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Note: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.
5
7
24 8
Train labels: {'crude', 'trade', 'ship', 'acq', 'earn', 'money-fx', 'interest', 'grain'}
Example({'label': 'interest', 'text': 'philippine debt talks delayed for consultations today s debt rescheduling talks between the philippines government and its bank advisory committee were postponed until thursday to give the banks more time to consider manila s novel proposal for paying part of its interest bill in notes instead of cash bankers said the committee banks met briefly earlier today and decided that they needed more time in particular to consider a news report which quoted a reagan administration official as urging that the proposal be given serious consideration the banks felt that this was new information and that further consultation was called for one banker said in a despatch yesterday from washington reuters quoted the official as saying manila s plan to pay some interest with notes that could be converted into equity investments in the philippines was fully consistent with the reagan administration strategy for handling developing country debt the philippine proposal is very interesting it s quite unique and i don t think it s something that should be categorically rejected out of hand the official said because of the key role the u s plays in the debt crisis foreign banks in particular wanted time to analyze the significance of the policymaker s comments bankers said reuter'}) (input_keys={'text'})
9
11
Prediction(
label='Space'
)
Prediction(
label='POSITIVE'
)
13
Going to sample between 1 and 2 traces per predictor.
Will attempt to bootstrap 5 candidate sets.
Average Metric: 0 / 24 (0.0): 100%|██████████| 24/24 [00:12<00:00, 1.89it/s]
New best score: 0.0 for seed -3
Scores so far: [0.0]
Best score so far: 0.0
Average Metric: 20 / 24 (83.3): 100%|██████████| 24/24 [00:16<00:00, 1.47it/s]
New best score: 83.33 for seed -2
Scores so far: [0.0, 83.33]
Best score so far: 83.33
12%|█▎ | 3/24 [00:01<00:09, 2.19it/s]
Bootstrapped 2 full traces after 4 examples in round 0.
Average Metric: 21 / 24 (87.5): 100%|██████████| 24/24 [00:17<00:00, 1.36it/s]
New best score: 87.5 for seed -1
Scores so far: [0.0, 83.33, 87.5]
Best score so far: 87.5
12%|█▎ | 3/24 [00:02<00:15, 1.39it/s]
Bootstrapped 2 full traces after 4 examples in round 0.
Average Metric: 18 / 24 (75.0): 100%|██████████| 24/24 [00:17<00:00, 1.39it/s]
Scores so far: [0.0, 83.33, 87.5, 75.0]
Best score so far: 87.5
4%|▍ | 1/24 [00:00<00:16, 1.37it/s]
Bootstrapped 1 full traces after 2 examples in round 0.
Average Metric: 21 / 24 (87.5): 100%|██████████| 24/24 [00:16<00:00, 1.45it/s]
Scores so far: [0.0, 83.33, 87.5, 75.0, 87.5]
Best score so far: 87.5
4%|▍ | 1/24 [00:00<00:15, 1.50it/s]
Bootstrapped 1 full traces after 2 examples in round 0.
Average Metric: 22 / 24 (91.7): 100%|██████████| 24/24 [00:15<00:00, 1.53it/s]
New best score: 91.67 for seed 2
Scores so far: [0.0, 83.33, 87.5, 75.0, 87.5, 91.67]
Best score so far: 91.67
4%|▍ | 1/24 [00:00<00:15, 1.44it/s]
Bootstrapped 1 full traces after 2 examples in round 0.
Average Metric: 21 / 24 (87.5): 100%|██████████| 24/24 [00:18<00:00, 1.31it/s]
Scores so far: [0.0, 83.33, 87.5, 75.0, 87.5, 91.67, 87.5]
Best score so far: 91.67
4%|▍ | 1/24 [00:00<00:15, 1.52it/s]
Bootstrapped 1 full traces after 2 examples in round 0.
Average Metric: 22 / 24 (91.7): 100%|██████████| 24/24 [00:15<00:00, 1.54it/s]
Scores so far: [0.0, 83.33, 87.5, 75.0, 87.5, 91.67, 87.5, 91.67]
Best score so far: 91.67
8 candidate programs found.
15
[2024-10-09T15:43:02.436062]
System message:
Your input fields are:
1. `text` (str)
Your output fields are:
1. `label` (str): Label of predicted_class
All interactions will be structured in the following way, with the appropriate values filled in.
[[ ## text ## ]]
{text}
[[ ## label ## ]]
{label}
[[ ## completed ## ]]
In adhering to this structure, your objective is:
Given the fields `text`, produce the fields `label`.
User message:
[[ ## text ## ]]
first bank systems fbs units hike rate first bank minneaplois and first bank saint paul both units of first bank systems inc said they raised their reference rates to pct from pct reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
interest
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
automatix inc aitx th qtr loss shr loss cts vs loss cts net loss vs loss revs vs year shr loss cts vs loss cts net loss vs loss revs mln vs mln reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
earn
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
ussr crop weather summary usda noaa gradual warming continued in most regions of western soviet union in the week ended april the joint agricultural weather facility of the u s agriculture and commerce departments said in its international weather and crop summary the agency said most of the region s precipitation fell as rain the southern snow cover boundary continued to slowly retreat northward and eastward it said moderate to deep snow cover the northern half of the ukraine northern north caucasus and the lower volga about one month later than usual it said the agency said average weekly temperatures were below normal in the southeast near normal in the southwest and northeast and above normal in the northwest winter grains remained dormant over the region but warm weather promoted greening in crop areas adjacent to the black sea coast it said reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
grain
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
canada northwest to sell preferred shares canada northwest energy ltd said it reached agreement in principle to sell one mln preferred shares by way of private placement to raise mln dlrs for oil and gas exploration the pct cumulative redeemable convertible series d preferred shares will be flow through shares entitling holders to tax deductions not claimed by the company the shares will be convertible anytime after issue into common shares at an equivalent conversion price of dlrs a share after one year they will be redeemable at any time by the company at dlrs a share plus accrued dividends reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
crude
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
hogan systems hogn in acquisition hogan systems inc said it acquired systems inc of durango colo for mln dlrs hogan said systems provides integrated applications software and processing services to about community banks systems has revenues of mln dlrs a year hogan said reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
acq
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
volcker pushes spending cuts over trade bill federal reserve board chairman paul volcker said reducing the federal budget deficit was a more important goal for congress than drafting trade legislation reduce the budget deficit volcker responded when asked by a member of the senate banking committee about trade legislation priorities if you don t deal with the budget deficit everything else you do is going to be counterproductive he said reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
trade
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
group sells stake in comdata network cdn a group of investment firms which had once sought control of comdata network inc told the securities and exchange commission it sold its remaining share or pct stake in the company the group which had owned as much as pct of the total said it sold the stake on march at dlrs a share last week it sold comdata shares group members are cni partners an investment partnership mason best co a texas investment partnership and houston imperial corp a real estate development firm reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
acq
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
illinois co op futures dissolution vote set the shareholders of illinois cooperative futures co the futures trading arm of many midwest farm cooperatives for more than years will vote wednesday on its possible dissolution the directors of the company called a special meeting and recommended its dissolution last month citing falling volume and increasing costs sources close to the organization told reuters the pullout of growmark inc which holds more than pct of the capital stock led to the call for dissolution the possible demise of the cooperative has set clearing houses scrambling for the trading business of the regional and local cooperatives that comprise its membership ironically it was growmark at that time a regional farm cooperative with major river terminal elevators that founded illinois cooperative futures on december but growmark became affiliated last year with archer daniels midland of decatur ill and markets its grain through a joint subsidiary of the two companies adm growmark with that relationship growmark no longer needs to trade futures through the cooperative said tom mulligan president of the co op membership in the company which mulligan termed a cooperative of cooperatives has declined from in a notable loss was agriindustries of iowa which became affiliated with cargill inc illinois co op s other members include such regional cooperatives as indiana grain based in indianapolis goldkist of atlanta ga midstates in toledo ohio farmland industries in kansas city mo farmers commodities des moines and harvest states in minneapolis some observors said the demise of illinois cooperative futures co is a serious blow to the cooperative system instead of banding together the individual cooperatives are forced to go their own ways said the floor manager of one cash house at the chicago board of trade such a move would destroy the cohesiveness that gives farm cooperatives an advantage in the market at a time that a few major commercial companies are growing dominant he said don hanes vice president for communications with the national council of farm cooperatives said cooperatives exist today down from five years ago the period we ve gone through in the past five years has been quite a crunch he said there s been a lot of consolidation in the marketing co ops one problem he said is the co ops sell the grain to the major commercials for export rather than exporting it themselves losing potential profits but exporting grain requires heavy investments and the multi million dollar loss posted six years ago by farmers export co a co op set up to export grains served to make folks gun shy hanes said mulligan said he believes the dissolution if it is approved is a result of change in the futures industry rather than a change in u s agricultural economics a grain dealer at one member co op said the futures arm was a convenience something that saved us a little bit of money its dissolution will force us to change our way of doing business we re sorry to see the co op go by the wayside he said but there are lot of people out there to do business with there are plenty of capable firms steven w cavanaugh vice president for grain marketing with indiana grain said he would prefer to trade futures through a chicago based cooperative in terms of clearing our business as a unit as opposed to individuals there would be economic savings he said but added the times change and with changing times come different opinions of what businesses ought to be around cavanaugh said the possible demise of the futures arm had nothing to do with its profitability i would guarantee you that this company is not in trouble it is a sound healthy organization in the year ended february the illinois cooperative reported income of mln dlrs and members equity or net worth of mln dlrs the annual report for the most recent year has not been filed under the cooperative system income from operations is returned as patronage refunds to the members income and refunds in the past five years have been declining in the year ended february the co op reported income of mln dlrs and patronage refunds of mln dlrs patronage refunds in the year ended february totalled mln dlrs you re dealing with substantially lower volume mulligan said lower volume translates into higher costs according to the company s annual report growmark owns pct of the preferred shares and four pct of the common shares of illinois cooperative futures co mulligan declined to speculate on how much of the capital growmark is entitled to he said he could not determine the figure unless the shareholders decide in favor of dissolution equity is distributed according to each member s trading volume and as a result changes from year to year however mulligan said the company could continue to meet minimum capital requirements to trade futures even if growmark pulled out reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
grain
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
pemex lowers february far east crude oil prices the mexican state oil company petroleos mexicanos pemex said its far east customers would be charged dlrs per barrel for isthmus crude in february and dlrs for the heavier maya pemex said this was cts less than january isthmus and cts less than january maya far east customers primarily japan which buys an average barrels per day of which is isthmus pay retroactively while european and u s clients are charged per delivery reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
crude
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
thailand buys yugoslav cranes in barter deal the cabinet approved a plan for the port authority of thailand to buy six gantry cranes from metalna co of yugoslavia for about mln dlrs a government spokesman said he said thailand will pay for pct of the cost of the cranes in u s dlrs and the rest by sales of rice textiles and other commodities to yugoslavia the bangkok shipowners and agents association has appealed to the government to scrap the purchase plan it said it would be an unnecessary expense as most vessels calling at the port already have their own cargo handling equipment reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
ship
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
du pont dd ups stake in perceptive systems du pont co has increased its equity stake in perceptive systems inc to pct from pct perceptive systems said perceptive systems a venture capital firm based in houston makes digital imaging equipment reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
acq
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
baldrige warns of world trade war danger u s commerce secretary malcolm baldrige predicted congress will pass a reasonable trade bill this year and said tough protectionist legislation could prompt a trade war the mood of the congress right now is as tough on trade as i ve ever seen it in six years in washington baldrige said in a weekend television interview i think we ll still be able to get a reasonable trade bill out in spite of that because the whole congress is trying to work together with the administration but there is a hardening trade attitude he said president reagan opposes protectionist legislation but agreed to support a trade bill when it became apparent that opposition democrats would pass such legislation however baldrige warned measures that would penalize trading partners such as japan south korea and taiwan for failing to cut their trade surpluses with the u s could lead to retaliation and he said he would urge reagan to veto any such bill when asked if there is a rising danger of a worldwide trade war baldrige said yes i don t think there s any question about that reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
trade
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
philippine debt talks delayed for consultations today s debt rescheduling talks between the philippines government and its bank advisory committee were postponed until thursday to give the banks more time to consider manila s novel proposal for paying part of its interest bill in notes instead of cash bankers said the committee banks met briefly earlier today and decided that they needed more time in particular to consider a news report which quoted a reagan administration official as urging that the proposal be given serious consideration the banks felt that this was new information and that further consultation was called for one banker said in a despatch yesterday from washington reuters quoted the official as saying manila s plan to pay some interest with notes that could be converted into equity investments in the philippines was fully consistent with the reagan administration strategy for handling developing country debt the philippine proposal is very interesting it s quite unique and i don t think it s something that should be categorically rejected out of hand the official said because of the key role the u s plays in the debt crisis foreign banks in particular wanted time to analyze the significance of the policymaker s comments bankers said reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
interest
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
bangladesh port workers end strike cargo handling resumed at bangladesh s chittagong port today after workers ended their three day walk out triggered by a pay dispute port officials said loading and unloading of ships stranded by the strike started this morning and will be completed as quickly as possible they said the strikers returned to work after an agreement was reached last night between port authorities and the port workers association they said without giving details reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
ship
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
u k money market shortage forecast revised up the bank of england said it had revised its estimate of the shortage in the money market up to billion stg from billion before taking account of its early operations the bank has provided mln stg assistance so far today reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
money-fx
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
u s treasury s baker says currencies within ranges that better reflect fundamentals
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Assistant message:
[[ ## label ## ]]
money-fx
[[ ## completed ## ]]
User message:
[[ ## text ## ]]
first bank systems fbs units hike rate first bank minneaplois and first bank saint paul both units of first bank systems inc said they raised their reference rates to pct from pct reuter
Respond with the corresponding output fields, starting with the field `label`, and then ending with the marker for `completed`.
Response:
[[ ## label ## ]]
interest
[[ ## completed ## ]]
17
Uncompiled accuracy: 0.0
Compiled accuracy: 0.875
19
Incorrect prediction: ECONOMICS
Incorrect prediction: ECONOMY
Incorrect prediction: ECONOMY
Incorrect prediction: EARN
Incorrect prediction: acquisitions
Incorrect prediction: GRAIN
Incorrect prediction: ECONOMY
Incorrect prediction: industrial_action_and_disputes
20
Incorrect prediction: money-fx
Correct prediction: crude
Correct prediction: money-fx
Correct prediction: earn
Correct prediction: acq
Correct prediction: grain
Correct prediction: trade
Correct prediction: ship