673,
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10395: 48783,
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10398: 7378,
10399: 1979,
10400: 5727,
10401: 9131,
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10403: 5645,
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10405: 152626,
10406: 149509,
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10410: 5165,
10411: 4516,
10412: 1787,
10413: 2649,
10414: 17925,
10415: 20310,
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10417: 11061,
10418: 11319,
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10420: 74874,
10421: 73466,
10422: 13495,
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10425: 26305,
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10427: 7624,
10428: 4837,
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10450: 13556,
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10460: 6544,
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10468: 44212,
10469: 28074,
10470: 43094,
10471: 28671,
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10473: 56670,
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10475: 636,
10476: 28010,
10477: 26237,
10478: 546,
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10480: 393135,
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10485: 74961,
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10493: 31529,
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10495: 953,
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10499: 8838,
10500: 10785,
10501: 158,
10502: 27720,
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10504: 6915,
10505: 7273,
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10512: 45265,
10513: 56593,
10514: 5392,
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10520: 2182,
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10522: 7364,
10523: 151272,
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10525: 5001,
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10538: 14500,
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10569: 7475,
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10575: 103264,
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10610: 32218,
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10680: 64,
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10710: 68600,
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10795: 8025,
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10810: 5255,
10811: 103161,
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19294: 1446,
19295: 50363,
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19297: 2634,
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19299: 2700,
19300: 7586,
19301: 7555,
19302: 128474,
19303: 125747,
19304: 236,
19305: 5387,
19306: 5578,
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19311: 63532,
19312: 64784,
19313: 30032,
19314: 37344,
19315: 548374,
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19317: 4072,
19318: 60908,
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19320: 9456,
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19325: 46793,
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19330: 2009,
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19340: 21112,
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19364: 15690,
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19380: 19265,
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19399: 9524,
19400: 36,
19401: 6232,
19402: 5999,
19403: 75,
19404: 75,
19405: 13183,
19406: 16089,
19407: 93418,
19408: 90355,
19409: 50,
19410: 48,
19411: 49494,
19412: 50244,
19413: 2402,
19414: 1451,
19415: 3700,
19416: 9318,
19417: 8862,
19418: 132537,
19419: 131519,
19420: 62,
19421: 5369,
19422: 5658,
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19426: 4638,
19427: 68869,
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19429: 36255,
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19431: 573619,
19432: 558030,
19433: 15589,
19434: 58222,
19435: 64753,
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19438: 11459,
19439: 10330,
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19450: 5874,
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19460: 7170,
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19465: 3995,
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19467: 3334,
19468: 39105,
19469: 38033,
19470: 7279,
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19472: 6244,
19473: 6209,
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19475: 118110,
19476: 5586,
19477: 5620,
19478: 15264,
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19480: 17463,
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19485: 4715,
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19488: 98528,
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19490: 3657,
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19495: 10115,
19496: 15195,
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19499: 7677,
19500: 4722,
19501: 5128,
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19503: 4316,
19504: 40669,
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19506: 6089,
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19508: 5390,
19509: 5927,
19510: 2299,
19511: 2689,
19512: 16600,
19513: 16850,
19514: 8765,
19515: 9342,
19516: 67,
19517: 80,
19518: 3905,
19519: 5106,
19520: 13958,
19521: 14211,
19522: 84768,
19523: 84157,
19524: 46340,
19525: 46811,
19526: 1501,
19527: 1278,
19528: 2756,
19529: 8636,
19530: 8994,
19531: 125368,
19532: 127970,
19533: 29,
19534: 4484,
19535: 5023,
19536: 5541,
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19538: 4647,
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19540: 61604,
19541: 63206,
19542: 38166,
19543: 41758,
19544: 506882,
19545: 522199,
19546: 3575,
19547: 57385,
19548: 56815,
19549: 8701,
19550: 8666,
19551: 8419,
19552: 7457,
19553: 18612,
19554: 19005,
19555: 17432,
19556: 19239,
19557: 140146,
19558: 145429,
19559: 4126,
19560: 3887,
19561: 8487,
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19563: 9747,
19564: 12043,
19565: 5970,
19566: 5706,
19567: 16992,
19568: 16242,
19569: 7991,
19570: 8179,
19571: 8585,
19572: 8838,
19573: 9678,
19574: 9746,
19575: 3884,
19576: 3905,
19577: 516,
19578: 3551,
19579: 42768,
19580: 42915,
19581: 6963,
19582: 7482,
19583: 6429,
19584: 6736,
19585: 125210,
19586: 125493,
19587: 6766,
19588: 7379,
19589: 16320,
19590: 16511,
19591: 17414,
19592: 18744,
19593: 9498,
19594: 10666,
19595: 5543,
19596: 4814,
19597: 27144,
19598: 29195,
19599: 110375,
19600: 107556,
19601: 4471,
19602: 4443,
19603: 13817,
19604: 15182,
19605: 10394,
19606: 10031,
19607: 14299,
19608: 14378,
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19610: 8846,
19611: 5482,
19612: 5525,
19613: 4291,
19614: 4514,
19615: 46125,
19616: 47125,
19617: 6824,
19618: 6256,
19619: 5947,
19620: 6330,
19621: 2334,
19622: 2668,
19623: 16132,
19624: 16132,
19625: 9053,
19626: 11627,
19627: 4371,
19628: 4043,
19629: 14995,
19630: 15555,
19631: 92669,
19632: 92916,
19633: 53430,
19634: 55533,
19635: 1950,
19636: 1447,
19637: 3287,
19638: 8566,
19639: 7897,
19640: 139293,
19641: 143448,
19642: 27,
19643: 6845,
19644: 7012,
19645: 5953,
19646: 5812,
19647: 214,
19648: 216,
19649: 4978,
19650: 5497,
19651: 72652,
19652: 70738,
19653: 44192,
19654: 42460,
19655: 553433,
19656: 556208,
19657: 4265,
19658: 62328,
19659: 65576,
19660: 10829,
19661: 9714,
19662: 10484,
19663: 9620,
19664: 20649,
19665: 19667,
19666: 21376,
19667: 23909,
19668: 163240,
19669: 165620,
19670: 4561,
19671: 3518,
19672: 9830,
19673: 9810,
19674: 12079,
19675: 10344,
19676: 5668,
19677: 5106,
19678: 16133,
19679: 14533,
19680: 9318,
19681: 8642,
19682: 8199,
19683: 7306,
19684: 10015,
19685: 10841,
19686: 3236,
19687: 3472,
19688: 1049,
19689: 3183,
19690: 37358,
19691: 33685,
19692: 7291,
19693: 6498,
19694: 7165,
19695: 6811,
19696: 116692,
19697: 110731,
19698: 8507,
19699: 7081,
19700: 17967,
19701: 15899,
19702: 19968,
19703: 16381,
19704: 10878,
19705: 11248,
19706: 6407,
19707: 4656,
19708: 27506,
19709: 25377,
19710: 90441,
19711: 86480,
19712: 4417,
19713: 3615,
19714: 15735,
19715: 15209,
19716: 10688,
19717: 9743,
19718: 13887,
19719: 13118,
19720: 8709,
19721: 7993,
19722: 5143,
19723: 5529,
19724: 5281,
19725: 4219,
19726: 38491,
19727: 38495,
19728: 5776,
19729: 5244,
19730: 7034,
19731: 6194,
19732: 2821,
19733: 2598,
19734: 17684,
19735: 16885,
19736: 12161,
19737: 11843,
19738: 4269,
19739: 4124,
19740: 16020,
19741: 15382,
19742: 93378,
19743: 90162,
19744: 1817,
19745: 1800,
19746: 49461,
19747: 47594,
19748: 1178,
19749: 1280,
19750: 2371,
19751: 7827,
19752: 7090,
19753: 119065,
19754: 110911,
19755: 64,
19756: 3156,
19757: 2815,
19758: 5501,
19759: 5791,
19760: 5517,
19761: 64876,
19762: 63054,
19763: 36911,
19764: 35155,
19765: 19100,
19766: 18600,
19767: 482915,
19768: 473688,
19769: 5447,
19770: 65540,
19771: 59075,
19772: 8808,
19773: 10593,
19774: 11778,
19775: 10335,
19776: 20155,
19777: 18453,
19778: 20135,
19779: 18152,
19780: 140506,
19781: 134426,
19782: 3839,
19783: 3000,
19784: 9793,
19785: 9055,
19786: 7786,
19787: 7854,
19788: 5109,
19789: 4915,
19790: 15326,
19791: 14742,
19792: 7196,
19793: 7861,
19794: 6999,
19795: 6764,
19796: 8505,
19797: 9284,
19798: 2691,
19799: 2825,
19800: 2019,
19801: 4389,
19802: 33009,
19803: 30502,
19804: 5636,
19805: 5881,
19806: 5726,
19807: 5519,
19808: 103145,
19809: 101874,
19810: 6143,
19811: 6485,
19812: 15494,
19813: 14354,
19814: 15398,
19815: 15901,
19816: 8923,
19817: 9245,
19818: 4970,
19819: 4774,
19820: 25550,
19821: 25888,
19822: 84511,
19823: 81168,
19824: 3770,
19825: 3620,
19826: 12967,
19827: 12687,
19828: 9573,
19829: 8886,
19830: 13283,
19831: 12829,
19832: 7418,
19833: 7204,
19834: 4365,
19835: 4569,
19836: 4045,
19837: 3689,
19838: 35500,
19839: 36066,
19840: 5289,
19841: 4695,
19842: 5543,
19843: 5446,
19844: 2152,
19845: 2612,
19846: 14536,
19847: 14006,
19848: 11051,
19849: 8778,
19850: 47,
19851: 52,
19852: 4253,
19853: 3507,
19854: 11941,
19855: 13281,
19856: 78061,
19857: 78941,
19858: 851,
19859: 917,
19860: 42260,
19861: 42443,
19862: 1259,
19863: 1304,
19864: 2460,
19865: 7342,
19866: 7298,
19867: 101212,
19868: 101552,
19869: 13,
19870: 2090,
19871: 2061,
19872: 5590,
19873: 4939,
19874: 216,
19875: 4809,
19876: 4902,
19877: 51793,
19878: 51648,
19879: 17409,
19880: 19822,
19881: 207768,
19882: 213908,
19883: 262959,
19884: 246222,
19885: 3428,
19886: 48547,
19887: 56308,
19888: 7056,
19889: 8645,
19890: 12977,
19891: 11981,
19892: 16888,
19893: 15640,
19894: 19181,
19895: 19380,
19896: 131987,
19897: 131355,
19898: 3132,
19899: 3256,
19900: 7214,
19901: 7360,
19902: 8479,
19903: 8513,
19904: 5687,
19905: 5947,
19906: 17062,
19907: 17839,
19908: 7659,
19909: 7971,
19910: 8778,
19911: 9154,
19912: 10549,
19913: 8552,
19914: 3588,
19915: 3729,
19916: 2875,
19917: 5759,
19918: 42175,
19919: 37219,
19920: 5929,
19921: 6251,
19922: 6436,
19923: 6513,
19924: 120150,
19925: 120768,
19926: 7045,
19927: 7020,
19928: 17729,
19929: 16168,
19930: 18530,
19931: 16983,
19932: 10557,
19933: 9937,
19934: 5847,
19935: 5078,
19936: 35739,
19937: 35898,
19938: 110062,
19939: 110922,
19940: 4054,
19941: 3346,
19942: 14791,
19943: 13276,
19944: 10666,
19945: 9232,
19946: 15423,
19947: 14882,
19948: 8464,
19949: 7965,
19950: 5098,
19951: 5491,
19952: 4421,
19953: 4559,
19954: 44450,
19955: 46734,
19956: 7129,
19957: 6797,
19958: 5536,
19959: 5286,
19960: 2578,
19961: 2886,
19962: 18354,
19963: 18257,
19964: 11025,
19965: 9319,
19966: 5024,
19967: 4890,
19968: 13608,
19969: 13411,
19970: 102569,
19971: 99885,
19972: 268,
19973: 243,
19974: 53589,
19975: 54811,
19976: 1285,
19977: 1422,
19978: 2783,
19979: 10212,
19980: 10176,
19981: 130260,
19982: 128361,
19983: 27,
19984: 2769,
19985: 2902,
19986: 6280,
19987: 6136,
19988: 211,
19989: 5483,
19990: 5144,
19991: 64902,
19992: 67153,
19993: 21959,
19994: 25040,
19995: 228853,
19996: 248037,
19997: 332823,
19998: 312349,
19999: 6043,
20000: 61428,
20001: 64768,
20002: 9516,
20003: 7806,
20004: 11786,
20005: 12221,
20006: 18933,
20007: 21784,
20008: 25989,
20009: 26585,
20010: 159026,
20011: 163429,
20012: 4727,
20013: 4630,
20014: 9673,
20015: 9179,
20016: 3525,
20017: 4439,
20018: 10924,
20019: 10390,
20020: 6169,
20021: 6128,
20022: 18504,
20023: 18383,
20024: 7791,
20025: 7007,
20026: 13214,
20027: 13320,
20028: 9635,
20029: 6931,
20030: 3813,
20031: 3925,
20032: 368,
20033: 7227,
20034: 44616,
20035: 37171,
20036: 7223,
20037: 7063,
20038: 6124,
20039: 5380,
20040: 121852,
20041: 120168,
20042: 8016,
20043: 7287,
20044: 17754,
20045: 17434,
20046: 18324,
20047: 15803,
20048: 10860,
20049: 9590,
20050: 6524,
20051: 5356,
20052: 43069,
20053: 42531,
20054: 116005,
20055: 115485,
20056: 12660,
20057: 14978,
20058: 10383,
20059: 9067,
20060: 16115,
20061: 16000,
20062: 8608,
20063: 8112,
20064: 4584,
20065: 5114,
20066: 4715,
20067: 3840,
20068: 45324,
20069: 45748,
20070: 11882,
20071: 10771,
20072: 6347,
20073: 5532,
20074: 17237,
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20076: 11827,
20077: 10216,
20078: 5024,
20079: 5934,
20080: 14199,
20081: 12635,
20082: 91281,
20083: 88636,
20084: 95,
20085: 25,
20086: 47209,
20087: 47360,
20088: 1322,
20089: 1316,
20090: 2686,
20091: 9339,
20092: 9693,
20093: 136799,
20094: 132678,
20095: 10,
20096: 3381,
20097: 3804,
20098: 6437,
20099: 6083,
20100: 4987,
20101: 4768,
20102: 70367,
20103: 67810,
20104: 19837,
20105: 19888,
20106: 246192,
20107: 256717,
20108: 360412,
20109: 342797,
20110: 5479,
20111: 70579,
20112: 62417,
20113: 7591,
20114: 6295,
20115: 10440,
20116: 10303,
20117: 27661,
20118: 29232,
20119: 21539,
20120: 20139,
20121: 163193,
20122: 164249,
20123: 4948,
20124: 4633,
20125: 10484,
20126: 9926,
20127: 932,
20128: 876,
20129: 4124,
20130: 4803,
20131: 9649,
20132: 9314,
20133: 7551,
20134: 8394,
20135: 23910,
20136: 26582,
20137: 8038,
20138: 7320,
20139: 13752,
20140: 15360,
20141: 9717,
20142: 8310,
20143: 3869,
20144: 3903,
20145: 439,
20146: 7221,
20147: 43940,
20148: 45448,
20149: 6259,
20150: 6351,
20151: 6614,
20152: 6842,
20153: 123875,
20154: 122707,
20155: 8087,
20156: 8013,
20157: 18631,
20158: 19017,
20159: 18386,
20160: 19116,
20161: 10295,
20162: 11294,
20163: 6297,
20164: 5613,
20165: 40320,
20166: 41263,
20167: 128933,
20168: 127156,
20169: 15101,
20170: 14956,
20171: 10622,
20172: 9541,
20173: 20044,
20174: 19515,
20175: 8287,
20176: 8345,
20177: 4847,
20178: 5390,
20179: 4678,
20180: 5042,
20181: 46622,
20182: 46716,
20183: 11722,
20184: 12097,
20185: 6923,
20186: 6255,
20187: 22778,
20188: 23408,
20189: 11986,
20190: 11563,
20191: 5796,
20192: 6509,
20193: 14516,
20194: 16135,
20195: 92426,
20196: 91938,
20197: 138,
20198: 133,
20199: 46651,
20200: 46385,
20201: 2027,
20202: 1170,
20203: 3730,
20204: 9631,
20205: 10413,
20206: 142779,
20207: 138439,
20208: 13,
20209: 5717,
20210: 5953,
20211: 6596,
20212: 6612,
20213: 4969,
20214: 4789,
20215: 77836,
20216: 77122,
20217: 26750,
20218: 28061,
20219: 260432,
20220: 263538,
20221: 357811,
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20223: 4294,
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20235: 175392,
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20238: 10870,
20239: 10921,
20240: 6756,
20241: 7492,
20242: 494,
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20245: 5728,
20246: 8848,
20247: 12856,
20248: 12183,
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20250: 24734,
20251: 27080,
20252: 8116,
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20254: 19937,
20255: 20725,
20256: 10050,
20257: 8744,
20258: 3610,
20259: 3580,
20260: 121,
20261: 6185,
20262: 49847,
20263: 44844,
20264: 6949,
20265: 7242,
20266: 6805,
20267: 6714,
20268: 125511,
20269: 127049,
20270: 8254,
20271: 7867,
20272: 18617,
20273: 19157,
20274: 17411,
20275: 18869,
20276: 10315,
20277: 11051,
20278: 6233,
20279: 5457,
20280: 37881,
20281: 40566,
20282: 147514,
20283: 150769,
20284: 14968,
20285: 15687,
20286: 10364,
20287: 9884,
20288: 18956,
20289: 19211,
20290: 7829,
20291: 8393,
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20293: 1135,
20294: 5057,
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20297: 46480,
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20299: 11966,
20300: 6536,
20301: 6670,
20302: 24122,
20303: 24674,
20304: 10698,
20305: 11952,
20306: 36,
20307: 36,
20308: 6993,
20309: 7092,
20310: 13862,
20311: 15651,
20312: 2906,
20313: 2740,
20314: 132423,
20315: 133369,
20316: 2241,
20317: 11959,
20318: 15045,
20319: 154036,
20320: 150135,
20321: 31,
20322: 6748,
20323: 7420,
20324: 6449,
20325: 6355,
20326: 4984,
20327: 5382,
20328: 80670,
20329: 83945,
20330: 29083,
20331: 34010,
20332: 278866,
20333: 287690,
20334: 354631,
20335: 349075,
20336: 5355,
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20352: 10881,
20353: 6560,
20354: 7245,
20355: 2643,
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20357: 5598,
20358: 4839,
20359: 14390,
20360: 12941,
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20362: 10497,
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20364: 33238,
20365: 8858,
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20367: 21819,
20368: 18653,
20369: 9595,
20370: 9711,
20371: 3778,
20372: 4026,
20373: 121,
20374: 8431,
20375: 57730,
20376: 48924,
20377: 7952,
20378: 7989,
20379: 7497,
20380: 6288,
20381: 134649,
20382: 128131,
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20387: 19167,
20388: 16951,
20389: 11584,
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20391: 5872,
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20393: 42577,
20394: 41827,
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20399: 9837,
20400: 8833,
20401: 19236,
20402: 19673,
20403: 8397,
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20405: 5627,
20406: 5044,
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20409: 12307,
20410: 11023,
20411: 7868,
20412: 7570,
20413: 25845,
20414: 24234,
20415: 11976,
20416: 9839,
20417: 7627,
20418: 7343,
20419: 15997,
20420: 14627,
20421: 1909,
20422: 1878,
20423: 141641,
20424: 142258,
20425: 2142,
20426: 12879,
20427: 14610,
20428: 157170,
20429: 153075,
20430: 32,
20431: 9677,
20432: 9060,
20433: 6757,
20434: 6432,
20435: 5488,
20436: 5592,
20437: 87381,
20438: 83598,
20439: 29941,
20440: 31084,
20441: 281597,
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20445: 6965,
20446: 79343,
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20451: 11820,
20452: 47119,
20453: 42816,
20454: 29206,
20455: 27675,
20456: 183331,
20457: 177639,
20458: 5354,
20459: 5163,
20460: 11242,
20461: 10257,
20462: 8719,
20463: 8246,
20464: 2724,
20465: 2190,
20466: 6010,
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20468: 13255,
20469: 10828,
20470: 10856,
20471: 11005,
20472: 34378,
20473: 34849,
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20475: 8661,
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20477: 20892,
20478: 8634,
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20480: 5699,
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20485: 36745,
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20488: 7493,
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20490: 131468,
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20495: 19384,
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20499: 9733,
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20501: 6143,
20502: 41767,
20503: 39903,
20504: 160853,
20505: 160664,
20506: 17747,
20507: 16344,
20508: 10427,
20509: 10444,
20510: 19777,
20511: 19885,
20512: 8776,
20513: 7400,
20514: 5621,
20515: 4657,
20516: 46165,
20517: 46511,
20518: 12468,
20519: 12130,
20520: 8302,
20521: 7967,
20522: 25450,
20523: 24392,
20524: 11735,
20525: 8582,
20526: 93,
20527: 7623,
20528: 7509,
20529: 16270,
20530: 15585,
20531: 2754,
20532: 2807,
20533: 145325,
20534: 147496,
20535: 2732,
20536: 13636,
20537: 16202,
20538: 152182,
20539: 150889,
20540: 30,
20541: 9440,
20542: 9516,
20543: 6606,
20544: 6575,
20545: 5966,
20546: 4836,
20547: 83821,
20548: 86383,
20549: 28191,
20550: 24730,
20551: 20,
20552: 285079,
20553: 301827,
20554: 305,
20555: 392063,
20556: 366190,
20557: 613,
20558: 79459,
20559: 80208,
20560: 7912,
20561: 6522,
20562: 13847,
20563: 13139,
20564: 44747,
20565: 44983,
20566: 24720,
20567: 22925,
20568: 40,
20569: 176215,
20570: 175566,
20571: 4876,
20572: 4063,
20573: 11091,
20574: 10803,
20575: 8543,
20576: 8577,
20577: 2937,
20578: 2870,
20579: 5512,
20580: 5459,
20581: 7445,
20582: 7752,
20583: 18458,
20584: 18286,
20585: 18459,
20586: 18287,
20587: 8187,
20588: 6310,
20589: 14146,
20590: 15447,
20591: 8418,
20592: 8636,
20593: 3566,
20594: 3526,
20595: 50729,
20596: 48740,
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20598: 4823,
20599: 6778,
20600: 6615,
20601: 123303,
20602: 123172,
20603: 8053,
20604: 7151,
20605: 18815,
20606: 19011,
20607: 16665,
20608: 14977,
20609: 7979,
20610: 7442,
20611: 6030,
20612: 4797,
20613: 33630,
20614: 33099,
20615: 125472,
20616: 125715,
20617: 14243,
20618: 14980,
20619: 9836,
20620: 9544,
20621: 19152,
20622: 18782,
20623: 7320,
20624: 7037,
20625: 4942,
20626: 4671,
20627: 41977,
20628: 42561,
20629: 11965,
20630: 11774,
20631: 7241,
20632: 6191,
20633: 23886,
20634: 23838,
20635: 4708,
20636: 3434,
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20638: 7259,
20639: 78,
20640: 7623,
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20644: 4180,
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20649: 12528,
20650: 14605,
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20653: 22,
20654: 6414,
20655: 6373,
20656: 6502,
20657: 6465,
20658: 4634,
20659: 4479,
20660: 67778,
20661: 70950,
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20663: 13312,
20664: 19,
20665: 239607,
20666: 256958,
20667: 179,
20668: 349086,
20669: 331868,
20670: 193,
20671: 72558,
20672: 68552,
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20674: 6808,
20675: 13254,
20676: 11596,
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20680: 12410,
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20699: 13901,
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20701: 7695,
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20705: 52459,
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20710: 7132,
20711: 128065,
20712: 127962,
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20714: 8140,
20715: 18547,
20716: 18321,
20717: 15061,
20718: 17608,
20719: 7089,
20720: 9495,
20721: 4770,
20722: 5038,
20723: 39622,
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20725: 133818,
20726: 131254,
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20729: 8407,
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20738: 44832,
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20740: 10433,
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20742: 6888,
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20745: 5449,
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20760: 144431,
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20766: 6342,
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20769: 74235,
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20771: 18760,
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20775: 264178,
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20780: 66206,
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20790: 38401,
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20813: 6666,
20814: 5907,
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20821: 51069,
20822: 51110,
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20896: 22502,
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20900: 65,
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20904: 64148,
20905: 61696,
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20910: 1,
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20912: 595,
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20916: 17760,
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20990: 12992,
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21014: 70214,
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31920: 16902,
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31922: 2855,
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31925: 3051,
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32160: 12216,
32161: 19853,
32162: 8720,
32163: 415,
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32165: 2031,
32166: 1835,
32167: 401,
32168: 1998,
32169: 3315,
32170: 2923,
32171: 904,
32172: 790,
32173: 420,
32174: 341,
32175: 9349,
32176: 9321,
32177: 10763,
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32179: 5434,
32180: 4483,
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32199: 699,
32200: 228,
32201: 417,
32202: 78117,
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32204: 4890,
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32206: 882,
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32218: 10391,
32219: 10635,
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32224: 3199,
32225: 2726,
32226: 34460,
32227: 34360,
32228: 1689,
32229: 1928,
32230: 3568,
32231: 3000,
32232: 1150,
32233: 1413,
32234: 7046,
32235: 6170,
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32240: 1052,
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32248: 43719,
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32251: 101004,
32252: 2595,
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32254: 51841,
32255: 50046,
32256: 131,
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32258: 2406,
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32260: 5300,
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32268: 107474,
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32280: 10270,
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32287: 564,
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32290: 2248,
32291: 856,
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32304: 1245,
32305: 131323,
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32308: 14051,
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34877: 4347}}chain_outputAIMessage(content='"Invalid operation"', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 5, 'prompt_tokens': 479, 'total_tokens': 484, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d02d531b47', 'finish_reason': 'stop', 'logprobs': None}, id='run-9dc3d6c3-edea-49ea-91f3-f26095e60ddc-0', usage_metadata={'input_tokens': 479, 'output_tokens': 5, 'total_tokens': 484, 'input_token_details': {'audio': 0, 'cache_read': 0}, 'output_token_details': {'audio': 0, 'reasoning': 0}})df_query = "Calculate value counts for Operating Airline"
# Execute the chain based on the query
chain_output = chain.invoke({"query": df_query})
# Use parser here
parser_output = parser.parse(chain_output.content[1:-1])
print(parser_output)
# Print out
# format_parser_output(parser_output) unncessary{'count': 34878}# Average passenger counts from 5 first rows
df["Passenger Count"].head(5).mean()
df_query = "Calculate average passenger counts from 5 first rows"
# Execute the chain based on the query
chain_output = chain.invoke({"query": df_query})
# Use parser here
parser_output = parser.parse(chain_output.content[1:-1])
print(parser_output)
# Print out
# format_parser_output(parser_output) unncessary{'mean': 13565.0}Last updated