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import math | |
import scipy.stats as st | |
# assumes bivariate normal, dichotomised groups | |
def dichotomy_r_to_d(r) : | |
d = 2*r / (math.sqrt(1 - r**2)) | |
return d | |
# Equation 9 | |
# https://sci-hub.tw/10.1037/1082-989X.11.4.386 |
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from scipy.spatial.distance import cdist | |
import numpy as np | |
import matplotlib.pyplot as plt | |
# First write a covariance function. e.g. rbf | |
def radial_basis_kernel(x1, x2, varSigma, lengthScale): | |
if x2 is None: | |
d = cdist(x1, x1) | |
else: | |
d = cdist(x1, x2) |
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import numpy as np | |
probability = 1/10000 | |
wealth = 120000 | |
houseValue = 100000 | |
bound = probability * np.log(wealth - houseValue) \ | |
+ (1 - probability) * np.log(wealth) | |
maxPremium = wealth - np.exp(bound) |
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# https://help.open.ac.uk/documents/policies/working-out-your-class-of-honours/files/50/honours-class-working-out.pdf | |
# Only 2nd and 3rd year courses count. | |
# Course, credits, grade, year | |
courses = [ | |
["M343", 30, "Distinction", 3], | |
["M249", 30, "Distinction", 2], | |
["M248", 30, "Distinction", 2], | |
["MST210", 60, "Grade 2 Pass", 2] | |
] |
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################################## | |
## DAY 1 | |
# Evaluate 1 + 1 and then 1 + "one". Is Io strongly typed or weakly typed? | |
1 + 1 | |
1+"one" | |
# > Exception: argument 0 to method '+' must be a Number, not a 'Sequence' | |
# Io is Strong: it does not perform implicit casts between types. |
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# Every thing is an object. | |
# Every interaction with an object is a message. | |
# You don’t instantiate classes; you clone other objects called prototypes. | |
# Objects remember their prototypes. | |
# Objects have slots. Slots contain objects, including method objects. | |
# A message returns the value in a slot or invokes the method in a slot. | |
# If an object can’t respond to a message, it sends that message to its prototype. | |
Vehicle := Object clone | |
Vehicle description := "Something to take you places" |
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gdp = 80683787e6 # in 2017: https://data.worldbank.org/indicator/NY.GDP.MKTP.CD | |
population = 7.6e9 # http://www.worldometers.info/world-population/ | |
perCap = gdp / population | |
# >>> $10616 | |
# Sanity check: the World Bank estimate, 10714, is very close. | |
# https://data.worldbank.org/indicator/NY.GDP.PCAP.CD | |
# Subtract depreciation |
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#!/usr/bin/env python3 | |
from pandas import DataFrame | |
import seaborn as sns | |
import matplotlib.pyplot as plt | |
import numpy as np | |
#%% | |
# Figures are not time-consistent: they each represent a point between 2010 - 2016 |
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sys.setrecursionlimit(500) | |
from ai_safety_gridworlds.environments.shared.safety_game import Actions | |
from ai_safety_gridworlds.environments.shared.rl.environment import TimeStep | |
from hashlib import sha1 | |
import numpy | |
import copy | |
ACTIONS = [ a for a in Actions if a is not Actions.QUIT ] |
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from ai_safety_gridworlds.environments.shared.safety_game import Actions | |
from hashlib import sha1 | |
import numpy | |
import time | |
from IPython import display | |
import copy | |
env = sokoban_game(level=0) | |
ACTIONS = [ a for a in Actions if a is not Actions.QUIT ] |