PREDICTION.md

Prediction

We want to evaluate our prediction so that we can make sure any changes we make improve prediction. To do that we will measure hwo many 'moves' it would take to spell out a set of random sentences. The less moves the more efficient. This is not a perfect way to measure but its useful for a baseline.

Sentences:

1. "The quick brown fox jumps over the lazy dog"
2. "The weather forecast predicts rain with a chance of thunderstorms"
3. "Please send me the latest sales report by the end of the day"
4. "I'm interested in learning more about machine learning and artificial intelligence"
5. "The sun sets in the west, casting a warm, golden glow over the horizon"
6. "She played a beautiful melody on her violin, filling the room with enchanting music."
7. "The scientist conducted experiments to prove his groundbreaking theory."
8. "He embarked on a journey to explore the uncharted wilderness."
9. "The ancient castle stood atop the hill, shrouded in legends and mysteries."
10. "The chef prepared a delicious gourmet meal that delighted the guests."

Result

No Prediction

• an apple = 66
• The quick brown fox jumps over the lazy dog. = 481
• The weather forecast predicts rain with a chance of thunderstorms = 655
• Please send me the latest sales report by the end of the day = 555
• I'm interested in learning more about machine learning and artificial intelligence = 719
• The sun sets in the west, casting a warm, golden glow over the horizon = 727
• She played a beautiful melody on her violin, filling the room with enchanting music. = 804
• The scientist conducted experiments to prove his groundbreaking theory. = 780
• He embarked on a journey to explore the uncharted wilderness. = 604
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 704
• The chef prepared a delicious gourmet meal that delighted the guests. = 623

Total Score = 6718

Letter Prediction

• an apple = 20
• The quick brown fox jumps over the lazy dog. = 243
• The weather forecast predicts rain with a chance of thunderstorms = 436
• Please send me the latest sales report by the end of the day = 276
• I'm interested in learning more about machine learning and artificial intelligence = 202
• The sun sets in the west, casting a warm, golden glow over the horizon = 366
• She played a beautiful melody on her violin, filling the room with enchanting music. = 445
• The scientist conducted experiments to prove his groundbreaking theory. = 271
• He embarked on a journey to explore the uncharted wilderness. = 345
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 342
• The chef prepared a delicious gourmet meal that delighted the guests. = 287

Total Score = 3233

Frequency

• an apple = 49
• The quick brown fox jumps over the lazy dog. = 426
• The weather forecast predicts rain with a chance of thunderstorms = 432
• Please send me the latest sales report by the end of the day = 343
• I'm interested in learning more about machine learning and artificial intelligence = 459
• The sun sets in the west, casting a warm, golden glow over the horizon = 458
• She played a beautiful melody on her violin, filling the room with enchanting music. = 597
• The scientist conducted experiments to prove his groundbreaking theory. = 489
• He embarked on a journey to explore the uncharted wilderness. = 432
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 419
• The chef prepared a delicious gourmet meal that delighted the guests. = 449

Total Score = 4553

Word and Letter Prediction

• an apple = 35
• The quick brown fox jumps over the lazy dog. = 292
• The weather forecast predicts rain with a chance of thunderstorms = 483
• Please send me the latest sales report by the end of the day = 336
• I'm interested in learning more about machine learning and artificial intelligence = 264
• The sun sets in the west, casting a warm, golden glow over the horizon = 434
• She played a beautiful melody on her violin, filling the room with enchanting music. = 469
• The scientist conducted experiments to prove his groundbreaking theory. = 337
• He embarked on a journey to explore the uncharted wilderness. = 390
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 406
• The chef prepared a delicious gourmet meal that delighted the guests. = 347

Total Score = 3793

Word, Letter, Frequency

• an apple = 41
• The quick brown fox jumps over the lazy dog. = 286
• The weather forecast predicts rain with a chance of thunderstorms = 330
• Please send me the latest sales report by the end of the day = 255
• I'm interested in learning more about machine learning and artificial intelligence = 241
• The sun sets in the west, casting a warm, golden glow over the horizon = 364
• She played a beautiful melody on her violin, filling the room with enchanting music. = 402
• The scientist conducted experiments to prove his groundbreaking theory. = 299
• He embarked on a journey to explore the uncharted wilderness. = 291
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 314
• The chef prepared a delicious gourmet meal that delighted the guests. = 320

Total Score = 3143

Word Prediction

• an apple = 81
• The quick brown fox jumps over the lazy dog. = 475
• The weather forecast predicts rain with a chance of thunderstorms = 599
• Please send me the latest sales report by the end of the day = 460
• I'm interested in learning more about machine learning and artificial intelligence = 537
• The sun sets in the west, casting a warm, golden glow over the horizon = 661
• She played a beautiful melody on her violin, filling the room with enchanting music. = 556
• The scientist conducted experiments to prove his groundbreaking theory. = 618
• He embarked on a journey to explore the uncharted wilderness. = 544
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 656
• The chef prepared a delicious gourmet meal that delighted the guests. = 498

Total Score = 5685

Apple Word Prediction Only

• an apple = 45
• The quick brown fox jumps over the lazy dog. = 400
• The weather forecast predicts rain with a chance of thunderstorms = 212
• Please send me the latest sales report by the end of the day = 273
• I'm interested in learning more about machine learning and artificial intelligence = 387
• The sun sets in the west, casting a warm, golden glow over the horizon = 471
• She played a beautiful melody on her violin, filling the room with enchanting music. = 365
• The scientist conducted experiments to prove his groundbreaking theory. = 343
• He embarked on a journey to explore the uncharted wilderness. = 229
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 445
• The chef prepared a delicious gourmet meal that delighted the guests. = 334

Total Score = 3504

Apple, Word, Letter

• an apple = 25
• The quick brown fox jumps over the lazy dog. = 245
• The weather forecast predicts rain with a chance of thunderstorms = 191
• Please send me the latest sales report by the end of the day = 244
• I'm interested in learning more about machine learning and artificial intelligence = 223
• The sun sets in the west, casting a warm, golden glow over the horizon = 337
• She played a beautiful melody on her violin, filling the room with enchanting music. = 313
• The scientist conducted experiments to prove his groundbreaking theory. = 210
• He embarked on a journey to explore the uncharted wilderness. = 196
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 287
• The chef prepared a delicious gourmet meal that delighted the guests. = 242

Total Score = 2513

Apple, Word, Letter, Frequency

• an apple = 25
• The quick brown fox jumps over the lazy dog. = 245
• The weather forecast predicts rain with a chance of thunderstorms = 191
• Please send me the latest sales report by the end of the day = 244
• I'm interested in learning more about machine learning and artificial intelligence = 223
• The sun sets in the west, casting a warm, golden glow over the horizon = 337
• She played a beautiful melody on her violin, filling the room with enchanting music. = 313
• The scientist conducted experiments to prove his groundbreaking theory. = 210
• He embarked on a journey to explore the uncharted wilderness. = 196
• The ancient castle stood atop the hill, shrouded in legends and mysteries. = 287
• The chef prepared a delicious gourmet meal that delighted the guests. = 242

Total Score = 2513

Totals

• No Prediction: 6718
• Word Prediction: 5685
• Frequency: 4553
• Word and Letter Prediction: 3793
• Apple Word Prediction: 3504
• Letter Prediction: 3233
• Word, Letter, Frequency: 3143
• Apple, Word, Letter: 2513
• Apple, Word, Letter, Frequency: 2513