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Upload domains/statistics-course/learning-graph.csv with huggingface_hub

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domains/statistics-course/learning-graph.csv ADDED
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1
+ ConceptID,ConceptLabel,Dependencies,TaxonomyID
2
+ 1,Statistics,,FOUND
3
+ 2,Data,1,FOUND
4
+ 3,Variable,2,FOUND
5
+ 4,Observation,2,FOUND
6
+ 5,Dataset,2|4,FOUND
7
+ 6,Categorical Variable,3,FOUND
8
+ 7,Quantitative Variable,3,FOUND
9
+ 8,Discrete Variable,7,FOUND
10
+ 9,Continuous Variable,7,FOUND
11
+ 10,Population,1,FOUND
12
+ 11,Sample,10,FOUND
13
+ 12,Parameter,10,FOUND
14
+ 13,Statistic,11,FOUND
15
+ 14,Distribution,2|3,FOUND
16
+ 15,Frequency Table,14,EDA1
17
+ 16,Relative Frequency,15,EDA1
18
+ 17,Cumulative Frequency,16,EDA1
19
+ 18,Bar Graph,6|14,EDA1
20
+ 19,Pie Chart,6|16,EDA1
21
+ 20,Dotplot,7|14,EDA1
22
+ 21,Stemplot,7|14,EDA1
23
+ 22,Histogram,7|14,EDA1
24
+ 23,Choosing Bin Width,22,EDA1
25
+ 24,Shape of Distribution,14,EDA1
26
+ 25,Symmetric Distribution,24,EDA1
27
+ 26,Skewed Left,24,EDA1
28
+ 27,Skewed Right,24,EDA1
29
+ 28,Unimodal Distribution,24,EDA1
30
+ 29,Bimodal Distribution,24,EDA1
31
+ 30,Uniform Distribution,24,EDA1
32
+ 31,Outlier,14|24,EDA1
33
+ 32,Identifying Outliers,31|41,EDA1
34
+ 33,Center of Distribution,14,EDA1
35
+ 34,Spread of Distribution,14,EDA1
36
+ 35,Mean,7|33,EDA1
37
+ 36,Median,7|33,EDA1
38
+ 37,Mode,33,EDA1
39
+ 38,Resistant Measure,35|36|31,EDA1
40
+ 39,Comparing Mean and Median,35|36|24,EDA1
41
+ 40,Range,34,EDA1
42
+ 41,Interquartile Range,34|42,EDA1
43
+ 42,Quartiles,36|50,EDA1
44
+ 43,Five-Number Summary,36|42|40,EDA1
45
+ 44,Boxplot,43,EDA1
46
+ 45,Modified Boxplot,44|32,EDA1
47
+ 46,Comparing Distributions,44|22|35|47,EDA1
48
+ 47,Standard Deviation,34|35,EDA1
49
+ 48,Variance,47,EDA1
50
+ 49,Calculating Variance,48,EDA1
51
+ 50,Percentile,16|36,EDA1
52
+ 51,Z-Score,35|47,EDA1
53
+ 52,Calculating Z-Scores,51,EDA1
54
+ 53,Interpreting Z-Scores,52,EDA1
55
+ 54,Standardization,51,EDA1
56
+ 55,Comparing with Z-Scores,53|54,EDA1
57
+ 56,Normal Distribution,25|35|47,EDA1
58
+ 57,Parameters of Normal,56,FOUND
59
+ 58,Empirical Rule,56|47,EDA1
60
+ 59,68-95-99.7 Rule,58,EDA1
61
+ 60,Standard Normal Curve,56|54,EDA1
62
+ 61,Normal Table,60,EDA1
63
+ 62,Finding Normal Probs,61,EDA1
64
+ 63,Inverse Normal Calcs,62,EDA1
65
+ 64,Normal Probability Plot,56|65,EDA1
66
+ 65,Assessing Normality,56|22|24,EDA1
67
+ 66,Density Curve,14,EDA1
68
+ 67,Area Under Curve,66,EDA1
69
+ 68,Technology for Normal,62|63,EDA1
70
+ 69,Two-Way Table,6,EDA2
71
+ 70,Marginal Distribution,69,EDA1
72
+ 71,Conditional Distribution,69|70,EDA1
73
+ 72,Calculating Conditionals,71,EDA2
74
+ 73,Association,69|71,EDA2
75
+ 74,Simpson's Paradox,73|106,EDA2
76
+ 75,Scatterplot,7|77|78,REG
77
+ 76,Describing Scatterplots,75|79|82|85,REG
78
+ 77,Explanatory Variable,3,FOUND
79
+ 78,Response Variable,3,FOUND
80
+ 79,Direction of Association,73|75,EDA2
81
+ 80,Positive Association,79,EDA2
82
+ 81,Negative Association,79,EDA2
83
+ 82,Form of Association,75,EDA2
84
+ 83,Linear Form,82,REG
85
+ 84,Nonlinear Form,82,REG
86
+ 85,Strength of Association,73|75,EDA2
87
+ 86,Correlation Coefficient,83|85,REG
88
+ 87,Calculating Correlation,86|51,REG
89
+ 88,Properties of Correlation,86,REG
90
+ 89,Correlation Limitations,88|31,REG
91
+ 90,Least Squares Regression,83|86,REG
92
+ 91,Regression Line,90,REG
93
+ 92,Regression Equation,91,REG
94
+ 93,Slope Interpretation,92|77|78,REG
95
+ 94,Y-Intercept Interpretation,92,REG
96
+ 95,Making Predictions,92,REG
97
+ 96,Extrapolation Dangers,95,REG
98
+ 97,Residual,91|95,REG
99
+ 98,Calculating Residuals,97,REG
100
+ 99,Residual Plot,98,REG
101
+ 100,Interpreting Residuals,99|83,REG
102
+ 101,Coefficient of Determination,86|97,REG
103
+ 102,R-Squared Interpretation,101,REG
104
+ 103,Influential Point,91|97,REG
105
+ 104,Leverage,103,REG
106
+ 105,Outliers in Regression,103|31,REG
107
+ 106,Lurking Variable,73,FOUND
108
+ 107,Causation,73,REG
109
+ 108,Correlation vs Causation,86|107|106,REG
110
+ 109,Observational Study,11|107,FOUND
111
+ 110,Experiment,107,STUDY
112
+ 111,Comparing Studies,109|110,STUDY
113
+ 112,Experimental Units,110,STUDY
114
+ 113,Subjects,112,STUDY
115
+ 114,Treatment,110,STUDY
116
+ 115,Factor,114,STUDY
117
+ 116,Levels of a Factor,115,STUDY
118
+ 117,Placebo,114,STUDY
119
+ 118,Placebo Effect,117,STUDY
120
+ 119,Control Group,110|117,STUDY
121
+ 120,Comparison in Experiments,119|114,STUDY
122
+ 121,Blinding,118|132,STUDY
123
+ 122,Single-Blind Experiment,121,STUDY
124
+ 123,Double-Blind Experiment,121|122,STUDY
125
+ 124,Random Assignment,110,STUDY
126
+ 125,Why Randomize,130|132,STUDY
127
+ 126,Randomized Block Design,124|137,STUDY
128
+ 127,Matched Pairs Design,124|126,STUDY
129
+ 128,Completely Randomized Design,124,STUDY
130
+ 129,Replication,110,STUDY
131
+ 130,Confounding Variable,110|106,FOUND
132
+ 131,Identifying Confounding,130,STUDY
133
+ 132,Bias,11|109,STUDY
134
+ 133,Sources of Bias,132,STUDY
135
+ 134,Census,10,STUDY
136
+ 135,Simple Random Sample,11,FOUND
137
+ 136,Random Number Generator,148,STUDY
138
+ 137,Stratified Random Sample,135,FOUND
139
+ 138,When to Stratify,137,STUDY
140
+ 139,Cluster Sample,135,FOUND
141
+ 140,Systematic Sample,135,FOUND
142
+ 141,Convenience Sample,132|11,FOUND
143
+ 142,Voluntary Response Sample,132|11,FOUND
144
+ 143,Undercoverage,132|10,STUDY
145
+ 144,Nonresponse Bias,132,STUDY
146
+ 145,Response Bias,132,STUDY
147
+ 146,Wording of Questions,145,STUDY
148
+ 147,Designing Surveys,135|143|144|145,STUDY
149
+ 148,Random Phenomenon,,PROB
150
+ 149,Probability,1,PROB
151
+ 150,Probability Rules,149,PROB
152
+ 151,Sample Space,148|152,FOUND
153
+ 152,Event,148,PROB
154
+ 153,Complement of Event,152|150,PROB
155
+ 154,Mutually Exclusive Events,152,PROB
156
+ 155,Disjoint Events,154,PROB
157
+ 156,Independent Events,152,PROB
158
+ 157,Dependent Events,156,PROB
159
+ 158,Addition Rule,154|150,PROB
160
+ 159,General Addition Rule,158|167,PROB
161
+ 160,Multiplication Rule,156|150,PROB
162
+ 161,General Multiplication Rule,160,PROB
163
+ 162,Conditional Probability,149|157,EDA2
164
+ 163,Calculating Conditionals,162|69,EDA2
165
+ 164,Bayes Intuition,162|161,PROB
166
+ 165,Tree Diagram,161,PROB
167
+ 166,Using Tree Diagrams,165|162,PROB
168
+ 167,Venn Diagram,152|153,PROB
169
+ 168,Using Venn Diagrams,167|158,PROB
170
+ 169,Simulation,148|149,PROB
171
+ 170,Designing Simulations,169,PROB
172
+ 171,Random Digit Table,169|136,PROB
173
+ 172,Law of Large Numbers,149|169,PROB
174
+ 173,Random Variable,148|3,FOUND
175
+ 174,Discrete Random Variable,173|8,FOUND
176
+ 175,Probability Distribution,173|150,EDA1
177
+ 176,Valid Distribution,175,EDA1
178
+ 177,Expected Value,175|35,RAND
179
+ 178,Calculating Expected Value,177,RAND
180
+ 179,Variance of Random Variable,175|48,FOUND
181
+ 180,Standard Deviation of RV,179,EDA1
182
+ 181,Linear Transformation,177|179,RAND
183
+ 182,Combining Random Variables,173,FOUND
184
+ 183,Sum of Random Variables,182|177|179,FOUND
185
+ 184,Difference of RVs,183,RAND
186
+ 185,Binomial Setting,156|174,RAND
187
+ 186,Binomial Conditions,185,RAND
188
+ 187,Binomial Distribution,185|175,EDA1
189
+ 188,Binomial Probability,187,PROB
190
+ 189,Binomial Formula,188,RAND
191
+ 190,Binomial Mean,187|177,EDA1
192
+ 191,Binomial Standard Dev,187|180,RAND
193
+ 192,Geometric Setting,156|174,RAND
194
+ 193,Geometric Distribution,192|175,EDA1
195
+ 194,Geometric Probability,193,PROB
196
+ 195,Geometric Mean,193|177,EDA1
197
+ 196,Sampling Variability,11|13,SAMP
198
+ 197,Sampling Distribution,196|175,SAMP
199
+ 198,Unbiased Estimator,197|12,STUDY
200
+ 199,Biased Estimator,198,STUDY
201
+ 200,Sample Proportion,11|6|13,FOUND
202
+ 201,Sampling Dist of Proportion,200|197,SAMP
203
+ 202,Mean of Sample Proportion,201|198,FOUND
204
+ 203,SD of Sample Proportion,201|180,FOUND
205
+ 204,Conditions for Proportion SD,203,SAMP
206
+ 205,Sample Mean,11|35|13,FOUND
207
+ 206,Sampling Dist of Mean,205|197,SAMP
208
+ 207,Mean of Sample Mean,206|198,FOUND
209
+ 208,SD of Sample Mean,206|180,FOUND
210
+ 209,Central Limit Theorem,206|56,SAMP
211
+ 210,CLT Conditions,209,SAMP
212
+ 211,Normal Approximation,209|201|62,EDA1
213
+ 212,Statistical Inference,13|12|197,FOUND
214
+ 213,Point Estimate,212|13,CIPR
215
+ 214,Interval Estimate,212,CIPR
216
+ 215,Confidence Interval,214|216,CIPR
217
+ 216,Margin of Error,197|221,CIPR
218
+ 217,Confidence Level,215,CIPR
219
+ 218,Interpreting Confidence,217,CIPR
220
+ 219,Critical Value,60|217,CIPR
221
+ 220,Z Critical Values,219|61,CIPR
222
+ 221,Standard Error,203|208,CIPR
223
+ 222,CI for One Proportion,215|200|220|221,CIPR
224
+ 223,Conditions for CI Proportion,222|204,CIPR
225
+ 224,Interpreting CI,222|218,CIPR
226
+ 225,CI Width Factors,216,STUDY
227
+ 226,Sample Size for CI,225,FOUND
228
+ 227,CI for Difference in Props,222|184,CIPR
229
+ 228,Pooled Proportion,227,CIPR
230
+ 229,Hypothesis Test,212,HTPR
231
+ 230,Null Hypothesis,229|12,HTPR
232
+ 231,Alternative Hypothesis,229,HTPR
233
+ 232,Writing Hypotheses,230|231,HTPR
234
+ 233,One-Sided Test,231,HTPR
235
+ 234,Two-Sided Test,231,HTPR
236
+ 235,Test Statistic,229|51,FOUND
237
+ 236,P-Value,235|62,HTPR
238
+ 237,Calculating P-Values,236,HTPR
239
+ 238,Interpreting P-Values,236,HTPR
240
+ 239,Significance Level,229,HTPR
241
+ 240,Choosing Alpha,239|244,HTPR
242
+ 241,Statistical Significance,236|239,FOUND
243
+ 242,Making Conclusions,241|238,HTPR
244
+ 243,Type I Error,230|241,HTPR
245
+ 244,Type II Error,230|231,HTPR
246
+ 245,Error Tradeoffs,243|244,HTPR
247
+ 246,Power of a Test,244,HTPR
248
+ 247,Factors Affecting Power,246|226,STUDY
249
+ 248,Test for One Proportion,229|200|235,CIPR
250
+ 249,Conditions for Z-Test,248|204,HTPR
251
+ 250,Test for Two Proportions,248|227,CIPR
252
+ 251,T-Distribution,56|253,EDA1
253
+ 252,T vs Z Distribution,251|60,EDA1
254
+ 253,Degrees of Freedom,11,TMEA
255
+ 254,T Critical Values,251|219,CIPR
256
+ 255,One-Sample T-Interval,215|205|254|221,FOUND
257
+ 256,Conditions for T-Procedures,255|65,TMEA
258
+ 257,One-Sample T-Test,229|205|251,FOUND
259
+ 258,Two-Sample T-Interval,255|184,FOUND
260
+ 259,Two-Sample T-Test,257|258,FOUND
261
+ 260,Pooled vs Unpooled,259,TMEA
262
+ 261,Paired T-Test,257|262,TMEA
263
+ 262,Paired Data,127|205,FOUND
264
+ 263,When to Pair,262|261,TMEA
265
+ 264,Robustness,256|31,TMEA
266
+ 265,Chi-Square Distribution,253,EDA1
267
+ 266,Chi-Square Statistic,265,FOUND
268
+ 267,Goodness-of-Fit Test,266|229,CHISQ
269
+ 268,GOF Hypotheses,267|232,CHISQ
270
+ 269,Expected Counts,175,CHISQ
271
+ 270,Observed Counts,15,CHISQ
272
+ 271,Calculating Chi-Square,266|269|270,CHISQ
273
+ 272,Conditions for Chi-Square,267|269,CHISQ
274
+ 273,GOF Conclusion,267|242,CHISQ
275
+ 274,Test for Homogeneity,266|69,HTPR
276
+ 275,Homogeneity Setup,274|232,CHISQ
277
+ 276,Test for Independence,266|73,HTPR
278
+ 277,Independence Setup,276|232,CHISQ
279
+ 278,Chi-Square Conclusion,274|276|242,CHISQ
280
+ 279,Inference for Slope,212|91,REGF
281
+ 280,Regression Model,91|173,REG
282
+ 281,Slope Parameter,280|12,FOUND
283
+ 282,T-Interval for Slope,279|254|284,REGF
284
+ 283,T-Test for Slope,279|257|281,REGF
285
+ 284,Standard Error of Slope,221|97,REG
286
+ 285,Conditions for Regression,279|286|287|288|289,REG
287
+ 286,Linearity Condition,99|100,REGF
288
+ 287,Independence Condition,109|124,CHISQ
289
+ 288,Normality of Residuals,97|65,EDA1
290
+ 289,Equal Variance Condition,99|48,EDA1
291
+ 290,Regression Conclusion,283|242,REG
292
+ 291,Practical Significance,241|293,HTPR
293
+ 292,Stat vs Practical Sig,291,COMM
294
+ 293,Effect Size,47|101,COMM
295
+ 294,Sample Size Impact,226|247|293,FOUND
296
+ 295,Study Limitations,109|132,COMM
297
+ 296,Generalizability,11|10|295,COMM
298
+ 297,Statistical Report Writing,242,FOUND
299
+ 298,Communicating Results,224|242|278|290,COMM
300
+ 299,Four-Step Process,232|242|298,COMM
301
+ 300,AP Exam Strategies,299|297,COMM